Datasets:

smartcat

/

ai-arxiv2-chunks-embedded

like 0

Follow

SmartCat 23

[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 0, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "The Llama 3 Herd of Models\nLlama Team, AI @ Meta1\n1A detailed contributor list can be found in the appendix of this paper.\nModern artificial intelligence (AI) systems are powered by foundation models. This paper presents a\nnew set of foundation models, called Llama 3. It is a herd of language models that natively support\nmultilinguality, coding, reasoning, and tool usage. Our largest model is a dense Transformer with\n405B parameters and a context window of up to 128K tokens. This paper presents an extensive\nempirical evaluation of Llama 3. We find that Llama 3 delivers comparable quality to leading language\nmodels such as GPT-4 on a plethora of tasks. We publicly release Llama 3, including pre-trained and\npost-trained versions of the 405B parameter language model and our Llama Guard 3 model for input\nand output safety. The paper also presents the results of experiments in which we integrate image,\nvideo, and speech capabilities into Llama 3 via a compositional approach. We observe this approach\nperforms competitively with the state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under development.\nDate:July 23, 2024\nWebsite: https://llama.meta.com/\n1 Introduction", "title": "The Llama 3 Herd of Models", "year": 2024 }

[ 0.019791821, -0.03444159, 0.029808648, -0.035688918, -0.0043083807, -0.01433157, -0.004995685, 0.05595167, -0.068068594, 0.020071834, -0.014178836, -0.03859087, -0.025824828, -0.019257251, -0.042307407, -0.027924925, -0.00565117, -0.03377974, -0.018442668, 0.032608777, -0.010723222, 0.017844459, -0.030546863, 0.010710494, 0.022451945, 0.008044007, -0.07178513, 0.008336748, -0.010309567, -0.042358316, 0.04134009, -0.034237944, -0.038158122, 0.025710277, -0.071428746, 0.009310429, -0.008273109, -0.001812129, -0.026117569, 0.028637685, -0.0041588284, -0.056104407, 0.01269604, 0.0023817008, -0.0008487892, 0.016482579, 0.0039488184, 0.047729474, -0.043274723, 0.04477661, -0.04447114, 0.027797645, -0.0031024157, 0.036528956, -0.037750833, -0.026626682, 0.0014549535, 0.022350121, -0.0010325477, -0.04044914, -0.038336314, -0.06282472, 0.007623988, 0.010621399, -0.030139571, -0.05238787, -0.06190831, -0.028917698, -0.003713353, -0.015897097, -0.015744362, 0.0001985745, -0.014471577, 0.006873044, -0.023266528, 0.0019362257, -0.008114011, 0.0627738, -0.007827634, 0.0033346992, -0.016329844, 0.040118214, 0.0030928699, -0.051929668, 0.006637579, -0.0054061585, -0.018086288, -0.012804227, -0.056409873, -0.04375838, -0.0032074207, -0.03169237, -0.03311789, -0.0014851821, 0.060533702, -0.011849637, 0.029350445, -0.0068794084, 0.028077658, 0.07326156, -0.01831539, -0.00038402338, -0.011079602, -0.023037426, -0.016138926, -0.006055279, 0.039914567, -0.031666916, -0.01492978, 0.015247976, -0.09250609, -0.00028498474, -0.019931829, -0.041009165, -0.036401678, -0.004257469, 0.0018694045, 0.009284974, -0.008024915, -0.026626682, -0.03787811, 0.0045120264, 0.040780064, -0.048976805, 0.027874013, -0.031717826, 0.005807086, -0.023151977, -0.032608777, -0.028714051, 0.00023705639, 0.0002947295, 0.03996548, 0.0102268355, -0.023177432, -0.052591518, -0.009596806, -0.022261027, -0.031081434, -0.010767769, 0.025939379, -0.023521084, -0.025952106, -0.01067231, -0.0058357236, 0.0128805945, -0.021802824, -0.05900636, -0.021675546, 0.027364898, -0.027823102, -0.023101065, -0.025493903, 0.020364575, -0.04210376, -0.025723005, -0.008317657, 0.03484888, 0.039838202, -0.068985, -0.0030133207, 0.007833998, -0.008368568, 0.0007175331, 0.012861502, 0.03769992, -0.029885015, -0.009514075, -0.08919684, -0.04615122, 0.026193935, 0.022375578, -0.05274425, -0.04304562, -0.047780387, -0.06302836, -0.010755042, -0.035001613, -0.025315713, -0.04686398, -0.004168374, 0.043402, -0.07229424, -0.012403299, -0.020033652, -0.00921497, 0.023482902, 0.027517634, 0.0016228021, 0.023342894, -0.01718261, 0.053711567, 0.09057145, 0.06491209, 0.047958575, -0.021739185, 0.0309287, -0.01897724, 0.055748027, -0.012256929, 0.014280658, 0.055697113, 0.012091467, -0.075603485, 0.02098824, -0.018722681, 0.03110689, 0.001593369, -0.065930314, -0.042663787, 0.05167511, -0.011601444, 0.058089953, -0.0059407284, -0.05114054, 0.009284974, -0.07468708, 0.024195662, -0.014764317, 0.039812744, 0.005562075, 0.02343199, 0.01902815, 0.033983387, -0.029172255, 0.010290475, 0.0036115302, -0.01397519, 0.019486353, -0.01052594, 0.027390353, -0.03902362, -0.038489047, -0.026983062, -0.0093867965, -0.05376248, -0.0031819649, -0.021611907, 0.023559269, -0.023177432, 0.0107359495, -0.021599177, 0.03795448, 0.02634667, 0.03021594, 0.028230393, -0.011009599, -0.0569699, 0.040270947, 0.0059980038, 0.0101377405, -0.018684499, 0.010214107, 0.014700678, -0.0089667775, 0.046049397, -0.067406744, -0.009660445, -0.038158122, -0.009545895, -0.05864998, 0.03663078, -0.01688987, 0.031488724, -0.0010365251, -0.01180509, -0.023762913, 0.048314955, 0.009335885, -0.0106023075, 0.016342571, -0.010506848, 0.003544709, -0.013593354, -0.024488403, -0.023470173, 0.0045343, 0.01933362, 0.043631103, 0.014497032, -0.0000967019, 0.011397799, 0.036834426, 0.04274015, -0.0022989698, 0.008400387, 0.028714051, -0.032456044, -0.016978964, -0.006071189, 0.043402, -0.027390353, 0.018659042, -0.0036178941, 0.014535216, 0.055646203, 0.0137206325, 0.0076621715, -0.0030101389, 0.00799946, 0.03836177, 0.012390572, -0.024119295, -0.014726134, 0.014433393, 0.03864178, -0.053202454, -0.031030523, 0.0066948542, -0.012816954, 0.01926998, 0.007452162, -0.021039153, 0.0030276396, -0.0396091, -0.03533254, -0.013415164, -0.030826876, 0.021993741, -0.0018312208, -0.026550315, -0.01879905, -0.0035956204, 0.028917698, -0.046074852, -0.01588437, -0.02212102, -0.017997194, -0.020975513, -0.033525184, 0.019435441, 0.031234168, 0.008069463, 0.0073312474, -0.009374069, -0.018391758, -0.060380965, 0.027619455, 0.017373528, 0.028383126, -0.052056946, -0.03831086, -0.03764901, 0.021179158, -0.028612228, 0.035587095, -0.005880271, 0.0120851025, 0.058853623, -0.006064825, 0.009469528, -0.05839542, 0.047500372, -0.030623231, -0.030954154, -0.017055333, -0.019308163, -0.017258978, 0.024272028, 0.02420839, -0.025672093, 0.030317763, 0.006783949, 0.02621939, -0.011792362, 0.009647718, 0.00654212, -0.03528163, 0.002454886, -0.05727537, -0.00089970056, -0.025430264, 0.014713406, -0.0018948602, -0.03479797, -0.009412252, 0.005361611, 0.014878868, -0.05136964, 0.007503073, -0.0051134177, -0.027390353, 0.022859236, -0.025379352, -0.013135151, 0.016826231, 0.009405889, -0.03543436, -0.031845104, 0.00050275045, 0.033703372, -0.018366301, -0.019422714, 0.006624851, 0.008623125, -0.046431232, 0.009183151, 0.031488724, 0.024081111, 0.06333383, 0.030343218, -0.022681046, -0.0133897085, 0.016749863, -0.016495306, 0.016380755, 0.04080552, 0.036325313, 0.025417536, 0.03622349, 0.018048106, -0.05042778, 0.00526297, -0.010837773, 0.022808325, -0.010462301, 0.00615392, 0.020313663, 0.065319374, 0.051649656, -0.000052651576, -0.00793582, -0.016317116, -0.028408583, -0.021560995, 0.0074839815, 0.023279255, -0.062468335, -0.012034192, -0.050580516, -0.028001292, 0.0396091, 0.024221117, -0.0029512725, -0.0293759, -0.006936684, -0.008578577, 0.039558187, -0.01718261, 0.0014382482, 0.0035001615, 0.014191563, -0.029783191, 0.0031342355, 0.015375255, 0.017208066, -0.021560995, 0.019944556, -0.018697226, -0.02586301, 0.0050147767, -0.02950318, 0.04151828, 0.081101924, -0.003366519, -0.043809295, 0.055035267, -0.0016387119, 0.049613196, 0.0019569085, 0.037801743, -0.0041270084, -0.029655913, -0.010430481, -0.00835584, -0.036248945, 0.003356973, -0.0051961485, 0.014115197, -0.009845, -0.007655808, -0.0013141516, -0.030979611, -0.02550663, -0.0064912084, -0.009539531, 0.018939056, -0.049867753, 0.036350768, -0.039685465, 0.017844459, -0.0041588284, 0.011416891, 0.008196741, 0.013491531, 0.039812744, -0.032201484, -0.000017103062, 0.036325313, 0.0309287, 0.017984467, -0.007713083, 0.043936573, -0.014064285, 0.034085207, -0.035688918, 0.0014525669, -0.026028473, -0.033143345, -0.04182375, -0.007273972, -0.045387547, -0.015540717, 0.032939702, -0.027670367, -0.01624075, 0.0015846186, 0.023661092, -0.0104495725, 0.008406752, -0.030241394, 0.010220472, 0.002184419, 0.012702404, 0.0145606715, 0.000105502026, -0.006319382, 0.033932474, -0.007343975, 0.028001292, 0.023101065, -0.020275481, -0.009584079, -0.045285724, 0.023037426, -0.007503073, -0.03866724, -0.0004088825, -0.005259788, -0.0053138817, 0.008285836, -0.015184336, -0.019117245, -0.055086177, -0.04228195, 0.004817495, 0.040525507, -0.025277529, -0.038259946, -0.043452915, 0.015337071, 0.041849203, 0.034161575, 0.00924679, 0.008190378, -0.00094981655, -0.008737676, -0.03622349, 0.016928054, 0.054017037, 0.04930773, -0.011900549, 0.0055207093, -0.029146798, 0.012377843, -0.050911438, -0.007884909, 0.007783086, -0.015667995, 0.035943475, 0.0240302, -0.006103009, -0.006255743, 0.029248621, -0.011410526, -0.018633587, 0.0032933338, 0.014280658, 0.01831539, 0.01909179, -0.020606404, -0.025086612, -0.008871318, 0.0032965157, 0.003442886, 0.013733361, 0.028459495, 0.023622908, 0.031310536, 0.005164329, -0.046100307, -0.021204615, -0.015451622, 0.0023466991, -0.023622908, 0.022642862, -0.016724408, 0.020199113, -0.014471577, 0.027899468, 0.022388306, -0.002459659, -0.014382482, -0.0462785, -0.020962786, -0.019919101, 0.020237297, -0.04411476, -0.0154898055, 0.00023586315, 0.014077013, 0.021077335, -0.0111114215, 0.033270627, -0.016826231, 0.010328658, -0.025824828, -0.012683312, -0.036732603, -0.011372343, 0.003716535, -0.015018875, -0.004359292, -0.06338474, -0.00057156046, -0.020771867, -0.01742444, -0.029401356, 0.02432294, -0.011276884, -0.030012293, -0.004706126, 0.001723034, 0.0054857074, 0.0015265477, -0.0005484912, -0.02795038, 0.01148053, -0.05376248, 0.021446444, -0.036554415, -0.010125012, 0.0380563, 0.007159421, 0.01641894, 0.020453671, 0.03444159, 0.0046043033, 0.021688273, -0.007833998, 0.031565093, 0.05411886, -0.007153057, -0.030903244, 0.014433393, -0.019664543, -0.008094919, -0.014306114, -0.025901195, -0.014726134, 0.0005126941, -0.07102146, -0.012479667, 0.022668319, 0.034467045, -0.024182934, -0.013007873, -0.0015154108, -0.000186841, 0.009284974, -0.06847589, 0.014064285, -0.024666592, 0.0025662547, -0.0007410001, 0.032201484, 0.0012831273, 0.040169124, 0.013695177, -0.008864954, -0.017093515, 0.0073121553, -0.008699493, -0.009552259, 0.007904001, 0.006713946, 0.0025662547, -0.02414475, 0.00027802418, 0.02289742, -0.020950057, 0.04228195, -0.0698505, -0.020593677, 0.022693774, 0.0040188218, 0.014357026, 0.009985006, -0.006131646, -0.0017373528, -0.00599164, -0.006271653, 0.00060616434, -0.024513857, 0.012505122, 0.003178783, -0.013033329, 0.012320568, -0.020822778, -0.057071723, -0.030725053, -0.008845863, -0.032226942, 0.006885772, -0.015617084, -0.009965914, -0.030012293, 0.02414475, 0.015731635, -0.0094758915, -0.009596806, -0.0016975784, -0.006258925, 0.02278287, -0.014662495, 0.015184336, 0.022579223, -0.008457663, -0.032226942, -0.023457445, -0.052947897, 0.030139571, -0.021968286, 0.006351202, 0.012454211, -0.000020570906, -0.016826231, 0.0033951567, 0.009501347, -0.026983062, 0.029910471, -0.0064880266, 0.017449895, -0.021510083, -0.041238267, -0.033016067, -0.024819326, -0.011703267, -0.02705943, -0.009564986, -0.005842088, -0.0010643672, -0.046176676, 0.027339444, 0.009730449, -0.014293387, 0.017055333, 0.018239023, 0.021242797, -0.007172149, -0.057580836, 0.009469528, 0.014064285, -0.007184877, -0.01951181, -0.003910635, 0.013784272, -0.011824181, 0.008584942, -0.0071976045, 0.026423037, 0.008120375, 0.025544815, 0.031234168, -0.007681263, 0.00396791, 0.0068412246, 0.03456887, 0.017564446, 0.0058707255, -0.020097291, -0.027110342, 0.0060330057, 0.016571673, 0.006707582, -0.0063798395, 0.039176352, 0.026652139, -0.012861502, 0.01582073, -0.011747815, -0.025455719, 0.035943475, -0.04907863, 0.0018328119, 0.027924925, -0.054984353, -0.024335667, 0.0021303254, 0.01138507, -0.033576094, -0.0055748024, 0.0068794084, -0.0037101712, 0.021395532, 0.015540717, 0.016838958, -0.11923459, -0.04892589, 0.03525617, 0.020797323, 0.008578577, -0.0021510082, 0.02485751, 0.051242363, -0.0309287, -0.029910471, 0.010659583, -0.038489047, 0.018175384, -0.007553985, 0.013847912, -0.06267198, -0.048264045, 0.007445798, 0.006071189, -0.0065866676, -0.019817278, -0.0010174332, 0.035536185, 0.0080376435, -0.02639758, -0.0053202454, -0.0146497665, 0.024132023, 0.01909179, 0.016838958, -0.034467045, -0.019728182, -0.026295759, 0.058140863, -0.038081758, -0.008152194, -0.008610398, -0.02705943, -0.018569948, 0.0035956204, 0.023164704, -0.051216908, 0.025468448, 0.0019664543, 0.016151654, -0.031081434, 0.016495306, 0.021675546, -0.025290258, -0.00012419607, 0.0038310857, 0.00096652185, -0.01998274, 0.014420665, -0.020237297, -0.014789773, -0.008069463, 0.011474165, 0.0041461005, 0.009787724, -0.016648041, 0.0098513635, -0.040830974, 0.009800452, -0.028154027, 0.0027937652, -0.012072375, 0.021484626, -0.024781143, -0.065166645, -0.032201484, 0.05101326, -0.0008424252, 0.0052438783, 0.012396935, 0.012746952, 0.014242475, 0.07580713, -0.030445041, -0.02973228, 0.0171317, -0.029808648, 0.0007966845, -0.024042927, 0.0027094432, 0.012136014, 0.044369318, -0.02705943, -0.01486614, 0.0124605745, 0.041009165, -0.0008909502, 0.011423254, 0.032430585, 0.008661308, -0.0009323157, -0.01198328, 0.022222843, -0.010487757, -0.0043274723, 0.040780064, 0.01980455, -0.05149692, -0.012167834, 0.01760263, -0.0023291984, 0.024373852, -0.0048556784, 0.007808542, 0.010697766, 0.03444159, 0.00889041, 0.008654945, 0.033041526, 0.013096968, 0.020962786, 0.026728505, -0.00062565383, 0.0147388615, 0.024959333, -0.0035988023, 0.0250357, -0.05175148, 0.027339444, -0.0024087476, -0.014293387, 0.01718261, 0.05559529, -0.013071512, -0.012963325, -0.008094919, -0.010748678, -0.014904324, 0.004333836, -0.032608777, 0.0027492177, 0.021268254, 0.017806277, -0.021675546, 0.006548484, 0.04169647, 0.028434038, 0.056308053, -0.018442668, -0.005778448, 0.007884909, -0.011474165, -0.046176676, -0.01884996, -0.0015623448, 0.016088014, -0.00030606525, -0.007140329, 0.032277852, 0.008381296, -0.0047634016, -0.010405025, -0.037419908, -0.00981318, 0.033652462, 0.00018823311, -0.001905997, -0.010901412, 0.002182828, 0.034288853, -0.015986191, -0.0123269325, 0.002733308, -0.012562398, 0.008737676, 0.0054061585, -0.02932499, 0.017526263, 0.012231473, 0.008521302, 0.0027778554, 0.008139466, -0.0072930637, 0.010055009, 0.032150574, 0.010576852, 0.0067521296, -0.020300936, 0.04383475, -0.005612986, 0.03864178, 0.017373528, 0.014102468, 0.028917698, 0.04691489, 0.0064943903, -0.0013889277, -0.00031282692, 0.04044914, -0.016164381, -0.058140863, 0.039507277, 0.033346992, -0.044216584, -0.012721496, -0.020911874, 0.06353748, -0.012333296, 0.02599029, -0.032023296, -0.013962463, -0.029121343, -0.00856585, -0.008273109, 0.031259622, -0.0074585257, 0.0120405555, -0.01659713, -0.01475159, 0.0081267385, -0.024157478, 0.0028542227, 0.02812857, -0.0044992985, -0.03390702, -0.004559756, -0.0011630082, -0.047474917, 0.02973228, -0.004823859, 0.026066657, -0.017208066, -0.009832271, -0.029095888, -0.014598855, 0.00046814658, 0.010634127, 0.027797645, 0.00419383, -0.010659583, -0.023992015, -0.015769819, -0.011251428, 0.016189838, 0.000074875614, 0.041263722, 0.029757736, -0.015387982, 0.005170693, 0.003726081, 0.014853412, 0.025239347, -0.013644266, -0.016991694, -0.026652139, 0.04009276, -0.018900871, 0.015922552, -0.0029592274, 0.017220795, -0.02033912, 0.042205583, 0.035587095, 0.016864413, -0.012148743, -0.040601872, 0.016546218, -0.0010190243, -0.0015989374, -0.0050211404, -0.0046774885, -0.0107359495, 0.018659042, 0.007719447, 0.0048779524, 0.0028414947, 0.043071076, 0.022044653, 0.02955409, -0.01433157, 0.0012051692, 0.023304712, -0.017844459, 0.013529715, 0.010214107, -0.01951181, -0.013695177, -0.000545707, -0.0062398333, 0.015477077, 0.009965914, -0.039583642, -0.0031437813, 0.0500714, -0.01088232, -0.026423037, 0.0480604, 0.014484304, -0.0044961167, -0.0035128894, 0.00707669, 0.014497032, -0.028026747, 0.023393806, -0.039354544, 0.04592212, 0.023457445, 0.0074712536, -0.02241376, 0.013860639, -0.0005651965, 0.0010993689, -0.037674464, 0.013911551, -0.0017087152, -0.021624634, 0.0365035, 0.018226296, -0.008693128, -0.013096968, -0.019219069, -0.027263075, -0.022324666, 0.0060870987, -0.025353897, 0.004442023, -0.00853403, -0.0035924385, -0.0006057666, -0.016113471, 0.000991182, 0.027263075, -0.021204615, 0.008833135, -0.0010770952, 0.036299855, -0.037267175, -0.004734764, 0.016584402, -0.034110665, -0.0054984353, -0.04276561, -0.0059534563, 0.026652139, -0.027619455, 0.025188435, 0.016978964, -0.020975513, -0.0024946604, -0.024513857, 0.009113148, -0.021535538, -0.009584079, 0.037776288, -0.02848495, 0.058089953, -0.023559269, 0.0071085095, -0.012231473, -0.024246573, 0.039761834, -0.0076748994, 0.0014191563, -0.021446444, -0.022922875, -0.013058784, 0.0024167025, -0.009170423, -0.008260381, 0.01599892, -0.025532087, -0.00025933015, 0.01778082, 0.006796677, 0.014267931, 0.019168157, 0.020950057, -0.011709631, -0.0063989316, 0.013835183, 0.007445798, -0.015591628, 0.0072103324, 0.010595943, 0.03973638, -0.0032042386, -0.00073463615, -0.022630135, 0.018442668, -0.014255203, 0.013822456, -0.0137206325, 0.02033912, 0.0154898055, -0.019880917, 0.010004098, -0.005892999, -0.016940782, -0.012759679, -0.008254017, -0.00035976092, -0.010665947, -0.011601444, -0.010245927, 0.022324666, -0.023775643, -0.015171609, 0.008419479, 0.0009450436, 0.0009967505, -0.0053997943, -0.00045024804, 0.029401356, -0.022388306, 0.027466722, -0.027313987, 0.016915325, -0.047907665, 0.029477723, -0.020797323, -0.024895694, 0.0062780166, -0.0076112603, 0.0048556784, 0.04108553, -0.0015090469, 0.009698629, 0.024004744, -0.009660445, 0.010659583, 0.0240302, 0.020962786, -0.0000939674, 0.014662495, 0.052056946, 0.03698716, 0.01688987, -0.0075094374, 0.017220795, 0.00004203674, -0.005632078, 0.012053283, -0.019880917, -0.00344925, 0.04253651, -0.016291661, 0.039278176, 0.050860528, 0.03395793, 0.010500484, 0.009501347, -0.036121666, 0.0038724514, 0.021637361, 0.009819544, 0.015146153, -0.005011595, -0.03489979, 0.02098824, -0.022273755, -0.015082514, -0.030725053, 0.011009599, -0.026830329, -0.011327795, 0.0093867965, -0.0055111633, 0.039099984, 0.004620213, -0.008158558, 0.001224261, -0.0072294245, 0.019613631, -0.027848557, -0.019371802, 0.007795814, 0.015795274, 0.04240923, 0.023304712, -0.0033315173, -0.017755365, 0.003894725, -0.02205738, 0.0250357, -0.01088232, -0.047729474, 0.008737676, 0.022871964, -0.04103462, 0.04513299, -0.0043147444, 0.0024326122, -0.0063862037, 0.017564446, 0.030012293, 0.02294833, 0.021650089, 0.0037992662, -0.017106244, 0.008457663, -0.01308424, 0.020135473, 0.007897637, -0.018811777, 0.0025567089, 0.011544169, -0.03548527, -0.011964188, 0.013682449, 0.028637685, 0.0057593565, -0.01884996, -0.020733684, -0.019002695, 0.0098513635, -0.01233966, -0.0012234655, 0.0061348286, 0.012626037, 0.03199784, -0.030165028, -0.006246197, 0.026372125, 0.011168697, -0.0181372, 0.011245064, 0.005199331, -0.0077449027, 0.0013229019, -0.0029401355, -0.047118537, -0.019524537, 0.007051234, 0.0052184225, 0.00072588574, -0.013707905, -0.01266422, 0.032379676, -0.008973141, -0.008012188, -0.022337394, 0.0058102678, 0.0028669504, -0.023177432, 0.00746489, 0.022846509, -0.0147388615, -0.028230393, 0.002353063, 0.0069685034, 0.014662495, 0.001410406, 0.025099339, 0.036707148, 0.0020603223, 0.005447524, -0.001042889, 0.009004961, -0.0046774885, -0.00746489, 0.012708768, 0.040881887, 0.013644266, -0.032379676, -0.016011648, 0.025939379, 0.00072867, 0.009997734, 0.014891596, 0.012136014, -0.002725353, 0.0060743713, 0.012206018, -0.02723762, -0.028026747, -0.0021478264, -0.014318842, 0.028052203, 0.012301477, 0.02652486, -0.025226617, 0.016100742, -0.027441265, 0.012180562, 0.028103115, 0.027033973, -0.01130234, 0.0124605745, 0.04215467, 0.011136877, -0.00026072224, 0.005450706, -0.012727859, 0.007986732, 0.0043402, 0.012867866, 0.027568543, 0.03253241, 0.014458849, -0.020097291, 0.015960736, 0.027899468, 0.015909825, -0.013784272, 0.008934958, -0.01897724, 0.036045298, 0.011435982, -0.010812317, 0.003267878, -0.040780064, -0.000065230284, 0.020950057, 0.0116269, 0.009533167, -0.0063257464, -0.031845104, -0.0035797106, -0.021853736, 0.0018503126, 0.044980258, -0.03543436, 0.03021594, -0.014420665, 0.012931505, -0.0155789, 0.013682449, -0.007350339, -0.011607808, -0.03584165, 0.0020173658, -0.01624075, -0.012810591, 0.01879905, -0.013275158, 0.009463164, -0.0039233626, -0.011073238, -0.012670584, 0.014802501, -0.002182828, -0.015413438, -0.007808542, 0.010086829, 0.020300936, -0.00082094694, 0.006408477, 0.052184224, 0.0065866676, -0.01016956, 0.05065688, -0.010818681, 0.019639088, -0.008597669, 0.031005066, -0.009641354, -0.032634232, 0.025277529, 0.017220795, 0.020033652, 0.050885983, 0.0046933983, 0.025290258, -0.019677272, 0.014458849, 0.0026919423, 0.011455074, -0.019791821, 0.0057466286, 0.013682449, -0.021446444, 0.0060234596, 0.030725053, 0.01604983, -0.00076605804, 0.01915543, 0.0023817008, -0.0042479234, 0.011754178, 0.03622349, -0.0074903453, 0.011722359, -0.00062804035, 0.007191241, 0.012346024, -0.0067521296, -0.021828279, 0.0102268355, 0.0120405555, 0.0017628085, 0.015655268, -0.00015014898, 0.005364793, 0.044012938, -0.026143024, -0.027110342, -0.0015138198, -0.008343112, 0.025112066, 0.008973141, 0.0040220036, -0.019524537, -0.00028637683, -0.024233844, -0.0011598262, 0.038438138, 0.05002049, 0.008050371, -0.00672031, 0.018760866, 0.011798726, 0.038616326, -0.004435659, -0.026601227, -0.04240923, -0.023826553, -0.027212163, 0.029401356, 0.024157478, 0.012333296, 0.034950703, -0.027339444, -0.0021494173, 0.009482255, 0.0063257464, -0.025595726, 0.023877464, 0.024424763, 0.038158122, -0.02254104, 0.009450436, -0.0091004195, 0.005011595, -0.0067775855, -0.03497616, 0.031539638, 0.012899686, 0.01944817, -0.007356703, -0.00018236636, 0.012995145, 0.016864413, 0.009354977, 0.007986732 ]

[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 1, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "resulting models are not yet being broadly released as they are still under development.\nDate:July 23, 2024\nWebsite: https://llama.meta.com/\n1 Introduction\nFoundation models are general models of language, vision, speech, and/or other modalities that are designed\nto support a large variety of AI tasks. They form the basis of many modern AI systems.\nThe development of modern foundation models consists of two main stages: (1)a pre-training stage in which\nthe model is trained at massive scale using straightforward tasks such as next-word prediction or captioning\nand(2)a post-training stage in which the model is tuned to follow instructions, align with human preferences,\nand improve specific capabilities (for example, coding and reasoning).\nIn this paper, we present a new set of foundation models for language, called Llama 3. The Llama 3 Herd\nof models natively supports multilinguality, coding, reasoning, and tool usage. Our largest model is dense\nTransformer with 405B parameters, processing information in a context window of up to 128K tokens. Each\nmember of the herd is listed in Table 1. All the results presented in this paper are for the Llama 3.1 models,\nwhich we will refer to as Llama 3 throughout for brevity.", "title": "The Llama 3 Herd of Models", "year": 2024 }

[ -0.0043875957, -0.030706856, 0.050908733, -0.021098336, -0.014974643, -0.0049968082, 0.0017787123, 0.027979601, -0.06338339, 0.045833014, -0.010833258, -0.02613618, -0.039772447, -0.031211903, -0.035100766, -0.017411495, 0.010366089, -0.028585657, -0.01999986, 0.03871185, 0.006818134, -0.009103471, -0.040050223, 0.01623726, 0.021969544, -0.0063288696, -0.063282385, 0.028737172, -0.008566859, -0.022057926, 0.040378504, -0.033383604, -0.03825731, 0.017600887, -0.04207041, 0.012367338, 0.00017390582, 0.0011923843, -0.010826944, 0.02914121, -0.013472128, -0.065858126, -0.005814353, 0.0017676643, 0.012266329, 0.0169317, 0.005905893, 0.035858333, -0.036085606, 0.043307777, -0.029848276, 0.020820562, 0.0032038917, 0.019722084, -0.034696728, -0.014848381, -0.008573173, 0.000012342579, -0.020795308, -0.011439314, -0.043383535, -0.045908768, 0.004917895, 0.0049368343, -0.030479584, -0.056060214, -0.065555096, -0.009539074, -0.01229158, -0.005804884, -0.009722155, -0.020050365, 0.01683069, 0.021376112, -0.024444273, 0.0052461755, 0.010479725, 0.087878175, 0.008358527, -0.003630025, -0.005773318, 0.027979601, -0.009027715, -0.04257546, 0.022550346, -0.009766346, 0.014722119, 0.010119879, -0.046161294, -0.047019873, 0.0084342845, -0.048484508, -0.03611086, 0.023863468, 0.050605707, 0.009097159, 0.009778972, 0.0013920357, 0.009210794, 0.0634844, -0.011098407, -0.003920427, 0.015530194, -0.02785334, -0.003955149, -0.022537721, 0.006603489, -0.060151093, -0.012379964, 0.02646446, -0.06181775, -0.011761282, -0.021047832, -0.059191506, -0.037146203, -0.019494813, 0.022032674, 0.00999993, -0.007765097, -0.014507474, -0.0003160489, 0.025934162, -0.0018213256, -0.012108501, 0.0483835, -0.019583195, 0.016515035, -0.0059406147, -0.024734676, -0.034873493, 0.020770056, 0.012057996, 0.06600964, 0.008042873, -0.04353505, -0.072726764, -0.0036079292, -0.02936848, -0.029494744, -0.02128773, 0.02501245, -0.025959413, -0.0039519924, -0.0019081306, -0.01944431, 0.035984598, -0.017247355, -0.06419147, -0.0386866, 0.018459467, -0.04787845, -0.031161398, -0.024141245, 0.024595788, -0.03967144, -0.013345866, -0.008257518, 0.018472092, 0.04406535, -0.05505012, 0.0002203662, 0.015744839, -0.013105969, -0.012676679, 0.03999972, 0.024229629, -0.033636127, -0.017967045, -0.08429234, -0.050605707, 0.025050329, 0.02458316, -0.047701687, -0.07616108, -0.037474483, -0.05052995, -0.030277565, -0.06252482, -0.011407749, -0.06171674, -0.0012957611, 0.043610808, -0.062625825, 0.006306774, -0.0080239335, -0.0023042767, 0.016616045, 0.025290227, 0.03356037, 0.012878697, -0.026994761, 0.022764992, 0.08838322, 0.07454493, 0.050706714, 0.0023342639, 0.02345943, -0.02425488, 0.05292892, -0.0056060213, 0.012657739, 0.048812788, 0.0083522145, -0.07429241, 0.012203197, -0.006202608, 0.040555272, 0.027550312, -0.044873424, -0.026919004, 0.032979567, -0.0074368166, 0.048686527, -0.0066981856, -0.054444063, -0.0038825485, -0.072625756, 0.01376253, -0.015441811, 0.020530159, 0.05409053, -0.01570696, 0.025239723, 0.045226958, -0.040479515, 0.006196295, -0.004993652, -0.022083178, -0.000043007905, -0.011186791, 0.0408583, -0.023648825, -0.027171526, -0.01145194, -0.027701827, -0.03633813, -0.012411529, 0.0016698116, 0.022398833, -0.039418917, 0.0006305196, -0.014482222, 0.010321897, 0.02333317, 0.005969024, 0.042853236, 0.002537861, -0.06196926, 0.065201566, 0.010808005, 0.04310576, -0.016300391, 0.022335703, 0.013888791, -0.013282735, 0.02085844, -0.079191364, 0.01094058, -0.042625964, -0.011256235, -0.060302608, 0.011653959, -0.011338305, 0.015744839, 0.002683062, -0.039772447, -0.024153871, 0.04825724, 0.0009398608, -0.019419055, 0.026691733, -0.020012487, 0.0022695549, -0.020138748, -0.024065489, -0.000003942597, -0.0058206664, 0.047019873, 0.043004747, 0.00930549, 0.0019539006, 0.008162822, 0.030075546, 0.014368586, 0.0018718303, 0.015088278, 0.044570394, -0.01445697, -0.03366138, 0.003025547, 0.028333135, -0.032979567, 0.018068055, -0.031237155, -0.0021338235, 0.062221788, 0.035656314, 0.004116133, 0.0017534599, 0.012569357, 0.022348328, -0.0025425958, -0.0169317, 0.000403643, 0.017941793, 0.05989857, -0.03484824, -0.019431682, 0.010713309, -0.009545388, 0.007108536, 0.010808005, 0.007310555, -0.0018544693, -0.041110825, -0.008207013, -0.015694335, -0.02564376, 0.022398833, 0.016136251, 0.005419785, -0.03722196, -0.0059153624, 0.027929097, -0.034040164, -0.00777141, -0.047272395, -0.028661415, -0.020214505, -0.044216864, 0.0039709317, 0.020883692, 0.014318082, -0.0044917613, 0.0077461577, -0.03416643, -0.055100624, 0.018131185, 0.012506225, 0.0290402, -0.05944403, -0.026641227, -0.045984525, 0.020883692, -0.016868569, 0.038989626, -0.017360989, 0.0058585447, 0.04656533, -0.0040908805, -0.0009027715, -0.050302677, 0.068433866, -0.025883658, -0.013939296, -0.012544104, 0.0034627283, -0.033686634, 0.02284075, 0.021805404, -0.026893752, 0.014191819, 0.017701896, 0.028484648, -0.0333331, -0.0075188866, -0.021603383, -0.039065383, -0.0038983312, -0.06106018, -0.015277671, -0.03785327, 0.016919073, -0.0067865686, -0.03171695, -0.016451905, -0.0039867144, -0.0063288696, -0.03696944, 0.02138874, 0.011805473, -0.021641262, 0.025088208, -0.030302819, -0.003907801, 0.018434213, 0.021906413, -0.015997363, -0.035176523, -0.012304206, 0.022133684, 0.013472128, -0.004267647, -0.026085677, -0.0045959274, -0.022209441, 0.010574421, 0.045782506, 0.019532692, 0.053484473, 0.027045265, -0.0020454403, -0.003879392, 0.028156368, -0.007297929, 0.01973471, 0.024242254, 0.0333331, 0.024658918, 0.0020138747, 0.004614867, -0.052070342, 0.019860972, -0.010890075, 0.018926635, -0.0057038744, -0.006076346, 0.041590616, 0.037045196, 0.062322795, 0.0010937423, -0.005385063, -0.025593255, -0.025403863, -0.01643928, 0.013939296, 0.021110963, -0.04883804, -0.035530053, -0.06388844, -0.053939015, 0.032120988, 0.039822955, 0.0013691508, -0.008813069, -0.023017516, 0.009008775, -0.0013999271, -0.021691767, -0.007891359, 0.025214469, 0.023623573, -0.01284082, -0.017651392, -0.001980731, 0.042954244, -0.031363416, 0.036944184, -0.025757395, -0.016376147, 0.00844691, -0.02366145, 0.033812895, 0.06661569, 0.013712025, -0.03171695, 0.043787573, 0.004378126, 0.04808047, 0.016098373, 0.03946942, 0.011679211, -0.0034122237, -0.015984736, -0.0011260969, -0.029772518, 0.018270073, 0.0038478265, -0.01120573, -0.024898816, 0.014608484, -0.024722049, -0.004835825, -0.026489714, 0.007821915, 0.018901384, 0.012417843, -0.03623712, 0.04063103, -0.026742237, 0.004150855, 0.0016161503, 0.012682992, -0.02345943, -0.0042108293, 0.07686815, -0.030732108, -0.008869887, 0.02032814, 0.025858404, 0.01212744, -0.019381177, 0.023194281, -0.013270109, 0.034014914, -0.04116133, -0.020214505, -0.014962017, -0.011761282, -0.015063026, 0.0130175855, -0.025189217, -0.01323223, 0.028408892, -0.021540252, -0.0006731329, 0.0005330613, 0.030126052, -0.006202608, 0.0018418431, -0.023724582, 0.011597141, 0.002653075, 0.007986055, 0.019747337, 0.0074305036, 0.00029927978, 0.029671509, -0.01785341, 0.02924222, 0.016792811, -0.0009027715, 0.0012594609, -0.016009988, -0.0011063685, -0.0030334385, -0.041868392, -0.0328028, 0.007247424, -0.019961981, -0.0052588014, -0.019646328, -0.0076325224, -0.053484473, -0.04148961, -0.0052367058, 0.032626033, -0.014343333, -0.03967144, -0.035959344, -0.0025694265, 0.060706645, 0.029343229, 0.0073673725, -0.003958306, 0.010056748, -0.03540379, -0.016628671, 0.010751187, 0.035252277, 0.04406535, -0.0036394948, 0.019153906, -0.046388563, 0.016262513, -0.039898712, -0.007840854, 0.013042838, -0.023181656, -0.0018402649, 0.020403897, 0.015189287, -0.009962051, 0.037651252, 0.0033964408, -0.0007335018, -0.009311804, 0.007241111, -0.0025489088, 0.001672968, -0.024494778, -0.0386866, -0.0013486332, -0.028636163, -0.017903915, 0.026792742, 0.038560335, 0.023623573, 0.043636058, 0.014179193, -0.0239266, -0.005309306, -0.017752402, -0.008377466, -0.024482151, 0.028762424, -0.028434144, 0.021009954, -0.0003888467, 0.030176556, -0.005274584, 0.0022143153, -0.03161594, -0.032146238, -0.02085844, -0.002578896, 0.009665336, -0.03257553, -0.0097474065, -0.003967775, 0.0007654618, 0.012954455, 0.0024321168, 0.029317977, 0.009728467, 0.0108837625, -0.05148954, 0.002700423, -0.045757256, 0.009217107, 0.01785341, -0.00046203905, 0.013888791, -0.05022692, -0.0055176383, -0.018686738, -0.0301008, -0.037045196, 0.045454226, -0.024330638, -0.0435603, -0.0029403204, -0.0031644348, -0.0005942193, 0.022941759, -0.016287765, -0.04775219, -0.0025473307, -0.04010073, 0.00777141, -0.024772555, -0.037903775, 0.02441902, 0.01214638, 0.01077644, 0.021540252, 0.030580593, 0.0027572408, 0.011243608, -0.024368517, 0.035176523, 0.054999616, -0.00930549, -0.037575494, 0.03085837, -0.019469561, -0.012563043, -0.026792742, -0.031565435, -0.0021385583, -0.0013517898, -0.032297753, -0.02818162, 0.011578201, 0.027171526, -0.029065453, -0.0025126087, 0.016515035, 0.003339623, 0.0021354018, -0.06530257, -0.0022080021, -0.029292725, -0.006679246, -0.024924068, 0.020706926, 0.017449373, 0.024393769, 0.018472092, -0.019052897, -0.012354711, 0.017651392, -0.029343229, 0.0029324288, 0.021994796, -0.009778972, 0.0011829147, -0.050807726, 0.0015751153, 0.058837973, -0.016161503, 0.030454332, -0.062625825, -0.030807866, 0.0039456794, 0.010252453, 0.009949425, 0.02155288, 0.018257448, 0.011571889, -0.006423566, -0.0042581772, -0.0046085534, -0.024482151, 0.0008270144, -0.0059374585, -0.0031028823, 0.019785214, -0.023863468, -0.016262513, -0.0072158584, 0.0056407433, -0.04593402, 0.001434649, -0.0077145924, -0.011761282, -0.027878592, 0.022095805, 0.018522598, -0.01169815, -0.0023311074, -0.012834506, -0.017171597, -0.0013202244, 0.013459502, 0.01067543, 0.01877512, -0.0042108293, -0.034393698, -0.016287765, -0.039317906, 0.028055359, -0.024179123, 0.007228485, 0.019393804, 0.007828228, -0.0013273265, 0.017651392, 0.0029955597, -0.029848276, 0.027651321, 0.01462111, -0.000043451793, -0.0023942383, -0.04366131, -0.031009885, -0.0035227025, 0.029444238, -0.016578166, -0.008491103, -0.007979742, 0.0044728224, -0.042752225, 0.022701861, 0.025378611, -0.030302819, 0.011401435, 0.03580783, 0.008806757, -0.030732108, -0.043080505, 0.00957064, 0.018270073, 0.0001747936, 0.0050788787, -0.020845814, 0.0038288874, 0.0073989383, 0.008800443, -0.02188116, 0.029418986, 0.0126072345, 0.027828088, 0.016805438, -0.011508758, 0.011426687, 0.004226612, 0.043131012, 0.017285233, 0.013699399, -0.025631133, -0.019431682, 0.009191855, 0.03772701, 0.018850878, -0.007979742, 0.032954313, 0.029343229, -0.023623573, -0.01204537, -0.016426653, -0.040732037, 0.030706856, -0.03838357, -0.00487686, 0.03300482, -0.04666634, -0.028838182, 0.004267647, -0.0069380826, -0.020201879, -0.02273974, -0.012499913, -0.0024526343, 0.011155225, 0.019254915, 0.02138874, -0.109292164, -0.03217149, 0.024557909, 0.021464497, -0.009778972, -0.0033490928, 0.011382496, 0.047070377, -0.0035037633, -0.035201773, -0.018522598, -0.028560406, -0.0010629661, 0.012165319, 0.012847132, -0.04108557, -0.032777548, -0.0011529275, 0.012859758, -0.012531478, -0.012165319, 0.011988552, 0.010972145, 0.01944431, -0.01666655, -0.00095722184, -0.02808061, 0.009450692, 0.030227061, 0.016628671, -0.023522563, -0.022689234, -0.015353428, 0.05782788, -0.026716985, -0.027499808, -0.019065524, -0.03118665, -0.025517497, -0.0022853375, 0.035757326, -0.058888476, 0.017360989, 0.013371118, 0.017247355, -0.021136215, 0.03848458, 0.027575564, -0.015555447, -0.0034658848, 0.0017439903, -0.010763814, 0.005457664, 0.009027715, -0.025126087, -0.020290261, -0.0018371084, -0.0102272015, 0.008914079, 0.0071653537, -0.018257448, 0.0247473, -0.04883804, 0.011407749, -0.034040164, -0.006691872, 0.015530194, 0.023901347, -0.010580734, -0.06308036, -0.027171526, 0.057171315, -0.014747372, 0.00470325, 0.02666648, 0.01844684, 0.0039298967, 0.060605638, -0.028004855, -0.022815498, -0.010094626, -0.01789129, -0.0041035064, -0.036514897, 0.005615491, 0.023055393, 0.050428938, -0.01273981, -0.026287695, 0.022158936, 0.055353146, 0.019974608, 0.010315584, 0.029090706, -0.0037626, -0.023484685, 0.0076704007, 0.02333317, -0.010088313, -0.011527697, 0.027499808, 0.018813, -0.036716916, -0.026540218, 0.022764992, -0.020555412, 0.015315549, -0.01067543, -0.0047127195, 0.016035242, 0.026590724, 0.004040376, 0.016136251, 0.038307812, 0.009810537, 0.013358492, 0.016350895, 0.017929167, 0.018699365, 0.023421554, -0.019709459, 0.016855942, -0.05646425, 0.011104721, -0.012272641, -0.012493599, 0.020416524, 0.058029898, -0.017032709, -0.002212737, -0.004649589, -0.019785214, -0.017373616, -0.0031960004, -0.029494744, 0.015921606, 0.029444238, 0.014318082, -0.024671545, 0.0028835025, 0.043307777, 0.02462104, 0.07287828, -0.02402761, 0.00717798, 0.009665336, -0.037146203, -0.04527746, -0.011470879, -0.0055776127, -0.0011876496, -0.0103092715, -0.003658434, 0.03249977, -0.00333331, -0.003298588, -0.00043007906, -0.025429115, -0.008333275, 0.036716916, -0.016123625, 0.0022963854, -0.0074746953, 0.002403708, 0.0559087, -0.015694335, 0.0008013675, 0.013648895, -0.023484685, 0.024267508, 0.0048579206, -0.04659058, 0.016616045, 0.017184224, 0.0009319695, 0.0030839432, -0.021540252, -0.009229734, -0.006148947, 0.035631064, 0.01960845, -0.0065087928, 0.00079071417, 0.061110683, -0.009166602, 0.011161538, 0.020277636, 0.006111068, 0.014141315, 0.047903705, 0.017310485, 0.0263382, 0.015391306, 0.046287555, -0.005836449, -0.07025203, 0.017903915, 0.036312878, -0.036792673, -0.009532762, -0.025833152, 0.070706576, -0.0064772274, 0.027398799, -0.031565435, -0.022108432, -0.027727079, 0.008617364, 0.0035732072, 0.03954518, -0.0126072345, 0.012253702, -0.0017834471, 0.00084595365, 0.016969578, -0.031691696, 0.005110444, 0.023623573, 0.0015396042, -0.028787676, -0.0051262267, -0.025706891, -0.053484473, 0.017967045, -0.007076971, 0.01877512, 0.00537875, -0.012379964, -0.029115958, 0.0004959719, 0.015492315, 0.016224634, 0.02135086, 0.009589579, -0.024065489, -0.023762459, -0.009507509, -0.0008585798, 0.021413991, 0.002398973, 0.049065314, 0.019368552, -0.016704429, 0.0021811717, -0.016085746, 0.02112359, 0.027802836, 0.0037468171, -0.0032417702, -0.022184188, 0.04141385, 0.009854729, -0.003038173, -0.016717054, 0.003270179, -0.021136215, 0.036514897, 0.020757431, 0.026919004, -0.012777688, -0.040024973, 0.016060494, -0.0016745464, 0.0029276942, 0.00183553, -0.0044822916, -0.014002427, 0.014759998, 0.003879392, -0.009898921, -0.020643795, 0.050555203, 0.01983572, 0.014557979, -0.014217072, 0.0008648929, 0.032853305, -0.023472058, 0.028383639, 0.022247318, -0.008251205, -0.0075252, 0.015227166, -0.018623607, 0.009627458, 0.004204516, -0.03247452, -0.00828277, 0.044545144, 0.01102265, -0.038560335, 0.07186818, 0.020871066, -0.012234763, 0.0106501775, 0.00086883863, 0.013307988, -0.0220453, 0.009179229, -0.033484615, 0.0370957, 0.014469596, 0.0031155085, -0.03755024, -0.012184259, -0.011641333, 0.0057985703, -0.06545409, -0.0027714453, 0.008484789, -0.030631099, 0.017474625, 0.01897714, 0.0070895967, -0.019557944, -0.01768927, -0.036186617, -0.01689382, 0.023762459, -0.034040164, 0.00916029, -0.025959413, 0.004112976, -0.020176627, -0.018850878, -0.019974608, 0.024595788, -0.020706926, 0.01570696, 0.0038572962, 0.03411592, -0.03626237, -0.026363451, 0.010220888, -0.022171563, -0.009128724, -0.038661346, -0.008768878, 0.042979497, -0.030252313, 0.018863505, 0.029671509, -0.017411495, -0.0034501022, -0.015858475, 0.0039362097, -0.01768927, 0.0065466715, 0.029722014, -0.017878663, 0.048888545, -0.03378764, 0.014861007, -0.023636198, -0.022487216, 0.03719671, 0.001684016, 0.021439243, -0.04343404, -0.0052019837, -0.02039127, 0.019797841, -0.014898886, -0.012430469, 0.004652745, -0.00811863, 0.015618578, 0.024368517, 0.01392667, 0.015732214, 0.016350895, 0.016186755, -0.0086804945, -0.01284082, -0.000676684, -0.0074052513, -0.0056944047, -0.01239259, 0.026085677, 0.034040164, -0.01960845, 0.0029466334, -0.024823058, 0.013472128, -0.004494918, 0.0017313642, -0.027373545, 0.025492245, 0.016578166, -0.015732214, 0.0015648565, 0.0031802177, -0.004832668, -0.031009885, -0.010328211, 0.009185541, -0.0025394394, -0.023547815, -0.015328175, 0.012165319, -0.016881196, -0.025252348, -0.0021685455, 0.00001639923, -0.0025094522, -0.013611016, 0.0034280063, 0.048812788, -0.0150504, 0.008737313, -0.02881293, 0.0028172152, -0.038307812, 0.028737172, -0.0064898534, -0.022461964, 0.025858404, -0.008794131, -0.005151479, 0.04517645, 0.009892607, 0.0061236946, 0.00470325, -0.0006829971, 0.0031076171, 0.037802767, 0.011818099, -0.018888757, 0.00012231607, 0.027045265, 0.041211832, 0.015277671, -0.012777688, 0.019052897, 0.004343404, -0.010915328, 0.022929132, -0.011830725, -0.00320547, 0.03560581, -0.022121057, 0.055757184, 0.028333135, 0.025669012, -0.008484789, 0.020631168, -0.027070517, -0.0069759614, 0.022866001, 0.00828277, 0.008541607, -0.008011308, -0.03666641, 0.0083522145, -0.037272464, 0.0002495642, -0.032019977, -0.0010661226, -0.008554233, -0.006079503, 0.011660272, 0.0017992298, 0.043711815, 0.0043623433, 0.007619896, -0.012133754, -0.011142598, 0.028787676, -0.024393769, -0.026388705, -0.0027793366, 0.012215824, 0.046035033, 0.007727219, -0.022335703, -0.010378716, 0.01053023, -0.0263382, 0.038156297, -0.0020044053, -0.04570675, 0.021148842, 0.0090908455, -0.028257377, 0.023876095, -0.01306809, -0.0009098737, -0.0072726766, 0.016047867, 0.039444167, 0.029166462, 0.028333135, 0.001149771, -0.01042922, 0.019368552, -0.025858404, 0.016376147, 0.003838357, -0.027575564, 0.0068560126, 0.013850913, -0.024999825, 0.011515071, 0.0032607096, 0.017626138, -0.0027777583, -0.01924229, -0.004854764, -0.03785327, 0.0074115642, -0.03313108, 0.01577009, 0.0024021296, 0.004797946, 0.0360351, -0.03171695, -0.0074746953, 0.012379964, 0.008251205, -0.034040164, -0.00036477807, -0.006079503, -0.02135086, -0.010044121, 0.000012206946, -0.058433935, -0.007979742, 0.026540218, 0.0053282455, 0.011003711, -0.011590828, 0.0023090115, 0.043004747, -0.0014733167, -0.018737242, -0.008087064, 0.0053755934, -0.0026436052, -0.02914121, 0.0009840524, 0.022663983, -0.017563008, -0.023320545, 0.0052082967, -0.007329494, -0.0022758679, 0.014368586, 0.04386333, 0.027651321, -0.032929063, 0.011799159, -0.009879981, 0.0076514618, 0.0031454957, -0.02231045, 0.017070588, 0.029014949, 0.029494744, -0.010296645, -0.017020082, 0.014103437, -0.009185541, 0.0058238227, 0.022878628, 0.010037809, 0.0045896145, 0.0063099307, 0.017992299, -0.028787676, -0.03429269, 0.0046432754, 0.005372437, 0.026893752, 0.021174094, 0.013522632, -0.000018729646, 0.018800374, -0.012752436, 0.015416559, 0.03396441, 0.010763814, -0.011028963, -0.0025520655, 0.0077840365, 0.0048989556, -0.008939331, -0.0045548924, 0.01768927, 0.0082007, 0.012411529, 0.010145131, 0.02167914, 0.020252384, 0.0090782195, -0.026792742, 0.03194422, 0.016275138, 0.023762459, -0.027676573, 0.0058269794, -0.0130175855, 0.0065529845, 0.018131185, -0.0036268686, -0.0153029235, -0.04194415, -0.0060479376, 0.021641262, 0.021275103, 0.006259426, 0.00948857, -0.0365654, -0.01220951, -0.019103402, 0.0102272015, 0.040605776, -0.013547885, 0.035227027, -0.017563008, 0.02742405, -0.011085781, 0.016186755, -0.006647681, -0.00418242, -0.017070588, -0.0047600674, 0.016022615, -0.007026466, 0.023143778, -0.03128766, 0.010006243, 0.0037720695, -0.0006159206, -0.010239827, 0.011931734, 0.0067044985, -0.01666655, 0.010208262, 0.0073989383, 0.0090782195, -0.00838378, 0.012304206, 0.04502494, -0.0048705465, 0.034772485, 0.049065314, -0.0033964408, 0.023762459, -0.008989836, 0.028863434, -0.0028487805, -0.037499737, 0.021312982, 0.039696693, 0.008667869, 0.041843142, 0.0025773179, 0.017461998, -0.021312982, 0.004848451, 0.0015419716, 0.010808005, -0.018951887, 0.022777619, 0.0021985327, -0.027272535, -0.0033869713, 0.01666655, -0.018371083, 0.02194429, 0.013699399, 0.017007457, 0.016590793, 0.022499843, 0.034065418, 0.02775233, 0.000339723, 0.01725998, 0.01623726, 0.014898886, -0.025264975, -0.019974608, 0.01554282, 0.018661486, -0.023850843, 0.003879392, 0.011502445, -0.0026862186, 0.025214469, -0.024305385, -0.019355925, -0.027171526, -0.0031233998, 0.016881196, 0.008415345, -0.0074052513, -0.013219604, 0.0022806027, -0.023118526, -0.018371083, 0.03558056, 0.04560574, -0.0052461755, 0.0067044985, 0.02241146, 0.0061710426, 0.012638801, 0.0035227025, -0.0193433, -0.03356037, -0.028307883, -0.019621074, 0.0076704007, 0.024179123, 0.031211903, 0.012304206, -0.013611016, -0.02709577, 0.00055594626, 0.009393874, -0.017777653, 0.035984598, 0.022095805, 0.034721978, -0.020239757, 0.011559263, -0.004460196, 0.0149872685, -0.009778972, -0.03270179, 0.011502445, 0.014191819, 0.013371118, -0.006161573, -0.025719516, -0.002793541, 0.027575564, -0.0062973043, 0.025883658 ]

[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 2, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "which we will refer to as Llama 3 throughout for brevity.\nWe believe there are three key levers in the development of high-quality foundation models: data, scale, and\nmanaging complexity. We seek to optimize for these three levers in our development process:\n•Data.Compared to prior versions of Llama (Touvron et al., 2023a,b), we improved both the quantity and\nqualityofthedataweuseforpre-trainingandpost-training. Theseimprovementsincludethedevelopment\nof more careful pre-processing and curation pipelines for pre-training data and the development of more\nrigorous quality assurance and filtering approaches for post-training data. We pre-train Llama 3 on a\ncorpus of about 15T multilingual tokens, compared to 1.8T tokens for Llama 2.\n•Scale.We train a model at far larger scale than previous Llama models: our flagship language model was\npre-trained using 3.8×1025FLOPs, almost 50×more than the largest version of Llama 2. Specifically,\nwe pre-trained a flagship model with 405B trainable parameters on 15.6T text tokens. As expected per\n1arXiv:2407.21783v2 [cs.AI] 15 Aug 2024\nFinetuned Multilingual Long context Tool use Release", "title": "The Llama 3 Herd of Models", "year": 2024 }

[ -0.007840018, 0.001403109, 0.05988382, -0.053595755, 0.020202095, -0.0028463546, 0.01159948, 0.015211776, -0.056779925, 0.03954794, -0.0077396766, 0.0011137909, -0.06421858, 0.0057495693, -0.0022861145, -0.0004302143, 0.03542725, -0.03210929, -0.02343978, 0.024938215, 0.0027376513, -0.025553642, 0.0066593327, 0.005873324, 0.008796607, 0.014315391, -0.032724716, -0.004097279, 0.019479634, -0.027640747, 0.021446329, -0.048886392, -0.037862204, 0.0246305, -0.06577053, 0.017392531, 0.004619055, 0.003299564, -0.008228005, 0.015693415, -0.016148297, -0.052873295, -0.033875298, 0.01432877, 0.02606204, -0.0060004233, -0.0027259449, 0.055120945, -0.05035807, 0.031761438, -0.030450309, 0.021941347, 0.0031239663, 0.014261875, -0.027667504, -0.033366904, -0.01361969, -0.015827203, -0.026209207, -0.013793616, -0.008468824, -0.051455136, 0.013559485, 0.0033664582, -0.021138616, -0.021740664, -0.06528889, -0.008395241, -0.0006417677, 0.023894662, -0.020322504, -0.022061758, -0.009498998, 0.0156399, 0.009579271, -0.011786785, -0.0010017429, 0.047923114, 0.00035349483, -0.023346128, -0.003491885, 0.020295747, 0.010355245, -0.05372954, 0.00994719, -0.04144774, 0.019640181, 0.0077262977, -0.028416721, -0.059990853, 0.008769849, -0.02096469, -0.004301307, 0.018529736, 0.05956273, -0.013766858, 0.02935324, -0.001370498, 0.013445765, 0.058064297, 0.010669649, 0.0229849, 0.009284936, -0.04366863, 0.021499844, -0.03200226, 0.030370036, -0.05434497, -0.020683734, 0.0012250028, -0.065074824, 0.0015904132, -0.02913918, -0.019626802, -0.0055321627, -0.013780236, -0.035079397, 0.031761438, -0.011826921, -0.025888113, 0.009599339, 0.001724202, 0.021031585, -0.0132450815, 0.045086794, -0.04192938, 0.013606311, -0.001044388, -0.016951028, -0.024469953, 0.030664371, 0.0024299372, 0.06309475, 0.003826357, -0.047441475, -0.02806887, -0.064967796, -0.0029015425, -0.034517486, -0.024576984, 0.014074571, -0.04479246, -0.022717321, -0.016736967, -0.0051006945, 0.0056525725, -0.019921137, -0.0052077253, -0.019372605, 0.034892093, -0.05544204, -0.036203224, -0.04214344, 0.0111312205, -0.016536284, -0.0050873156, -0.011586102, 0.015238533, 0.06229202, -0.0402704, -0.0015745258, 0.047093622, 0.008475514, -0.017258743, 0.0442573, 0.0075991983, -0.039280362, -0.020590082, -0.08530368, -0.050491855, 0.0132919075, 0.0075389934, -0.04192938, -0.06277366, -0.016375737, -0.04704011, -0.039708488, -0.04431082, -0.022891248, -0.045167066, -0.005873324, 0.026597194, -0.047093622, 0.01871704, -0.0210851, -0.016255327, 0.011191425, 0.041367467, 0.037139744, 0.015680036, -0.032269835, 0.026142312, 0.10660284, 0.02996867, 0.029005392, -0.020616839, 0.050010215, 0.019800728, -0.009545824, 0.0006413496, 0.0027627368, 0.07112207, 0.039414153, -0.048110418, 0.012857094, -0.012362076, 0.01242897, 0.015452595, -0.06678732, -0.05389009, -0.001622188, 0.017459426, 0.027092213, -0.0029533857, -0.058652967, 0.029781366, -0.07631308, 0.043481328, 0.0025988456, 0.04415027, 0.0435616, -0.015077987, 0.05651235, 0.020897795, -0.016616557, -0.018730419, 0.017847413, -0.022436365, 0.032029014, -0.021606876, 0.035614554, -0.028389962, -0.033955574, -0.013465833, -0.02782805, -0.060151402, -0.00043773992, -0.010361935, 0.022757458, -0.029085664, 0.0040404187, -0.0063649975, -0.021807559, 0.015425838, 0.005732846, 0.04762878, -0.015439216, -0.05271275, 0.06336233, 0.025874736, 0.04299969, -0.044337574, -0.017713625, -0.025112139, -0.024068588, 0.02545999, -0.062077958, -0.0048130485, -0.029647576, -0.009545824, -0.02568743, -0.0006655988, -0.018195264, 0.03920009, 0.009692991, -0.009371899, -0.05434497, 0.050036974, -0.005127452, -0.016094781, 0.025740946, -0.013071156, -0.011773406, -0.011846989, -0.015773688, -0.025299443, 0.008709645, 0.023292612, 0.041768834, -0.018141748, -0.008268142, 0.0071510063, 0.055709615, 0.020295747, 0.003103898, -0.008723023, 0.04591628, -0.0040002824, -0.0040337294, -0.023653843, 0.04784284, -0.01989438, 0.01634898, -0.00066350837, -0.005010387, 0.056191254, 0.0033664582, -0.015024471, -0.035454005, 0.006819879, -0.005020421, 0.022810973, -0.02236947, -0.038424116, 0.022824353, 0.038183294, -0.01800796, -0.029299727, 0.0068633603, 0.016870756, 0.037327047, 0.019185299, -0.012984194, -0.0037929097, 0.00014277763, -0.022275819, -0.0055555757, -0.008843433, 0.009552513, 0.005816464, 0.0017894239, -0.027212622, -0.0165898, 0.0067396057, -0.00841531, 0.014021056, -0.026945045, 0.0012007536, 0.0013679895, -0.053702787, 0.010930537, 0.0059770104, 0.009639476, -0.007766434, -0.014636484, -0.0052512065, -0.044524882, 0.036203224, 0.03542725, 0.03529346, -0.07117559, -0.01716509, -0.003080485, 0.044337574, -0.0015803791, 0.046611983, 0.0038397359, -0.0018312329, 0.050117247, 0.0090173585, 0.021459708, -0.02994191, 0.049662367, -0.024791047, -0.0023964902, -0.013372181, 0.008983911, -0.049046937, 0.012589517, 0.022998277, -0.020242231, 0.014743515, -0.003435025, 0.018181885, -0.029246211, 0.019145163, 0.010101047, 0.0058432217, 0.022115273, -0.044471364, -0.02001479, -0.020991448, 0.013566175, -0.010703096, -0.050839707, 0.009338452, 0.029674334, 0.0047695674, -0.033206355, -0.0015368977, 0.02782805, -0.037327047, 0.026222587, -0.0063449293, -0.01645601, 0.0150378505, -0.0024550227, -0.002475091, -0.04629089, -0.020456292, -0.0069703916, 0.015800446, 0.0018897654, -0.008796607, 0.02416224, -0.02380101, 0.019961275, 0.050518613, 0.05330142, 0.06100765, 0.022877868, -0.018061474, -0.013592932, 0.009010669, -0.015238533, 0.011044257, 0.011030879, 0.023827769, 0.016763724, 0.03815654, 0.0054920265, -0.019038133, 0.022663806, -0.021727284, 0.026503542, -0.017231984, 0.014663242, 0.019212058, 0.043267265, 0.06614514, -0.023627086, 0.010689718, -0.01361969, -0.026730983, -0.0029165938, 0.03708623, 0.021807559, -0.03695244, -0.046692256, -0.066252165, -0.02547337, 0.010368625, 0.055120945, 0.0097531965, -0.03861142, -0.021285783, -0.0409661, 0.023185583, 0.001990107, -0.033928815, 0.013171498, 0.013111293, -0.011566034, 0.0019349192, -0.007237969, 0.035213187, -0.038798723, 0.025299443, -0.02630286, 0.016843997, -0.017017923, -0.021861074, 0.027065454, 0.046772532, 0.0077731237, -0.034918852, 0.045568433, -0.017619973, 0.090227105, 0.008656129, 0.029781366, -0.024536848, 0.005448545, -0.007605888, -0.0041608284, 0.0052378275, 0.009559203, 0.00491339, 0.019947896, -0.02497835, 0.040564734, -0.01515826, -0.026717603, -0.03138683, -0.016670072, -0.0091177, -0.0047896355, -0.040564734, 0.02523255, -0.016322222, 0.012522623, -0.00009788525, 0.02994191, 0.019439498, -0.008080837, 0.069570124, -0.005739535, -0.011980779, 0.009492309, 0.003038676, -0.0033815096, -0.011425555, 0.028363205, -0.01586734, 0.019452877, -0.021874452, -0.03031652, -0.03743408, -0.0036858788, -0.031574134, 0.04998346, -0.031547375, 0.0065656807, 0.013325355, -0.016094781, -0.02274408, 0.01764673, -0.0068499814, -0.0038096332, 0.0018613354, -0.014783652, 0.014863925, 0.036658105, 0.008582545, -0.0015828876, 0.027453441, 0.013693274, 0.022650428, -0.017365774, 0.034651276, 0.0037594626, -0.016750345, -0.017004544, -0.0038062886, 0.0019382639, -0.019011375, -0.043534845, -0.023653843, -0.008368484, 0.0029717817, 0.0064854072, -0.040537976, -0.020068305, -0.04109989, -0.05651235, -0.009519067, 0.03374151, -0.040564734, -0.026396511, -0.014582968, 0.030824916, 0.05897406, 0.02297152, 0.009626097, -0.0028496995, 0.007913602, -0.0033012363, -0.041153405, 0.009438793, 0.02191459, 0.049528576, -0.005328135, -0.005789706, -0.03812978, 0.009405346, -0.06250608, -0.0071108695, 0.039119817, -0.048485026, 0.01432877, 0.04002958, 0.00018814036, 0.012275114, 0.022570154, -0.032269835, 0.023533434, 0.0058933925, -0.010134494, 0.006702814, 0.0039367327, 0.00662923, -0.030048942, -0.0024132137, -0.0015460957, 0.012669791, -0.011853679, 0.021432951, -0.021165373, 0.02699856, 0.0036390526, -0.049475063, -0.028202659, -0.009860228, -0.015064608, -0.014850546, 0.0038698383, 0.007117559, 0.010355245, -0.041849107, 0.032029014, 0.010549239, -0.018984618, 0.009405346, -0.01704468, -0.04773581, -0.009525755, 0.0014039451, -0.03564131, -0.014596348, -0.001911506, 0.0132450815, 0.008963843, 0.00864944, -0.0007354198, -0.024590364, 0.044979762, -0.046719015, 0.010194699, -0.035106156, 0.014342149, 0.01089709, -0.02037602, -0.005281309, -0.041768834, -0.011037568, -0.029834881, 0.021272404, -0.02156674, 0.025486749, -0.008495582, -0.028015355, -0.018288916, -0.011693133, -0.00091728877, 0.025406474, -0.0016054644, -0.022342714, -0.02628948, -0.034062605, 0.04085907, -0.038317084, 0.010522481, 0.040056337, -0.01384713, 0.008542408, 0.04524734, 0.045300856, 0.01787417, -0.030530581, -0.0026256032, 0.029513787, 0.056191254, -0.0062713455, -0.02497835, 0.007920291, -0.013606311, 0.0076326453, 0.016897513, -0.0127634425, -0.011465692, 0.012415592, -0.050251037, 0.007967117, 0.008462136, 0.03692568, -0.025326202, -0.030075701, 0.008970533, 0.017124955, 0.026690846, -0.06502131, 0.018650144, -0.022516638, -0.0051374864, -0.01929233, 0.028925117, 0.0043748906, 0.026222587, 0.00036394707, 0.012977504, -0.012475797, 0.034276664, -0.00023266692, 0.011739959, 0.009311694, 0.009218042, 0.0039367327, -0.04241102, -0.020670354, 0.04939479, -0.041073132, 0.033259872, -0.064967796, -0.03018273, 0.006950323, -0.0006442762, 0.006100765, 0.01600113, -0.0020235542, 0.0011572723, -0.009090942, -0.024416437, -0.0000029298942, -0.015653279, 0.013539417, -0.023011656, -0.023520054, 0.027587231, -0.014810409, -0.005461924, -0.004231068, -0.018262157, -0.03692568, -0.0020954655, -0.023413023, 0.0020202093, -0.02913918, 0.010743232, 0.028229415, -0.003062089, 0.0052010356, -0.007351689, -0.022717321, -0.019265573, -0.004525403, 0.01172658, 0.0003229743, -0.005471958, -0.015586384, -0.0033380282, -0.05137486, 0.0073249317, -0.03245714, -0.008515651, 0.039842274, 0.014395664, 0.0059402185, 0.02001479, 0.018810691, -0.027988596, 0.0077731237, 0.013178187, -0.000030311503, -0.019733833, -0.03622998, -0.0246305, -0.026490163, -0.0050404896, -0.029192695, 0.018315673, 0.000153857, -0.0044819214, -0.037621383, 0.027961839, 0.018315673, -0.027587231, 0.022904625, 0.012388834, 0.02153998, -0.0021222234, -0.054532275, 0.010830196, 0.0139809195, -0.007686161, 0.0039601456, -0.024590364, -0.008067459, 0.018850828, 0.00091059937, -0.020081684, 0.01681724, 0.007873465, 0.030744644, 0.0044217166, -0.007425273, 0.018168505, -0.00065054756, 0.010348557, 0.021259025, -0.0030353311, -0.024670636, -0.008013943, 0.02236947, 0.024001693, 0.030610856, -0.019278953, 0.03981552, 0.011592791, -0.0059435633, 0.0023613707, -0.027399926, -0.019466257, 0.025500126, -0.059990853, -0.013559485, 0.04072528, -0.03863818, -0.024844563, 0.041260436, -0.005127452, -0.009813401, -0.024483332, -0.0118670575, 0.010382003, 0.009659545, 0.04369539, -0.003445059, -0.1075126, -0.047280926, 0.03751435, 0.03138683, -0.029701091, -0.0075055463, 0.008181179, 0.04923424, -0.029165937, -0.017780518, 0.02191459, -0.028389962, -0.0028179246, 0.00645196, 0.0045521604, -0.06346936, -0.03374151, 0.029299727, 0.012796889, 0.0020854315, -0.020175336, 0.013372181, -0.008241384, 0.012950746, -0.0030654336, -0.027747776, -0.025259307, 0.020576702, 0.0027476854, 0.022944763, 0.00055438693, -0.009893674, -0.008261452, 0.042196956, -0.027533716, -0.033447176, -0.0108904, -0.011331903, -0.019118406, 0.010669649, 0.026623951, -0.03863818, 0.027640747, -0.002563726, 0.014007677, -0.008515651, 0.023292612, 0.021767423, -0.0078467075, 0.012569449, 0.026169071, 0.0010117771, -0.0029149214, 0.0038932513, -0.013653137, -0.004629089, -0.014837167, -0.028443478, 0.017753761, 0.03671162, -0.010830196, 0.014422422, -0.051214315, -0.012288492, -0.039574698, -0.009766575, -0.008582545, 0.040564734, -0.01576031, -0.07117559, -0.03018273, 0.010080979, 0.0060305255, 0.0053816508, 0.015733551, 0.018516356, -0.0073985155, 0.06432561, -0.03660459, -0.0029099043, 0.033554208, -0.026316239, 0.011907195, -0.020215472, -0.0059669763, 0.013793616, 0.037273534, -0.047762565, -0.021232268, 0.01871704, 0.0485653, 0.011124531, 0.023051793, 0.02179418, 0.008080837, 0.0023780942, -0.009907054, 0.03505264, -0.014957577, 0.011151289, 0.04275887, 0.0319755, -0.02913918, -0.04605007, 0.002143964, -0.0052645854, 0.016843997, -0.020830901, 0.01291061, 0.004522058, 0.011907195, 0.0037828756, 0.0103953825, 0.066573255, 0.009184594, 0.036658105, 0.041742075, 0.025486749, 0.02806887, 0.01314474, 0.004512024, 0.030691128, -0.04548816, 0.020536566, 0.0014758566, -0.008977222, 0.014756894, 0.052498687, -0.0011087739, 0.017927686, 0.007719608, 0.007237969, -0.005007042, 0.019840864, -0.031707924, -0.0014599692, 0.034009088, 0.0048264274, -0.017941065, 0.019840864, 0.02852375, 0.008020633, 0.09841497, -0.014409043, 0.03363448, 0.0017609939, -0.03259093, -0.028389962, -0.007391826, 0.003272806, 0.017352395, 0.00021594334, 0.0055522313, 0.038370598, -0.018128369, -0.031199526, -0.0043314095, -0.04631765, 0.013914025, 0.011285077, -0.0015837238, 0.015827203, -0.032350108, -0.0165898, 0.044845972, -0.006027181, -0.006050594, -0.0028697676, -0.028256174, 0.016068023, 0.0040404187, -0.05897406, 0.007291484, 0.0055455416, -0.017231984, 0.0048264274, -0.017191848, 0.016442632, 0.011278388, 0.039628215, -0.008154421, -0.009311694, -0.01681724, 0.053970363, -0.004110658, 0.028871601, 0.017352395, 0.0048331167, 0.018048096, 0.064967796, -0.008455446, 0.00876316, 0.012663101, 0.048297722, -0.0011489105, -0.049020182, 0.020442914, 0.025593778, -0.032296594, 0.010676338, -0.0409661, 0.04819069, -0.02603528, 0.030263005, -0.01835581, -0.007211211, -0.02001479, -0.0056291595, -0.02238285, 0.028684298, 0.016777104, 0.018770555, -0.00888357, 0.0035855372, 0.018516356, -0.062345535, 0.012870473, 0.025526885, -0.006288069, -0.041180164, -0.026985181, 0.005849911, -0.009030737, 0.019693697, -0.012509244, 0.01835581, -0.0059335288, -0.021339297, -0.007873465, -0.0017927686, -0.03245714, 0.024255892, 0.024523469, 0.002657378, -0.007953739, -0.024697395, -0.012663101, -0.005057213, 0.017941065, -0.004642468, 0.044123515, 0.018262157, -0.0111312205, 0.013044398, -0.006468684, 0.021968106, 0.017111575, 0.002876457, -0.043481328, -0.022195546, 0.01527867, -0.019760592, 0.0006288069, -0.016616557, 0.029433515, 0.0039400775, 0.02570081, 0.06930255, 0.030717887, -0.0000067025003, -0.029620819, 0.021018205, 0.0033664582, 0.008716334, 0.009806712, 0.00018427303, -0.0055455416, 0.020108443, 0.0055756443, -0.0030988809, -0.017446047, 0.03754111, 0.029272968, 0.03850439, -0.00078057346, 0.015372322, 0.03553428, -0.046210617, 0.0059937336, 0.02262367, -0.030824916, -0.0020586737, 0.015733551, -0.020389399, 0.0155194895, -0.0074587204, -0.01562652, -0.0013219996, 0.0307714, -0.007686161, -0.025660673, 0.06480725, 0.016161675, 0.0018663524, 0.025125518, 0.018422704, 0.009030737, -0.0055957125, 0.01243566, -0.05437173, 0.040430944, 0.0029299725, 0.0071710744, -0.020349262, -0.0040069716, 0.01645601, 0.0005276292, -0.030022185, 0.004167518, 0.0016146624, -0.011974089, 0.008027323, -0.0013830407, 0.0036925683, -0.006184383, -0.011325214, -0.017820654, -0.013505969, -0.002837993, -0.00069193845, 0.034410454, 0.0028864914, 0.003053727, -0.01906489, -0.02037602, -0.015907478, 0.008943775, -0.023145445, -0.009271557, 0.030289762, 0.048003387, -0.025553642, -0.018650144, 0.016710209, -0.050705917, -0.011425555, -0.0074386518, -0.044953004, 0.014342149, -0.011405487, 0.02568743, 0.02381439, -0.012067741, -0.014128087, -0.01515826, 0.022195546, 0.0011029206, 0.01432877, 0.011171357, -0.017727003, 0.06095413, -0.010462277, -0.015666656, 0.0044016484, -0.03411612, 0.036765136, -0.02640989, -0.012803579, -0.01763335, 0.003635708, -0.017820654, 0.026717603, -0.004050453, -0.00935852, 0.031814955, -0.022931384, -0.010375313, 0.026838014, -0.0021606875, -0.0046725706, 0.027587231, 0.009144458, -0.02628948, -0.01171989, -0.013572864, 0.016536284, -0.0027911668, 0.016910892, 0.0045555052, 0.042892657, -0.023653843, -0.00024541866, -0.022556776, 0.031627648, -0.026463406, 0.004645813, 0.00078517245, 0.034276664, 0.027185865, 0.009820091, 0.0003612295, -0.010803438, 0.0075256145, -0.015813824, -0.033795025, 0.00645196, -0.01954653, 0.008957153, 0.002232599, 0.0084888935, 0.0052043805, -0.036283497, 0.022543397, -0.0047762566, 0.016629936, 0.010836885, 0.0017927686, 0.025326202, -0.0035520901, 0.022195546, -0.0071309377, 0.015051229, -0.059134606, 0.019640181, -0.03245714, -0.02073725, 0.00029328992, -0.005719467, -0.012422281, 0.042116683, -0.0029617473, 0.010315109, 0.0019466256, 0.014087951, -0.0053247903, 0.014047814, 0.039360635, -0.007351689, -0.01137204, 0.016843997, 0.0058097746, 0.020750627, -0.031065736, 0.0021657047, 0.011285077, 0.0017626662, 0.010877022, 0.0048732534, -0.0060338704, 0.052338142, -0.009097632, 0.017272122, 0.056886956, 0.026945045, 0.0015360615, 0.00016305498, -0.021004826, -0.01683062, 0.012883852, -0.0052612405, 0.01942612, -0.003327994, -0.018529736, 0.023640463, -0.030824916, -0.029513787, -0.03374151, -0.012047673, -0.009050806, -0.0026640675, -0.0143020125, -0.0127166165, 0.052953567, -0.015185018, -0.005612436, 0.020161958, -0.026664088, 0.01811499, -0.013472523, -0.020871038, 0.013285218, -0.003705947, 0.04075204, 0.0012567777, -0.01776714, -0.013385559, 0.006532233, -0.0172855, 0.028122386, 0.00521107, -0.03363448, 0.003682534, 0.02131254, -0.02782805, 0.018021338, 0.008087527, 0.0015126485, -0.012890542, 0.016268706, 0.008983911, 0.009438793, 0.031627648, 0.0006020492, -0.001724202, 0.011285077, 0.0009139441, 0.004879943, -0.026316239, -0.014944199, 0.010321799, -0.0059034266, -0.010957295, 0.00057403714, -0.018021338, 0.014409043, -0.01905151, -0.024429817, 0.0066459537, 0.00485653, 0.0036858788, 0.00070657156, 0.014663242, -0.0062345536, 0.016389117, 0.051455136, -0.039735246, -0.006130867, 0.010355245, -0.0018379223, -0.019814108, 0.0047796015, -0.024202377, -0.0059268395, 0.019640181, -0.009258178, -0.027908323, -0.0047294307, 0.03363448, -0.003108915, -0.0037728413, -0.01301764, -0.020416155, 0.015827203, 0.005659262, -0.023653843, 0.0030420206, -0.009305004, -0.00248847, -0.011178046, -0.0048699086, 0.02107172, -0.03920009, -0.033554208, -0.009900364, 0.009037427, 0.006916876, 0.0059034266, 0.039842274, 0.031788196, -0.005495371, 0.036765136, -0.029861638, -0.0052746194, 0.009699681, -0.020215472, 0.021218888, 0.026008524, 0.022449745, -0.009853538, 0.009425414, 0.016536284, -0.0021891177, 0.0103953825, 0.013285218, 0.012261734, -0.013071156, -0.0019165232, 0.016482769, -0.03788896, -0.04532761, 0.002110517, -0.03363448, 0.044444606, 0.020857658, 0.02156674, -0.00662923, 0.010990742, -0.012127946, 0.009498998, -0.0048230826, -0.0153589435, 0.0013997643, -0.0066894353, 0.024563605, 0.01977397, -0.0040638316, -0.009699681, -0.005411753, 0.0041641733, 0.0005485337, 0.014542832, 0.031600893, 0.025540262, 0.007532304, -0.0040270397, 0.052445173, 0.023279235, 0.010709786, -0.020335883, 0.007826639, -0.04142098, 0.034062605, -0.018088233, -0.022837732, 0.0051341415, -0.016884135, 0.0062579666, 0.013559485, 0.010596065, 0.011325214, 0.0117065115, -0.019559909, -0.009010669, -0.034276664, -0.009686302, 0.047093622, -0.015292048, 0.007967117, -0.02640989, 0.034972366, -0.024148861, 0.010689718, -0.009766575, -0.012148014, -0.012883852, 0.02261029, -0.011151289, 0.013887268, 0.030477066, -0.020228852, 0.01386051, 0.00069193845, -0.027747776, -0.02333275, -0.006492097, 0.022998277, -0.006288069, 0.00019075342, 0.027199244, 0.019693697, 0.0139809195, -0.004889977, 0.049903188, 0.009565893, -0.00030227884, 0.03636377, -0.013171498, 0.038210053, -0.0111312205, 0.019145163, -0.023158824, -0.0081209745, 0.0074921674, 0.032136045, 0.015934234, 0.034276664, -0.0063215164, 0.0265303, -0.026102176, 0.0011397125, -0.013064466, -0.0156131415, -0.00971306, 0.019265573, -0.003812978, -0.02048305, -0.019011375, 0.014288633, -0.0063449293, 0.038905755, 0.002605535, 0.01301764, -0.012683169, 0.012422281, 0.016429253, 0.008107595, 0.013271839, -0.012214908, 0.03505264, -0.00014622687, -0.0077731237, 0.00044442934, 0.026342995, -0.015439216, -0.00935852, 0.024309408, 0.0091110105, 0.025981765, 0.033875298, -0.033206355, -0.045140307, -0.010903779, 0.00006281798, 0.024296029, 0.0023831113, 0.025192413, -0.052043807, 0.006819879, -0.018529736, -0.0013997643, 0.03114601, 0.041742075, 0.008796607, 0.007646024, 0.024108725, -0.019185299, 0.034999125, -0.014395664, -0.045274097, -0.041367467, -0.021285783, -0.000051111467, 0.023252476, 0.0066492986, 0.02651692, 0.01219484, -0.026664088, -0.019091647, 0.016322222, 0.011826921, -0.016094781, 0.02037602, 0.02772102, 0.024255892, -0.018302295, -0.0039032854, 0.018101612, 0.012168082, -0.020215472, -0.012495865, 0.019212058, -0.010555929, 0.020523187, -0.017486183, -0.017325638, 0.022182167, 0.0034617826, 0.008201247, 0.010194699 ]

[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 3, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "1arXiv:2407.21783v2 [cs.AI] 15 Aug 2024\nFinetuned Multilingual Long context Tool use Release\nLlama 3 8B ✗ ✗1✗ ✗ April 2024\nLlama 3 8B Instruct ✓ ✗ ✗ ✗ April 2024\nLlama 3 70B ✗ ✗1✗ ✗ April 2024\nLlama 3 70B Instruct ✓ ✗ ✗ ✗ April 2024\nLlama 3.1 8B ✗ ✓ ✓ ✗ July 2024\nLlama 3.1 8B Instruct ✓ ✓ ✓ ✓ July 2024\nLlama 3.1 70B ✗ ✓ ✓ ✗ July 2024\nLlama 3.1 70B Instruct ✓ ✓ ✓ ✓ July 2024\nLlama 3.1 405B ✗ ✓ ✓ ✗ July 2024\nLlama 3.1 405B Instruct ✓ ✓ ✓ ✓ July 2024\nTable 1 Overview of the Llama 3 Herd of models. All results in this paper are for the Llama 3.1 models.\nscaling laws for foundation models, our flagship model outperforms smaller models trained using the\nsame procedure. While our scaling laws suggest our flagship model is an approximately compute-optimal\nsize for our training budget, we also train our smaller models for much longer than is compute-optimal.", "title": "The Llama 3 Herd of Models", "year": 2024 }

[ 0.019919509, -0.027884431, 0.06642717, -0.04286367, -0.007280775, -0.004464966, 0.013574936, 0.0020884518, -0.045513846, 0.008440225, -0.011983393, -0.005217529, -0.053406753, 0.012833176, 0.008404218, -0.010067778, -0.018191135, -0.0411353, -0.030563412, 0.03730407, 0.0032334996, -0.003910446, 0.004202109, 0.008152164, 0.01719732, 0.00882911, -0.018104717, -0.009282808, 0.03439464, -0.029555194, 0.034913152, -0.047271024, -0.061242048, -0.02195035, -0.069192566, 0.023909172, 0.008929932, 0.0069459025, -0.020495635, 0.02056765, -0.028316526, -0.06832838, -0.044390403, -0.006740658, 0.019026516, 0.029108698, 0.01077353, 0.055826478, -0.036727946, 0.06976869, -0.01997712, 0.041682616, -0.030361768, 0.03430822, -0.034884345, -0.03759213, 0.0022900954, -0.004400152, 0.0140718445, -0.01562738, -0.0106078945, -0.052110475, 0.023189016, -0.01104719, -0.022598488, -0.02014996, -0.07789205, 0.032781493, 0.015281706, -0.021892736, -0.026040833, -0.013416503, 0.018234344, -0.011551299, 0.013553332, 0.0062509524, 0.023995591, 0.054933485, 0.009167583, -0.016477164, -0.0052067265, 0.029252728, 0.007770481, -0.008332202, 0.03471151, -0.02182072, 0.02667457, 0.013495719, -0.03845632, -0.06925018, -0.020538842, -0.04464966, -0.015454543, -0.0067190537, 0.06821316, -0.032205366, 0.040847234, -0.016491568, 0.0034297418, 0.049863588, 0.010413453, 0.03906125, 0.026458524, -0.048740145, 0.008008133, 0.006920697, 0.008260187, -0.023606706, -0.00859866, 0.004889858, -0.077373534, 0.0051815207, -0.03364568, -0.019631447, -0.03759213, -0.000034573102, -0.03361687, 0.026098445, -0.010593492, -0.035057183, -0.0066362354, -0.0060817157, 0.03425061, -0.0439007, 0.050410904, -0.04683893, 0.019314578, -0.028302122, -0.016606793, -0.027841223, 0.00633377, 0.0072735734, 0.0494603, -0.015656186, -0.034048967, -0.05648902, -0.018392779, -0.007741675, -0.054904677, -0.010629499, 0.016577987, -0.022857744, -0.020798098, -0.0019210156, -0.020538842, 0.058649488, -0.004184105, -0.043612633, -0.036411077, 0.029439969, -0.029439969, -0.021258999, -0.022353636, 0.026501734, -0.012379478, -0.01904092, -0.038024224, 0.012804369, 0.04410234, -0.044880107, -0.027754804, 0.016174698, -0.012393882, 0.004184105, 0.035863757, -0.00869228, -0.028402945, -0.019026516, -0.11505209, -0.048192825, 0.057353206, 0.038801994, -0.0392917, -0.08013894, -0.01165212, -0.032925524, -0.015540962, -0.051505543, 0.0020902522, -0.0066506388, -0.006546216, 0.055221546, -0.07103617, 0.0023747138, -0.019890703, -0.0136901615, 0.017514188, 0.019300176, 0.026516136, -0.0084186215, -0.027092261, 0.01400703, 0.07195797, 0.053694814, 0.013409301, -0.030361768, 0.030707443, -0.0039608567, 0.025090227, -0.009822925, -0.0081665665, 0.051851217, 0.0739744, -0.055135127, 0.014763193, -0.028172495, -0.015555365, -0.0056928317, -0.05046852, -0.04119291, 0.061184436, 0.009369227, 0.011932981, -0.019761074, -0.06106921, 0.002011035, -0.07990848, 0.020913323, 0.0027852026, 0.06642717, 0.019861897, 0.0037340077, 0.022857744, 0.02144624, 0.0030120516, -0.009801321, -0.003193891, -0.017701428, 0.015843427, -0.009851731, 0.012516308, -0.039032444, -0.038888413, -0.007547233, -0.02014996, -0.041625004, -0.03407777, -0.019141741, -0.00869228, -0.051159866, -0.0029292337, -0.012451493, -0.017600607, -0.002297297, -0.0026321695, 0.025954414, -0.0157138, -0.059916962, 0.042229936, 0.024528505, 0.000051676805, -0.026415315, 0.012789967, -0.020668471, -0.023635512, 0.004972676, -0.07616368, 0.0117673455, -0.009779716, -0.033962548, -0.055077516, 0.00503749, -0.030592218, 0.051102255, 0.017312545, -0.0013718968, -0.008245784, 0.05876471, -0.009844529, -0.029756837, 0.037419293, -0.024082009, -0.017038886, -0.011364059, -0.042460386, -0.012638734, -0.0027906038, 0.03165805, 0.007676861, -0.02931034, -0.01400703, 0.009001947, 0.05288824, 0.024053203, 0.028302122, -0.0026681772, 0.05311869, 0.005339955, -0.0013935014, -0.013675759, 0.03998305, -0.02801406, 0.02625688, -0.004450563, 0.01224985, 0.03707362, 0.0065390146, -0.036065403, -0.0075184265, 0.0051851217, 0.02916631, 0.02297297, -0.029526386, -0.035748534, -0.016405148, 0.0531475, -0.03180208, -0.007878505, -0.010298228, 0.024312459, 0.010795135, 0.04372786, -0.033357617, -0.032781493, -0.0149792405, -0.03799542, -0.014611961, -0.034826733, 0.054847065, -0.025349483, 0.030304156, -0.059168, -0.008317799, 0.021316612, -0.024197234, 0.010960771, -0.0086778775, -0.0025475512, -0.00089254306, -0.025767174, -0.008209776, 0.016160296, 0.010802337, -0.017499786, -0.02010675, 0.0042741247, -0.034970764, 0.021849526, 0.034221802, 0.04006947, -0.07103617, -0.031139536, -0.038974833, 0.019991525, 0.007921713, 0.014864015, 0.0036637925, 0.020351602, 0.039406925, -0.0029364352, 0.01983309, -0.047357444, 0.053089883, -0.032983135, -0.0007480618, -0.010391848, 0.042460386, -0.054242134, -0.025666352, 0.033127166, -0.027193082, -0.006956705, 0.009405235, 0.026847407, -0.0139494175, 0.018133523, 0.012451493, -0.008454629, 0.009880537, -0.037909, 0.01548335, -0.0148496125, -0.0062437505, -0.024312459, -0.041394554, -0.030390574, 0.012048206, 0.024125218, -0.0100893825, 0.010636701, -0.0072951782, -0.0148496125, 0.0020722484, -0.006722654, 0.0018958101, 0.022598488, 0.008973141, 0.014475131, -0.021186983, -0.024586119, 0.012530711, 0.021619076, -0.0028410146, -0.0039032444, 0.008173768, -0.039406925, 0.04456324, 0.026199268, 0.041308135, 0.05052613, -0.009887739, -0.038801994, -0.021849526, -0.023102598, -0.03623824, 0.002518745, 0.030332962, 0.030678637, 0.0027816016, 0.008533846, 0.028964667, -0.02782682, 0.02824451, -0.044851303, 0.029756837, -0.037793774, -0.008087349, 0.030937893, 0.03638227, 0.061126824, -0.03088028, -0.01544014, -0.009966956, -0.032810297, -0.025565531, 0.035287634, 0.017341351, -0.05945606, -0.021129372, -0.047875956, -0.012077012, 0.03347284, 0.037275262, -0.0009857132, -0.03615182, -0.011054391, -0.050180454, 0.038197063, 0.001400703, -0.019660253, 0.021503853, 0.011407267, -0.014280689, 0.0032064936, -0.022872148, 0.024586119, -0.037966613, 0.02851817, -0.021388628, -0.035402857, -0.0014529143, -0.023059389, 0.03646869, 0.045513846, -0.0016491568, -0.035518084, 0.06487163, -0.022296023, 0.05922561, 0.02232483, 0.057698883, -0.012530711, -0.011774547, -0.020510036, -0.022368038, -0.00841142, 0.024168428, 0.018162329, 0.017989492, -0.01266754, 0.027798014, -0.023822753, -0.021129372, -0.019141741, -0.0038240273, 0.0005837763, -0.027351517, -0.05274421, 0.035950176, -0.04099127, 0.03102431, 0.0046161986, 0.02949758, -0.015728202, 0.006740658, 0.07679741, -0.017687026, -0.02833093, -0.008764296, 0.019905105, -0.027697193, -0.01456155, 0.012537912, -0.017931879, 0.031456403, -0.01858002, -0.0113784615, -0.040616788, -0.01904092, -0.02579598, 0.016117087, -0.051332705, 0.01335889, -0.006045708, -0.019516222, -0.022843342, -0.0021874732, -0.009736506, -0.011752943, 0.012552315, -0.0055307965, 0.019674657, -0.0051239086, 0.021460643, 0.0038312287, 0.018709647, 0.0060997196, 0.03453867, -0.018061507, 0.05585528, 0.01234347, -0.005620816, -0.0124082845, -0.024082009, 0.03453867, -0.011169616, -0.039637376, -0.0600898, 0.005375963, -0.011544097, 0.017485382, -0.053089883, -0.018047104, -0.04464966, -0.03430822, -0.0008016234, 0.026156059, -0.0089371335, -0.03448106, -0.015166481, 0.02010675, 0.06227907, 0.03499957, 0.007327585, -0.016318731, -0.007806489, 0.0051707188, -0.004803439, 0.021028548, 0.01322206, 0.069365405, -0.0002741093, 0.016952468, -0.010406251, -0.005926882, -0.052398536, -0.00078271935, 0.036497496, -0.012926796, 0.03736168, 0.0466949, 0.0040148683, 0.005700033, 0.006989112, -0.017125305, 0.00420571, -0.0014943233, -0.0047278227, -0.0046990165, 0.0013538928, -0.0009731105, -0.03554689, -0.002704185, 0.041797843, -0.005959289, 0.0048322454, 0.038859606, 0.024067607, 0.04381428, -0.0014070044, -0.049114626, -0.02135982, -0.006906294, -0.03384732, -0.0235779, 0.029151907, -0.0020416416, 0.025522321, -0.03347284, 0.01845039, 0.015209691, -0.015310512, -0.0068810885, -0.00425252, -0.032752685, -0.018407183, 0.010636701, -0.02671778, 0.00047215214, -0.01885368, 0.027250694, -0.008137761, 0.0015357322, 0.04035753, -0.01183216, 0.032003723, -0.055365577, 0.0057432423, -0.034509864, 0.009232397, 0.004166101, -0.019919509, -0.017960686, -0.0494603, -0.025709562, -0.012012199, 0.0048934584, -0.033011943, 0.016160296, -0.006585825, -0.02949758, 0.003523362, -0.00009153855, 0.008404218, 0.014993643, -0.014892822, -0.0337609, -0.01891129, -0.009686096, 0.036439884, -0.030592218, -0.021057356, 0.023822753, -0.010118189, -0.0036295853, 0.02630009, 0.044476822, 0.025594337, -0.004605396, 0.00074356084, 0.0411353, 0.04637803, 0.005329153, -0.048596114, 0.016059473, -0.0060997196, -0.005411971, -0.012329067, -0.027322711, -0.0068162745, 0.0049654744, -0.055365577, -0.008742691, 0.011385663, 0.026645765, -0.039349314, -0.0045333807, -0.0016653603, -0.011277639, 0.0074680154, -0.060953986, 0.035575695, -0.0392917, -0.0072051585, 0.0023459075, 0.0076264497, -0.005264339, 0.02657375, 0.018796066, 0.014165465, 0.012300261, 0.035921372, -0.00017936381, -0.008886723, -0.010269421, -0.0020002327, -0.018407183, -0.030304156, -0.018508004, 0.039637376, -0.025363887, 0.025407096, -0.07034482, -0.01728374, 0.011752943, 0.0055343974, 0.009448444, 0.013135642, -0.0043317373, 0.008015334, -0.0035863759, -0.0069278986, -0.008404218, -0.018608825, 0.028345332, -0.021071758, -0.0038492326, 0.0318885, -0.034682702, -0.051419124, -0.0029598402, -0.015224094, -0.032291785, -0.02805727, -0.025579933, 0.0046161986, -0.04234516, 0.013596541, 0.024989406, -0.01715411, 0.018637631, -0.017485382, -0.022569682, -0.0122786565, -0.010903158, 0.003175887, -0.004414555, -0.024614925, -0.03240701, -0.030160123, -0.023016179, 0.019386593, -0.0337609, 0.013344487, 0.035114795, 0.018695245, 0.015569768, -0.0033577264, 0.009628483, -0.03125476, 0.024053203, 0.012494703, 0.018018298, -0.0035485676, -0.02606964, -0.012257052, -0.030995505, -0.006758662, -0.030937893, 0.010492669, 0.0016014464, -0.01077353, -0.0582462, 0.0062293475, 0.032637462, -0.0148496125, 0.02288655, 0.01474879, 0.02320342, 0.0037484108, -0.04701177, 0.014057441, -0.00068954914, -0.012847579, 0.0036205833, -0.014892822, 0.0016095482, 0.000033982353, -0.009506056, -0.014777597, 0.024470894, -0.0074968217, 0.011097601, 0.024355669, -0.02232483, 0.0049150633, -0.014792, -0.0066218325, 0.011594508, -0.010557484, -0.04600355, -0.0111192055, 0.00882911, 0.028489362, 0.023232225, -0.011673725, 0.02667457, 0.012242649, 0.004072481, -0.01169533, -0.0124082845, -0.023491481, 0.020466827, -0.049028207, -0.022656102, 0.03332881, -0.020409215, -0.030448187, -0.009916545, 0.00619334, -0.031312373, -0.014446325, -0.012415485, 0.024283653, 0.014669573, 0.018003894, 0.0082889935, -0.10185883, -0.039262895, 0.041164104, 0.021993557, -0.033271197, -0.0019516222, -0.0055343974, 0.042373966, -0.021388628, -0.023793947, 0.009621281, -0.043382186, -0.004825044, -0.0073599922, 0.0007467115, -0.043699052, -0.024211638, 0.017701428, 0.01058629, -0.027653983, -0.027509952, 0.013070827, -0.0063301693, 0.020178765, -0.030073706, -0.036411077, -0.009145979, 0.037332878, 0.034596283, 0.010269421, 0.006456197, -0.014230278, 0.0050302884, 0.038974833, -0.013150045, -0.031053118, -0.033155974, -0.015137674, 0.0009245, 0.019458609, 0.010514274, -0.053406753, 0.025839189, 0.0115585, 0.017226126, -0.0061465297, 0.037793774, 0.036295854, -0.022900954, -0.0071043367, 0.03479793, 0.00025295472, 0.011450477, -0.0047926367, -0.017744638, -0.01594425, -0.010766329, -0.01100398, 0.0053327535, 0.041164104, 0.016160296, 0.025867997, -0.041913066, -0.014604759, -0.03456748, -0.02251207, -0.007511225, 0.015137674, 0.019285772, -0.054011684, -0.034048967, 0.032579847, 0.008152164, 0.0059700916, -0.005786452, 0.016491568, -0.0075544342, 0.06181817, -0.026732182, -0.0039032444, 0.01765822, 0.00993815, 0.013546131, -0.014367108, 0.0004802539, 0.029439969, 0.032723878, -0.016361939, -0.021734301, 0.004871854, 0.05574006, 0.02981445, 0.026516136, 0.018608825, -0.002967042, 0.011097601, 0.01728374, 0.026242478, -0.005739642, 0.023923576, 0.042517997, 0.0050446913, -0.016189102, -0.019328982, 0.010305429, 0.0019858296, 0.023102598, -0.012336269, 0.009578072, 0.01160171, 0.024254847, 0.010255018, 0.033732098, 0.08866558, 0.019746672, 0.020668471, 0.028691007, 0.011436074, 0.029180713, 0.01654918, -0.006085316, 0.014950434, -0.050410904, 0.019271368, -0.02140303, -0.0032352998, 0.026559345, 0.04969075, -0.009815724, 0.016707614, 0.019631447, 0.010276623, -0.0033253194, 0.007115139, -0.02334745, -0.0057216375, 0.04271964, -0.0072411667, -0.012926796, 0.01728374, 0.02056765, 0.0039824615, 0.073283054, -0.028820634, 0.03324239, 0.026242478, -0.017125305, -0.02926713, -0.012444292, 0.013582138, 0.0030588617, -0.020538842, -0.02292976, 0.011148011, -0.0049618734, -0.01881047, 0.0022342834, -0.030851474, 0.008483435, 0.021561464, 0.012120222, 0.016491568, -0.0092468, -0.021244595, 0.04127933, -0.004040074, -0.019314578, -0.008721086, -0.022713713, 0.025594337, 0.0115585, -0.043382186, 0.0041444968, 0.0118969735, 0.029439969, -0.0046630087, -0.0029472376, -0.01502245, -0.0076048453, 0.034365833, 0.0136901615, -0.0032100945, -0.013733371, 0.034279417, 0.0076192482, 0.03439464, 0.015310512, 0.04136575, 0.030160123, 0.06204862, -0.0051599164, 0.03174447, 0.0010190204, 0.04914343, 0.006827077, -0.051735993, 0.015699396, 0.025435902, -0.011306446, -0.018464794, -0.015612978, 0.034884345, -0.0020686474, 0.0314276, -0.024312459, -0.0022360836, -0.033415228, -0.0047962377, -0.0011252434, 0.04387189, 0.009952553, -0.008634668, 0.0035251626, 0.012048206, 0.019127337, -0.056546632, 0.018666439, 0.00841142, -0.006448995, -0.039378118, -0.01548335, -0.0023513087, -0.03448106, 0.014194271, -0.006481402, 0.00425252, 0.013697363, -0.009390832, -0.0007431108, -0.002934635, -0.021763109, 0.0139494175, 0.019256966, 0.0042453185, -0.014172666, -0.03286791, 0.0020452423, -0.01271075, 0.011911376, 0.00026780795, 0.03785139, -0.011198423, -0.03364568, -0.0016347537, -0.007482419, 0.03148521, 0.015684994, 0.00086868793, -0.022224007, -0.026861811, 0.02671778, -0.015152078, -0.011853764, -0.02362111, 0.019098531, 0.005329153, 0.025248662, 0.03494196, 0.030275349, -0.0018228943, -0.029007874, 0.026084043, 0.0011981592, 0.010334236, 0.001604147, 0.006283359, -0.008541048, 0.014741589, 0.012357873, 0.009167583, -0.011392864, 0.031629242, 0.043929502, 0.03430822, -0.0067550614, 0.02981445, 0.04341099, -0.022497667, 0.016289923, 0.020956533, -0.023909172, -0.014093448, 0.032464623, -0.01872405, 0.011997796, -0.010543081, -0.009822925, -0.019545028, 0.038283482, -0.0024845374, -0.02519105, 0.049402688, 0.026112849, 0.0039788606, -0.0033811314, 0.005440777, 0.011364059, 0.006485003, 0.0051743193, -0.020942131, 0.015252899, -0.0014718184, -0.005145513, -0.028402945, 0.015699396, 0.01885368, 0.0011801553, -0.028964667, -0.0044577643, 0.009678894, -0.015008046, 0.009239599, -0.0068378793, 0.00993815, -0.010744724, -0.012242649, -0.0194154, -0.020049138, -0.002977844, 0.0006679445, 0.036007788, 0.009441243, 0.0012827775, -0.029439969, 0.0037448101, -0.027005842, -0.004688214, -0.01567059, -0.0064597973, 0.006809073, 0.03111073, -0.0249606, -0.024571715, 0.022540877, -0.05352198, 0.0061213244, -0.01724053, -0.021186983, -0.0007003515, -0.019717865, 0.029843256, 0.026228074, -0.022641698, -0.005998898, -0.02426925, 0.015785815, -0.012739556, -0.004933067, 0.019516222, 0.003175887, 0.079389974, -0.015684994, 0.008843513, -0.010269421, -0.026688974, 0.045686685, 0.00027050852, 0.007828093, -0.032925524, -0.00094610464, -0.0035467672, 0.021964751, 0.0025799582, 0.0051707188, 0.04058798, -0.013711766, -0.0015771412, 0.034221802, -0.0026267683, 0.009858932, 0.028489362, -0.0057288394, -0.006985511, -0.0023189017, -0.002889625, 0.006128526, -0.0115585, 0.014575954, -0.0031488813, 0.047501475, -0.011061593, -0.007046724, -0.009635684, 0.026357701, -0.0013088832, -0.001701368, -0.019602641, 0.039550956, 0.024816569, 0.0033271196, -0.00929001, 0.0054839863, -0.007064728, -0.023261031, -0.0369872, -0.00947725, -0.010744724, -0.016981274, 0.0011504489, 0.023462676, -0.0037268063, -0.038974833, 0.018133523, -0.00005811882, -0.0033019143, 0.013229262, 0.0022198802, 0.057237983, -0.0021190585, 0.022151992, -0.015598575, -0.0060709133, -0.04600355, 0.020538842, -0.033040747, -0.019473013, 0.017571801, -0.0049870787, -0.024024397, 0.043007705, -0.006791069, 0.020049138, 0.0023315044, 0.019588238, -0.014741589, 0.010694314, 0.0100893825, 0.006823476, -0.014295093, 0.045196977, 0.021604674, 0.006877488, -0.013639751, 0.023765141, -0.0071727517, 0.0073059807, 0.028546976, 0.014223076, -0.0157138, 0.03111073, -0.0130492225, 0.02617046, 0.037419293, 0.01562738, -0.0020632464, 0.0066686426, -0.026804198, 0.005491188, 0.0041552987, 0.0033271196, 0.0055776066, -0.005519994, -0.023707528, 0.01326527, -0.011155213, -0.003656591, -0.027178679, 0.0009073963, -0.005451579, -0.020322796, 0.010744724, -0.0066434373, 0.052484956, -0.017960686, 0.00452978, 0.022800133, -0.022569682, 0.012581121, 0.00017621311, -0.010975175, 0.006189739, 0.0033721295, 0.032608654, -0.006171735, -0.01677963, 0.00961408, -0.0066362354, 0.008087349, -0.0000454317, 0.009160382, -0.015425737, 0.0022432853, 0.019429803, -0.022627294, 0.024341265, 0.008476234, -0.004335338, -0.0067010494, 0.011551299, 0.010960771, 0.027221888, 0.027509952, 0.005343556, -0.010982376, 0.008447427, -0.0013628948, 0.0036403874, -0.021431835, -0.011068795, -0.011472082, -0.004983478, -0.023995591, -0.010636701, 0.0059016766, 0.015339319, 0.01705329, -0.0071691507, -0.0139494175, 0.0051095053, -0.005167118, -0.008785901, 0.0050554937, 0.0015708398, 0.021114968, 0.02657375, -0.03623824, -0.011075996, 0.024197234, 0.0112488335, -0.024845375, 0.024009993, -0.008231381, -0.0032118948, -0.0037844186, 0.00082907936, -0.02177751, -0.011522492, 0.012703548, -0.006528212, -0.0030390574, -0.0300449, -0.01738456, 0.0004534731, 0.025133437, -0.0148496125, -0.025090227, -0.011644919, 0.0010838344, 0.005145513, -0.020308394, 0.020654067, -0.017528592, 0.0011828559, -0.002848216, 0.012285857, 0.009326017, -0.0037160038, 0.055077516, 0.023174614, 0.006024103, 0.018248748, -0.0026753787, 0.0032713076, -0.0020578452, -0.018983306, 0.035806146, 0.034135383, 0.02205117, -0.0030408578, 0.0071727517, 0.024312459, 0.01747098, 0.01539693, 0.028158091, 0.04142336, -0.0065534175, -0.021964751, 0.00040306218, -0.027625175, -0.048164017, -0.006326569, -0.006434592, 0.021201387, 0.025450306, 0.009650088, -0.019170547, 0.035604503, -0.023448272, 0.024341265, 0.0121562295, -0.0029742434, -0.010694314, 0.0032875112, 0.015771411, 0.0346539, -0.009419638, 0.0023423068, -0.013135642, 0.0015006246, 0.011673725, 0.015958652, 0.01964585, 0.021302208, 0.001243169, -0.0035143602, 0.030678637, 0.035287634, 0.0036277848, -0.026055237, 0.011594508, -0.029555194, 0.03347284, 0.0016428553, -0.0027437937, 0.0043101325, -0.03845632, 0.0061861384, -0.00015989708, 0.021489449, 0.016995676, -0.0023062988, -0.027423533, -0.014359906, -0.010795135, -0.016995676, 0.047415055, -0.026861811, 0.024125218, -0.013042022, 0.009282808, -0.016794033, 0.0075832405, -0.0014358106, -0.0014718184, -0.02787003, 0.0038780388, -0.0076192482, -0.0018102917, 0.029483179, -0.04427518, 0.022670504, 0.0073671937, -0.014496736, -0.007806489, -0.010255018, 0.015137674, -0.011796152, -0.0022576884, 0.019674657, 0.014359906, 0.01160171, -0.015008046, 0.047731925, -0.0049438695, 0.009282808, 0.030707443, -0.012271455, 0.014151061, -0.02491739, 0.015886636, -0.0053147497, -0.021417433, -0.01811912, 0.03995424, 0.012321865, 0.02316021, 0.0065138093, 0.035719726, -0.020308394, 0.007928915, -0.013193254, 0.016837243, -0.014489534, 0.032723878, 0.007046724, -0.0147271855, -0.013106835, 0.010269421, -0.012350672, 0.023030583, -0.0010514274, 0.01095357, 0.007460814, 0.0011864566, 0.02182072, -0.0013430906, 0.008843513, 0.007179953, 0.018896887, -0.0047674314, -0.011666524, -0.027653983, 0.010838345, -0.011227229, -0.014403116, 0.028345332, 0.020639665, 0.023001775, 0.01669321, -0.032983135, -0.021071758, -0.005829661, -0.0073419884, -0.00061258255, 0.013150045, 0.02967042, -0.016304327, -0.024600523, -0.02167669, 0.007089934, 0.029584, 0.058735907, 0.0064453944, 0.0066398364, 0.045283396, -0.019429803, 0.03456748, -0.003971659, -0.030822668, -0.036814366, -0.03476912, -0.0040976866, 0.037505712, 0.016534777, 0.022454457, 0.011868168, -0.0022180798, -0.01474879, 0.004040074, 0.0026195666, -0.0108599495, 0.03669914, 0.011032786, 0.033444036, 0.0036061802, 0.0070143174, 0.0103486385, 0.024254847, 0.0036349862, -0.004954672, 0.028359735, -0.00083493063, 0.01728374, -0.02621367, -0.010852748, -0.0060493085, 0.012847579, 0.008699482, 0.024024397 ]

[ { "id": "2201.11903" } ]

{"authors":"Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letm(...TRUNCATED)

[0.022203146,-0.029076157,0.05764131,-0.038989644,-0.0020184678,-0.016454345,0.018587789,0.035514813(...TRUNCATED)

[ { "id": "2201.11903" } ]

{"authors":"Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letm(...TRUNCATED)

[0.026583716,-0.005369328,0.060263183,-0.054586582,0.006348161,-0.017625334,-0.023504669,0.021806758(...TRUNCATED)

[ { "id": "2201.11903" } ]

{"authors":"Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letm(...TRUNCATED)

[0.034450162,-0.0018265087,0.057512272,-0.047372226,-0.028496135,-0.0047352724,-0.020488098,0.052494(...TRUNCATED)

[ { "id": "2201.11903" } ]

{"authors":"Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letm(...TRUNCATED)

[0.017833233,0.010421157,0.03100534,-0.0016271535,0.007172382,0.0150085315,0.028468272,0.021889593,0(...TRUNCATED)

[ { "id": "2201.11903" } ]

{"authors":"Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letm(...TRUNCATED)

[-0.0022544828,-0.009589273,0.03295251,-0.0022872963,0.024907403,0.0006060853,-0.01689318,0.03051272(...TRUNCATED)

[ { "id": "2201.11903" } ]

{"authors":"Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letm(...TRUNCATED)

[0.014880117,-0.012521074,0.047880795,-0.050058372,-0.012022046,0.01541155,0.008826968,0.034296855,-(...TRUNCATED)