README.md

metadata

base_model: BAAI/bge-base-en-v1.5
datasets: []
language: []
library_name: sentence-transformers
pipeline_tag: sentence-similarity
tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - generated_from_trainer
  - dataset_size:9598
  - loss:MultipleNegativesRankingLoss
widget:
  - source_sentence: >-
      Tummy time is recommended from birth to strengthen baby's arms, back and
      neck muscles and prevent the back of his head becoming flat. Jay L.
      Hoecker, M.D, of the Mayo Clinic, says babies should not sleep or be left
      unattended on tummies, but the position will help move them toward
      milestones of rolling and crawling. If your baby does not like lying on
      his tummy, there are ways you can help him learn to enjoy it.

      Comfort

      Make sure baby is nice and comfortable by using a soft surface like a bed
      and a fleecy blanket. Your baby may feel more comfortable on his tummy if
      you take his clothes and diaper off, making sure the room is nice and
      warm. This way he will not have anything pressing into his tummy and the
      feeling of being naked may add to his enjoyment. It is best not to make
      tummy time straight after a feed as his full tummy may not feel
      comfortable. Try to position his arms in front of him as he can eventually
      start to use them to lean on. Don't make tummy time too long to begin
      with; HealthyChildren.org advises that a newborn only needs three to five
      minutes two or three times a day, which can gradually be increased.

      Touching

      Your baby may enjoy the sensation of your fingers running gently down her
      back while she lies on her tummy -- this works better on bare skin. You
      can also stroke her cheeks, tickle her toes and gently massage her hands,
      feet and legs. If she is feeling a bit uncomfortable or unsure, this
      touching may help to put her at ease. Massage will also relax her muscles,
      helping her whole body feel more comfortable.

      Stimulation

      Keep your baby stimulated with lots of visual aids. Dr. Sears says young
      babies like to look at bright colors, stripes and black and white objects,
      so place some of these around your baby to catch his attention. Wave noisy
      toys, such as rattles or scrunchy toys for him to look at, or wiggle your
      fingers in front of him. You could also play some music during tummy time,
      as this sound stimulation may be another way of distracting him from any
      anxiety about this new position.

      Interaction

      Your baby loves listening to your voice, so try reclining beside her and
      singing or talking. You could also place her on a bed and sit on the floor
      so your face is level with hers. Tummy time can also work if you lie on
      your back with baby on her tummy on your tummy. You make a warm and soft
      surface, and she will love being that close to you and looking into your
      face. Another way of introducing tummy time is by laying her across your
      lap on her front.

      References

      Photo Credits

      - BananaStock/BananaStock/Getty Images
    sentences:
      - Why is tummy time recommended for babies from birth?
      - >-
        How many bodies have been recovered from the mass grave found near
        Tomašica, Bosnia and Herzegovina in 2013?
      - >-
        What is considered the "real flower" of Austria according to the
        context?
  - source_sentence: >-
      Interview with Subject Of Thoughts!

      - Details

      - Category: Interviews

      Thanks for this interview for PerfectProg.Com ----Mark Baston
      (interviewer)

      1. When did Subject To Thoughts come to be?

      Well, it's funny how this project came alive. Back in 1999, when I got my
      first keyboard, it really started out as a joke. I thought, I'll write a
      couple of songs and that'll be the end of that, but then things started to
      take a turn. I first started calling the project Symphony of Thoughts, but
      I decided to change it to Subject to Thoughts. The first songs I wrote
      were utter crap, but I was starting to develop a style. It was not until I
      did “The Thought Process” cassette demo (back in 2003) when I realized
      that this was starting to get more serious. Eventually, it has.

      It was not until late 2006 or early 2007 (2 cassette demos & 2 CD's
      already completed) that I realized that I needed to add a vocalist because
      I was getting no where with my singing, so I added Brandon Strader to the
      mix. How me and Brandon started working together is funny. I sent my CD
      “From Emptiness to Beyond” for a review at Ultimate Metal, fortunately,
      Brandon was the reviewer. I guess he liked the music that much thus gave
      it a favorable review. We've been friends ever since.

      2. The style seems quite moody, Who are your influences musically?

      My influences are Dream Theater, My Dying Bride, Katatonia, Anekdoten &
      Enchant. Two other bands that have been a big influence are Type O
      Negative. R.I.P. Pete Steele & Vanden Plas. Even though we sound nothing
      like these bands, I guess that's where the mix of moody & Progressive
      sound comes from.

      3. What do you think of today's mainstream music?

      Crap. Don't listen too it & don't care for it.

      4. What sort of audience are you trying to connect with, be it Prog,
      Ambient, Doom or other?

      Well, I really don't have a specific fan base I'm trying to reach, but I
      guess since our music is in the Progressive genre, that's probably the
      people who will probably take more of an interest in our stuff. However,
      I'm content with any listener who wishes to listen and appreciate what
      we're trying to accomplish. Of course, our music is not for everybody.

      5. You have 2 projects, the other being "Transcend with Time" Is it hard
      to do both of them simultaneously?

      Well, for me not really. I guess that's where my passion for music takes
      over. Of course, sometimes it can get a little hectic writing music for 2
      different genres, but that's why I pace myself and I usually work on
      finishing one album then start working on the next. Since I tend to
      release an album every year for Transcend with Time which is my New
      Age/Ambient project, I usually start by first getting into my “New Age”
      mode. Then I start writing the music around Spring & into Fall. But I
      always go in knowing the direction I want the album to take, so that makes
      my work much easier.

      For Subject to Thoughts which is my/our Progressive Rock/Metal project,
      it's a little different because I have to write both the music & lyrics;
      however, that'll probably change for future releases. Well, musically
      only. I guess getting into my “Prog/Doom” mode is much easier because
      that's the type of music I listen to everyday; however, before anything I
      go in with a plan as to which direction I want the lyrics to go in &
      music. Since we don't release an album every year that makes my job
      easier; however, when this project was still a solo one, I used to release
      an album every year. Brandon however told me to slow down, so I'll try.
      Usually how like doing this is I first write the lyrics then the music.
      For me, writing lyrics is the easy part. I guess because I've been writing
      lyrics since I was about 12.

      So, it sounds like a lot of going back and forth with both projects.
      Sometimes it is, but that's the price of being a musician with multiple
      projects. In the end, I'm content because both projects give me the
      different levels of gratification.

      6. The Culmination was just released on May 5, 2010, what's the album
      about?

      Well, “The Culmination” is the final part to the 4 part conceptual vision
      I started with “From Emptiness to Beyond” back in 2005. “The Culmination”
      is about finding closure to life. Lyrically, this album dealt with a lot
      of personal stuff, but all the albums I've written, are about real-life.
      Musically, it's Dark, Progressive & Melodic.

      7. What would you like Subject to Thoughts to be remembered as?

      Well, even though it's already been 11 years since I started this project,
      I hardly think we'll be remembered. Geez, most people don't even know we
      exist. But that's okay, all that matters to me anyway is that I have (in
      some way) fulfilled my dream of becoming a musician and along the way made
      some good music. But to answer your question, I would like Subject to
      Thoughts to be remembered as a Progressive Rock/Metal band that always
      strived to play original, thought-provoking music and thus creating our
      own unique sound. But we are not going anywhere just yet, we're going to
      continue to make the music we love for as long as we can. I can honestly
      say that probably the best is yet to come (hopefully).

      You can check their website at Updated (Monday, 18 October 2010)
    sentences:
      - What are the ingredients needed to prepare the Simple Calzone recipe?
      - >-
        What are some of the features of the ideal classroom described in the
        context?
      - How did the band Subject to Thoughts add a vocalist to their lineup?
  - source_sentence: "Anthropology Terms Abroad\nFiji Photo Album, Fall 1999\nPage 1\nPage 1 |\nPage 2\n|\nPage 3\n|\nPage 4\n\_\nPhotos upon Arrival, August 1999\nPhoto 1: Rock of Vitawa, Rakiraki\nPhoto 2: Narewa village at rock's base\nPhoto 3: Rakiraki Hotel\nPhoto 4: Carved wooden figure\nPhoto 5: Rakirkaki Hotel rooms and new deck\nPhoto 6: Nakauvadra mountain range\nPhoto 7: Our little house in Rakiraki\nPhoto 8: Some of the kids of Rakiraki\nPhoto 9: Vilimoni (\"Bill\") Dakui, head of our village\nPhoto 10: Bill and his wife Va serve us dinner\nPhoto 11: Bill and Va's house\nPhoto 12: Jeffrey plays with some local kids\nPhoto 13: Jeffrey says, \"Give me that!\"\nPhoto 14: A homestay for Stephanie?\nAfter Two Weeks in the Village\nPhoto 15: Jeffrey and kids play on the computer\nPhoto 16: Jeffrey, Tikiko and his son Ilimo\nPhoto 17: Our kitty \"Fraidee\"\nPhoto 18: Progress on house construction\nPhoto 19: Levi peels a mango\nPhoto 20: Sereima poses with her drawing toy\nAt a Fundraiser in Drana Village\nPhoto 21: Young men at the tanoa bowl\nPhoto 22: Steve and the Tui Navitilevu\nPhoto 23: A village elder\nPhoto 24: Karen and Jeffrey\nSteve's Fortieth Birthday Party\nPhoto 25: Vaseva pets the cat\nPhoto 26: Karen lights the cake\nPhoto 27: Va watches on\nPhoto 28: Steve's small sevusevu\nPhoto 29: Bill poses with the kids\nPhoto 30: Vaseva tastes a balloon\nUpon Students' Arrival in Rakiraki\nPhoto 31: Arrival at the Rakiraki Hotel\nPhoto 32: Michelle and the Tui Navitilevu\nPhoto 33: Vaileka\nPhoto 34: Megan, Stephanie, Apryle\nPhoto 35: Bruce the market vendor\nPhoto 36: Rakiraki Hotel dining room\nPhoto 37: In the buffet line\nPhoto 38: Group shot at dinner\nA Day Off for Snorkeling at Nananu-i ra Island\nPhoto 39: Apryle and Stephanie board\nPhoto 40: Karen and little Va in the boat\nPhoto 41: Wananavu resort from the water\nPhoto 42: The second boat follows\nPhoto 43: Our boat's Indian pilot\nPhoto 44: The second boat passes\nPhoto 45: Backpacker resort on Nananu-i ra\nPhoto 46: Wananavu dining room\nPhoto 47: Wananavu bar tender\nPhoto 48: Wananavu swimming pool\nPhoto 49: Hibiscus flower\nPhoto 50: Jeffrey swimming\nPhoto 51: Emily shows wounded thumb\nPhoto 52: Andy befriends a cat\n\_\nLeaving Students Off, Sept. 11\nPhoto 53: The group in front of the van\nPhoto 54: The group sits on a mat\nPhoto 55: Michelle's house in Navutulevu\nPhoto 56: Steve and Michelle with her \"father\"\nPhoto 57: Michelle's ready to go!\nPhoto 58: Apryle's house in Vitawa\nPhoto 59: Our shoes at the door\nPhoto 60: Apryle poses in her bedroom\nPhoto 61: Apryle with her \"nana\" (mother)\nPhoto 62: Megan and her homestay parents\nPhoto 63: Serving kava in Narewa\nPhoto 64: Stephanie tries out the kava\nPhoto 65: Stephanie's \"bubu\" (grandmother)\nPhoto 66: Stephanie's house in Narewa\nPhoto 67: Andy and Erinn in the van\nPhoto 68: Andy's spokesman Jerry\nPhoto 69: Erinn jokes with a man\nPhoto 70: Steve poses drinking kava\nPhoto 71: Emily and Erinn in Navolau\nPhoto 72: Emily tries the kava\nPhoto 73: Emily's \"tata\" (father)\nPhoto 74: Photo display in Emily's house\nPhoto 75: Erinn and her \"sister\"\nPhoto 76: Erinn's house in Drana\nThe Adi Navuavua Festival, Sept. 24-25\nPhoto 77: Addition on our house\nPhoto 78: Samu and Eremasi\nPhoto 79: Elders behind tanoa\nPhoto 80: Youth as honored guests\nPhoto 81: Elders present their kava\nPhoto 82: Women ready to serve tea\nPhoto 83: Serving the Tui\nPhoto 84: Siteri's foot\nPhoto 85: Karen, Va and Michelle\nPhoto 86: Guest of honor Tom arrives\nPhoto 87: Prayer before the ceremony\nPhoto 88: Presenting the whale's tooth\nPhoto 89: Presenting kava plant\nPhoto 90: Closeup of kava plant\nPhoto 91: Women ready to give mats\nPhoto 92: The offering of mats\nPhoto 93: Stephanie, Erinn and Michelle\nPhoto 94: Women dance the meke\nPhoto 95: Baby powder for meke dancers\nPhoto 96: Escorting Karen the queen\nPhoto 97: Crowning Karen the queen\nPhoto 98: Adi Navuavua Queen\nPhoto 99: Jeffrey tries on the crown\nPhoto 100: Erinn tries on the crown\nGo to\nPage 2 -- Revised: October 2, 1999\nUnion College\nDesigned by Stephen C. Leavitt:\nleavitts@union.edu"
    sentences:
      - What is the role of a Mobility Engineer?
      - Who is the head of the village in Rakiraki according to the photo album?
      - Where are most of BIFI's premises located?
  - source_sentence: >-
      Power plant enters planning process

      The Four Corners region could be facing a hazy future. A massive, new
      coal-fired power plant planned for the region is undergoing review, and
      the public is being asked to comment on the proposal.

      The $2 billion plant would be the third coal-burning plant in the San Juan
      Basin. It would be built on the Navajo Nation roughly 20 miles south of
      Kirtland and has been tagged the Desert Rock Project. It's estimated that
      the plant would generate enough energy for 1.5 million homes.

      "It's a very large plant at 1,500 megawatts," said Dan Randolph of San
      Juan Citizens' Alliance,

      A fourth, smaller plant, named the Mustang Project, is also seeking
      approval to begin construction between Farmington and Grants, N.M.
      Originally, the plant was expected to be operational by next year, but
      there have been delays. Mustang has categorically refused to consider
      alternative and environmentally friendly technologies, yet recently
      received a $20 million subsidy under President Bush's so-called Clear
      Skies Initiative.

      While these plants are not within La Plata County's viewshed, they are
      well within its airshed, according to Randolph. Plus, local air quality is
      already significantly impacted by the two existing power plants in
      northern New Mexico.

      "A good respiratory health study for the basin has not been done at all,"
      Randolph said. "Before we put more smoke up in the air, we should know
      what the impacts already are."

      The Bureau of Indian Affairs has invited the public to submit written
      comments through Dec. 17 on the Desert Rock plant. There is also one
      public hearing planned in the region and it will take place Tuesday, Dec.
      7, at the Farmington Civic Center.

      "At this point, there is only one public meeting scheduled locally,"
      Randolph said. "We're pushing for an additional meeting in Shiprock."

      Randolph concluded that this scoping period is an opportunity for locals
      to raise issues they would like to have addressed during the review
      process. Written comments can be sent through Dec. 17 to: Eloise
      Chicharello, director, Navajo Regional Office, Bureau of Indian Affairs,
      P.O. Box 1060, Gallup, N.M., 87305.

      Buena Vista voters repeal RGI

      One of the poster children for Durango's proposed Responsible Growth
      Initiative has gone away. On Nov. 2, Buena Vista voters repealed an
      initiative that required a popular vote for large annexations. It had been
      in existence for five years and touted as a success story by proponents of
      Durango's similar measure, which was also rejected by voters Nov. 2.

      Buena Vista resident Randy Loback told the Denver Post that easing
      development restrictions was the only way to keep the town from dying.
      Loback noted that residents, "used to be concerned about what's affecting
      them now. I think a lot of people have turned their thoughts to the long
      term. What's good for their kids?"

      In particular, Buena Vista residents were interested in boosting sales tax
      revenues by attracting commercial properties. The Post noted that
      residents have realized that the summer tourism economy is not enough for
      Buena Vista.

      "We have young people graduating who have to move because there's very
      little here in terms of finding jobs that can pay for you to live," said
      Mayor Sharyle Solis.

      Public lands "passport" in works

      Bikers, hikers and all users of public lands may have to start carrying a
      "passport" when they recreate. An Ohio congressman has successfully pushed
      a measure through Congress that would require members of the public to
      purchase an "America the Beautiful" pass to recreate on all land managed
      by the Forest Service, Bureau of Land Management, U.S. Fish & Wildlife
      Service, and Bureau of Reclamation.

      Ralph Regula, R-Ohio, succeeded in attaching his bill as a rider to the
      giant Omnibus Appropriations Bill recently enacted in the lame duck
      session of Congress. The bill was never passed by the House and was never
      introduced, given a hearing or voted upon in the Senate. Omnibus bills are
      considered "must pass" legislation because of the potential for a
      government shutdown.

      Regula's bill, HR 3283, allows the federal land management agencies to
      charge access fees for recreational use of public lands by the general
      public. The bill has been highly controversial and is opposed by hundreds
      of organizations, state legislatures, county governments and members of
      the public.

      "This was a victory of pork over principle," said Robert Funkhouser,
      president of the Western Slope No-Fee Coalition. "Ralph Regula is
      responsible for the first tax increase of the Bush administration."

      The Regula bill will go into effect when Fee Demo expires at the beginning
      of fiscal year 2005 unless the new congress acts to derail it. Failure to
      carry the pass will be a criminal offense punishable by up to $5,000
      and/or six months in jail. The America the Beautiful Pass is expected to
      cost between $85 and $100 annually.

      "This is an abuse of position by Congressman Regula" according to
      Funkhouser. "Changing public land policy in the middle of the night via a
      rider is despicable. Once again the congressman has proven to be hostile
      to rural and Western values and will stop at nothing to push his agenda."

      Fugitive pot grower nabbed

      Members of the Southwest Drug Task Force recently concluded a three-year
      investigation with the arrest of former La Plata County resident Edward
      Pole. Pole was arrested on Thursday in Humble, Texas, after evading
      officers since December 2001. Pole was involved with a "sophisticated"
      marijuana cultivation operation located at the La Plata County home of
      Lynn Crandall. Crandall and Pole had been charged in U.S. District Court
      with charges related to conspiracy to manufacture marijuana, conspiracy to
      distribute marijuana and money laundering.

      According to investigators, Pole is believed to have traveled to Canada,
      Panama and Costa Rica after learning about the December 2001 bust. The
      task force was able to locate Pole in Texas after he re-entered the United
      States several months ago.

      The Southwest Drug Task Force is a multi-jurisdictional investigative body
      comprised of the La Plata County Sheriffs Office, Ignacio Police
      Department and the Colorado Bureau of Investigation. The Southwest Drug
      Task Force routinely files criminal cases in both Colorado State Court and
      the U.S. Federal Court System.

      - compiled by Will Sands

      | NEWS | SECOND

      SECTION | OPINION

      | CLASSIFIEDS |

      SEARCH | CONTACT

      US ON

      THE TOWN | ARCHIVES

      Telegraph

      telegraph@dividedskydesign.com

      | NEWS | SECOND

      SECTION | OPINION

      | CLASSIFIEDS |

      SEARCH | CONTACT

      US ON

      THE TOWN | ARCHIVES

      Telegraph

      telegraph@dividedskydesign.com
    sentences:
      - >-
        What were the goals of the Better Buildings Neighborhood Program
        developed by the U.S. Department of Energy?
      - >-
        What is the estimated energy generation capacity of the proposed Desert
        Rock Project power plant?
      - >-
        What is the purpose of the Female Foundry Accelerator Programme by
        Dentsu Aegis Network?
  - source_sentence: >-
      Early this year, there was a buzz on Motorola inviting T-Mobile Moto X
      owners to take part in a soak test for possible future update. Motorola
      seemed skeptical in disclosing facts at that point of time but since Moto
      G was recently upgraded to Android 4.4.2; enthusiasts anticipated the same
      for T-Mobile Moto X. And it turned out to be true.

      News Update

      This T-Mobile version of Moto X is now receiving the upgrade which is a
      file size of 147.6 MB. The Android 4.4.2 is the latest version of KitKat
      that includes all the goodies from the earlier installments, plus a few
      additions. The good news is, Motorola has customized the whole package and
      made a few tweaks into the update. The Software Version bumped to
      161.44.25 and the notable changes are listed as below:

      - It added substantial support for services like printing photos, Google
      Docs, Gmail messages and other such content via Wi-Fi, Bluetooth and
      hosted services such as HP ePrinters and Google Cloud Print.

      - It fixed all the bugs identified during the preliminary runs, including
      the ones that caused a few users to experience short battery life after
      upgrading to KitKat.

      - Another bug that caused delays in synchronizing email services like
      Microsoft Exchange was resolved, thus adding to the convenience of the
      user.

      This is a noteworthy upgrade, considering the fact that bugs and errors
      were fixed. Mobile addicts across the world will rejoice, for they can
      experience the smartness of Android KitKat flawlessly in their devices.
      This is significant development in terms of update.

      This variant is an unlocked GSM device so chances are, you can use it on
      networks of other service providers. In all probability, the update should
      not be affected and the installation should hardly take much time. The
      T-Mobile Moto X Android update is now available for manual download. It is
      accessible in the following sequential way:

      - Click on Settings

      - Click on About Phone

      - Click on System Updates

      - Click on Download

      Recommendations

      For ensuring a successful installation, it is highly recommended to
      install this update with at least 50% battery and a strong connectivity;
      preferably Wi-Fi. Follow the notification message and select download->
      once the download is over, select Install-> Once the installation is over,
      and the phone will automatically restart. This marks the completion of the
      installation process. The phone is now updated to 161.44.25 – This build
      is same as the soak test.

      This upgrade is free in the carrier network and Motorola and Google has
      collaborated for a back up service for those in trouble. In case of
      distress, a user can contact them through the Moto X web interface and
      avail the service. There is still no news on other carrier variants of
      this update but we can safely hope that it will roll out very soon. Though
      the upgrade doesn’t appeal in terms of version number but it is definitely
      significant for users to live with the latest KitKat.
    sentences:
      - What are some of the notable changes in the T-Mobile Moto X update?
      - Who is the editor of "The Routledge Handbook of Tourism Geographies"?
      - >-
        What are the common features of the Quince Hand Lotion as described by
        the reviewers?

SentenceTransformer based on BAAI/bge-base-en-v1.5

This is a sentence-transformers model finetuned from BAAI/bge-base-en-v1.5. It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.

Model Details

Model Description

• Model Type: Sentence Transformer
• Base model: BAAI/bge-base-en-v1.5
• Maximum Sequence Length: 512 tokens
• Output Dimensionality: 768 tokens
• Similarity Function: Cosine Similarity

Model Sources

• Documentation: Sentence Transformers Documentation
• Repository: Sentence Transformers on GitHub
• Hugging Face: Sentence Transformers on Hugging Face

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'max_seq_length': 512, 'do_lower_case': True}) with Transformer model: BertModel 
  (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': True, 'pooling_mode_mean_tokens': False, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
  (2): Normalize()
)

Usage

Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

pip install -U sentence-transformers

Then you can load this model and run inference.

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("aritrasen/bge-base-en-v1.5-finetuned_ragds_v1")
# Run inference
sentences = [
    'Early this year, there was a buzz on Motorola inviting T-Mobile Moto X owners to take part in a soak test for possible future update. Motorola seemed skeptical in disclosing facts at that point of time but since Moto G was recently upgraded to Android 4.4.2; enthusiasts anticipated the same for T-Mobile Moto X. And it turned out to be true.\nNews Update\nThis T-Mobile version of Moto X is now receiving the upgrade which is a file size of 147.6 MB. The Android 4.4.2 is the latest version of KitKat that includes all the goodies from the earlier installments, plus a few additions. The good news is, Motorola has customized the whole package and made a few tweaks into the update. The Software Version bumped to 161.44.25 and the notable changes are listed as below:\n- It added substantial support for services like printing photos, Google Docs, Gmail messages and other such content via Wi-Fi, Bluetooth and hosted services such as HP ePrinters and Google Cloud Print.\n- It fixed all the bugs identified during the preliminary runs, including the ones that caused a few users to experience short battery life after upgrading to KitKat.\n- Another bug that caused delays in synchronizing email services like Microsoft Exchange was resolved, thus adding to the convenience of the user.\nThis is a noteworthy upgrade, considering the fact that bugs and errors were fixed. Mobile addicts across the world will rejoice, for they can experience the smartness of Android KitKat flawlessly in their devices. This is significant development in terms of update.\nThis variant is an unlocked GSM device so chances are, you can use it on networks of other service providers. In all probability, the update should not be affected and the installation should hardly take much time. The T-Mobile Moto X Android update is now available for manual download. It is accessible in the following sequential way:\n- Click on Settings\n- Click on About Phone\n- Click on System Updates\n- Click on Download\nRecommendations\nFor ensuring a successful installation, it is highly recommended to install this update with at least 50% battery and a strong connectivity; preferably Wi-Fi. Follow the notification message and select download-> once the download is over, select Install-> Once the installation is over, and the phone will automatically restart. This marks the completion of the installation process. The phone is now updated to 161.44.25 – This build is same as the soak test.\nThis upgrade is free in the carrier network and Motorola and Google has collaborated for a back up service for those in trouble. In case of distress, a user can contact them through the Moto X web interface and avail the service. There is still no news on other carrier variants of this update but we can safely hope that it will roll out very soon. Though the upgrade doesn’t appeal in terms of version number but it is definitely significant for users to live with the latest KitKat.',
    'What are some of the notable changes in the T-Mobile Moto X update?',
    'Who is the editor of "The Routledge Handbook of Tourism Geographies"?',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

Training Details

Training Dataset

Unnamed Dataset

• Size: 9,598 training samples
• Columns: positive and anchor
• Approximate statistics based on the first 1000 samples:

  	positive	anchor
  type	string	string
  details	min: 172 tokens mean: 467.87 tokens max: 512 tokens	min: 7 tokens mean: 18.68 tokens max: 43 tokens

• Samples:

  positive	anchor
  Caption: Tasmanian berry grower Nic Hansen showing Macau chef Antimo Merone around his property as part of export engagement activities. THE RISE and rise of the Australian strawberry, raspberry and blackberry industries has seen the sectors redouble their international trade focus, with the release of a dedicated export plan to grow their global presence over the next 10 years. Driven by significant grower input, the Berry Export Summary 2028 maps the sectors’ current position, where they want to be, high-opportunity markets and next steps. Hort Innovation trade manager Jenny Van de Meeberg said the value and volume of raspberry and blackberry exports rose by 100 per cent between 2016 and 2017. She said the Australian strawberry industry experienced similar success with an almost 30 per cent rise in export volume and a 26 per cent rise in value to $32.6M over the same period. “Australian berry sectors are in a firm position at the moment,” she said. “Production, adoption of protected substrate cropping, improved genetics and an expanding geographic footprint have all helped put Aussie berries on a positive trajectory. “We are seeing a real transition point. Broad industry interest and a strong commercial appetite for export market development combined with the potential to capitalise on existing trade agreements and build new trade partnerships has created this perfect environment for growth.” High-income countries across Europe, North America and Northern Asia have been identified as having a palate for Australian grown berries with more than 4244 tonnes of fresh berries exported in the last financial year alone. The strategy identified the best short-term prospect markets for the Australian blackberry and raspberry industry as Hong Kong, Singapore, The United Arab Emirates and Canada. The strongest short-term trade options identified for the strawberry sector were Thailand, Malaysia, New Zealand and Macau. The strategy focuses heavily on growing the existing strawberry export market from 4 per cent to at least 8 per cent of national production by volume, in markets with a capacity and willingness to pay a premium for quality fruit. For raspberries and blackberries, the sectors aim to achieve a 5 per cent boost in exports assessed by volume across identified markets by 2021. Tasmanian raspberry exporter Nic Hansen said Australia offers some of the sweetest and most attractive berries in the world, and this combined with our stringent food safety standards across all stages of the supply chain puts growers in a solid position. “We have a great product, we are hungry to expand trade and now with this new plan in place, we have a clear roadmap towards driving growth,” Mr Hansen said. He said it is exciting to see new export market prospects for raspberries: “The more options we have for export the better. Now we just have to get on with the job of ensuring industry has all the tools it needs, such as supporting data and relationship building opportunities, to thrive in new markets.” This project was commissioned by Hort Innovation, and developed by market analysts and research consultants Auspex Strategic Advisory and AgInfinity. Hort Innovation will work now with berry sectors to determine levy-funded activities to support trade. See a summary of the strategy on the Hort Innovation website. For more information on the berry industries, refer to the Horticulture Statistics Handbook and the Strategic Investment Plans for strawberries, raspberries and blackberries. Growers seeking more information should email trade@horticulture.com.au	What is the Berry Export Summary 2028 and what is its purpose?
  RWSN Collaborations Southern Africa Self-supply Study Review of Self-supply and its support services in African countries A lady in Zimbabwe proudly shows off her onions - watered from her self-supply well © 2015 André Olschewski • Skat Project starts: 2015 Project finished: 2016 Collaborators & Partners:. Project Description UNICEF and Skat have collaborated on a). Perspectives Reach and benefits: - Self-supply is practised by millions of rural households in Sub-Sahara Africa as well as in Europe, USA and other areas of the world. - Benefits reported from having access to Self-supply water sources include convenience, less time spent for fetching water and access to more and better quality water. In some areas, Self-supply sources offer important added values such as water for productive use, income generation, family safety and improved food security. - Sustainability of services from Self-supply is high as there is strong ownership by people investing in own sources. - As Self-supply sources are shared sources, many people, including poor and vulnerable households, benefit from investments in Self-supply, often at no costs. This means that Self-supply can be effective in reaching the hard-to-reach. - For millions of people in rural areas of Africa, supported Self-supply will be the most cost effective service delivery model to provide access to safe water. This also includes those parts of the population which actually have poor access as they e.g. cannot afford water from communal supplies. - However, in areas where external support for Self-supply is lacking, only marginal improvements can usually be achieved, and the quality of services is lower than in areas where a dedicated support effort was made. Costs and business model for supported Self-supply - In many rural contexts, supported Self-supply is the most cost effective approach for water service delivery. However, as it is not applicable in all contexts, a blended approach combining communal water supply and supported Self-supply models should be followed. - Based on a Life Cycle Cost (LCC) analysis of different service delivery approaches, the LCC for communal supplies are about 40 US$/capita served in the study countries, whereas the LCC for supported Self-supply is about 10 U$/capita. - In sparsely populated areas, communal supplies (e.g. handpumps) are even more costly (up to 100 U$/capita served) as only few people can be served with one additional unit. Serving all rural people with communal supply is therefore not financially viable. - Considering the applicability of Self-supply technologies, in Zambia and Zimbabwe, the cost saving of following a blended approach using both communal supplies and supported Self-supply is almost 50% of the total LCC for reaching 100% of the population by 2030. These cost savings are equivalent to more than 330 million US$ in Zambia and more than 260 million US$ in Zimbabwe. Support services needed - Supported Self-supply is a service delivery model putting support services in place to improve Self-supply, so it is not about a particular technology. - Supported Self-supply is aligned with the Human Rights to Water and Sanitation, which allows a progressive realisation of the universal access to safe water. However, supported Self-supply is not a way to exempt government from its duties: Government has specific roles to play to ensure that everybody will have access to safe water finally. - To sustain and to take Self-supply to scale there is need for contextualised support as well as long-term engagement, capacity development at all levels, M&E and technical support, reliable funding and learning and sharing. - Interministerial cooperation and champions within government agencies are needed to ensure sustainable embedding and for taking Self-supply further, particularly in remote rural areas. - There is no-one-size-fits-all solution for supported Self-supply – for each programme, it needs a contextualized design and follow-up to achieve desired impact. - Hygiene promotion, including Household Water Treatment and Safe Storage (HWTS), is highly recommended for any non-piped water supply services, including Self-supply water sources. - The huge potential for substantially improving the level of water supply for millions of people in rural areas should be accessed through supported Self-supply. Some countries have endorsed supported Self-supply as service delivery model, such as Zimbabwe or Sierra Leone, and in Ethiopia, Self-supply is now being scaled up at national level. More Information » Review of Self-supply and its support services in African countries: Synthesis Report).	What are some of the benefits reported from having access to Self-supply water sources?
  All Android applications categories Description Coolands for Twitter is a revolutionary twitter client. It has many unique features, gives you the best mobile twitter experience you never imagined before. The first unique feature is Real-Time. You can’t find any refresh button in this app, because you absolutely don’t need to. Every time you open it, you’ll get the latest tweets and while you’re reading, you’ll get incoming tweets in Real-Time. So if your friend mentioned you, you can reply instantly. The second unique feature is Avatar Indicator. Avatar Indicator is small avatars showed on the title bar to indicate that you’ve got new message/tweet/mention. Since it’s real-time, you’ll keep getting incoming tweets while you’re reading your older timeline, Avatar-Indicator will let you know who’s tweet you’ve just got, and decide whether to check it out right away. The third unique feature is Direct Link I think it is obviously the most intuitive and convenient way to open a link. When you want to open a link, just click it in the time line . You can also click a username to open a profile window, click a hash tag to open a search result window. Different kind of links displayed in different colors, you can change it to whatever color you like. The fourth unique feature is Smart Bookmark Have you ever experienced this scenario? When you are reading your home timeline, the app notified you that you’ve got some new tweets, you click “go-to-top” button to read the newest tweets, and then you want to get back to the previous position to continue your reading. How can you do this? In other twitter clients you have to scroll down all the way to find where you were, a lot of time wasted. But in this app, “go-to-top” button will appear when you scrolling up, click it, you can got to top, read the newest tweets. After that when you scrolling down, Smart Bookmark button will appear at the corner. Click it, you can get back to exactly where you were. The fifth unique feature is User Level Notification Notification for all your new tweets is meaningless, if you following more than a few users, you’ll get new tweets all the time. What if you only want to be notified when someone you most care about posted a new tweet? In this app, it’s easy. You can change your friend’s notification setting directly in his/her profile screen. You can also set different notification ringtone for your friends respectively. So when you heard a notification ringtone, you’ll know who he/she is without the need to open your phone. And you can manage all the enabled User-Level-Notification settings in one place. Also has most of the basic twitter client features, like post/delete tweets, retweet, retweet with comment, reply, quote, send/delete direct message, subscribe/unsubscribe lists, follow/unfollow user, multiple accounts support, append picture with your tweets, mention auto complete, recent search auto complete, conversation view. Please give me feedbacks if you have tried it, and I PROMISE to reply all your emails. 1.30-1.36 update: *Ad-Free. *3 times faster when launching and loading older tweets. *Support unlimited accounts rather than 3 accounts. *Support notifications for all accounts rather than only for the current account. *Improved mention suggestion feature. *Use URL link to do RT with comment, so you can comment more characters. *Conversation view, click the orange(you can change the color) username in replied tweet to show conversation view. *Support longer tweet, longer tweet will be converted to a picture automatically. You really should try it out your self. *Refined tweet composing view, to support longer tweet. *Support handle text shared by other app. from 103 reviews Download Coolands for Twitter Free - V1.38 - 298K Sorry ... This app is no longer available. Share this app Screenshots	What are the unique features of the Coolands for Twitter app?

• Loss: MultipleNegativesRankingLoss with these parameters:

  {
      "scale": 20.0,
      "similarity_fct": "cos_sim"
  }
  

Evaluation Dataset

Unnamed Dataset

• Size: 500 evaluation samples
• Columns: positive and anchor
• Approximate statistics based on the first 1000 samples:

  	positive	anchor
  type	string	string
  details	min: 188 tokens mean: 460.02 tokens max: 512 tokens	min: 10 tokens mean: 18.91 tokens max: 39 tokens

• Samples:

  positive	anchor
  Perhaps Not such a Good Idea I have found trying to run a blog is very time-consuming, and there are other calls on my time. I think it has been demonstrated that if enough people are unable to self-moderate, the nuggets of interest are swamped by the rubbish. Sadly I agree with Mark Frank's assessment. I had hoped more thread topics would be proposed nothing has been suggested by anyone for a while. My personal view is that, considering DaveScot's generally perceived blog persona, I have to admit that he hasn't been (on this site) quite the unmitigated disaster predicted. John Davison, on the other hand has conformed perfectly to predictions, which is a shame, but his choice. I am happy to let things run for a while, but would like to hear from anyone who has a suggestion for a thread topic. Post here or in the suggestions thread 23 comments: How about an "ID: show me the research" thread? OK Rich, put some meat on the bones and I'll paste it. Of course I have. I have no respect for you or your cronies from Psnda's Thumb. What did you expect kudos? What do you want another thread for? No one has even attempted to answer my four challenges yet. You know why? I do. It is because they can't, because everything you and your Darwimpian cronies stand for is a myth, an illusion and a hoax. That's why. You might as well close down this flame pit while you are behind as it isn't going anywhere. It is hard to believe isn't it? I love it so! " "How about an "ID: show me the research" thread? " Alan Fox said... OK Rich, put some meat on the bones and I'll paste it. " Why is there no ID research, even on Dembski's blog? Why does ID consist solely of an opinion that some parts of human biology are designed? How would IDers actually prove that some parts of human biology are in fact designed? Expand a bit on the theme, Wonderpants and I'll start a thread if you like. "My personal view is that, considering DaveScot's generally perceived blog persona, I have to admit that he hasn't been (on this site) quite the unmitigated disaster predicted. " At a guess, it's because he can't duck or delete awkward subjects. I note from skimming through the threads though that he's been rather selective as to which ones he posts in, namely the ones that don't pose awkward ID questions. ;-) Well, we can't torture a confession out of him. As Lenny points out frequently, an absence of an answer is in itself an answer. What about a thread from you, entitled " My awkard questions for DaveScot"? I'm not sure how much meat can be put on the bones of a non-existent project, but here's my thought: I would really like to hear about actual research projects that can be / are being done. Without knowing of any that are running currently, I'm not sure if it would be a good thread to start, but maybe you could ask for ideas. It could be a thread dedicated to lab experiments. If X is designed, we will find Y. Here's how we find Y in the lab. Then we watch for the landslide of X and Y that get suggested and, of course, the methods that actually find these things. Why would they start posting it now, though, after years of keeping it secret? JAD: I have no respect for you or your cronies from Psnda's Thumb. Which raises the obvious question of why you hang around in forums like this. Why not submit your work to a technical journal where real scientists will read it? Well, unless and until Wonderpants or Blipey want to expand on it, I have framed a thread along the line suggested. I think a good thread would be "Place A Vote For or Against the Banning of Professor Emeritus John Davison". I invade the ephemeral meaningless world of cyberdom for amusement on the outside chance that I might find a rational mind once in a while, one like johndarius for example. Mostly I encounter mentally impaired ideologues with IQs in the room temperature range or hostile, rabid, certifiably deranged schizophrenic sociopaths like Spravid Dinger. This particular blog seems to be blessed with both varieties. Naturally - I love it so! I'll try and think of something tomorrow. Been watching the footie tonight. Props to France for winning aghainst Spain, Alan. Ah, the World Cup. Something else Mrs Fox and I disagree on. Yes there would have been a few glum faces at work tomorrow. Now if only France can beat Brazil, and England beat Portugal. JAD, you didn't answer my second question: Why not submit your work to a technical journal where real scientists will read it? Why would real scientists want to read the nonsensical ramblings of a pseudoscientist? Give me a shout if you need some "help." Naturally - I love it so! But JAD won't publish in a scientific journal any longer. According to his second post, we can assume that he visits Nature's website "for amusement on the outside chance that [he] might find a rational mind once in a while, one like a [creationist] for example. Mostly [he] encounters mentally impaired [evolutionary biologists] " I can't think of a single great scientist who wouldn't describe himself as a creationist, not one. Can anyone? I love it so! Democritus, Sagan, Darwin, Edison, Feynman, Curie, just to name a handful. Of course, they never managed to publish in Rivista... [snicker] Feynman once described scientific discovery as a religious experience. I agree entirely as I have had the same experience. That anyone could describe Darwin as a scientist is unthinkable. I didn't know that about Curie and tend not to accept it without some documentation. I love it so! What a sad little weasel you are. Feynman was an avowed atheist. Curie was raised Catholic but became an atheist on the death of her mother. Darwin was 100 times the scientist you are. Creationism is all but dead among true scientists; critical inquiry is poison to that superstitious twaddle.	What is the author's personal view on DaveScot's blog persona?
  Age reduction Academic atmosphere Beef tendon bottom Straight buckle low-heel cowhide Lefu shoes Mary Jane shoes Spring and summer Women's shoes 0.73 ins Chaopai shoes Women's Shoes Academic atmosphere Versatile Graffiti Frenulum gym shoes Harajuku leisure time Hip hop jointly skate shoes Air force one Men's shoes Low Gang summer skate shoes student Korean version Versatile leisure time gym shoes female Reflection Little white shoes autumn Clover ozweego Daddy shoes Jackson Yi Same men and women Reflection motion Running shoes EE6999 Retro Britain Square head Frenulum Color matching motion Casual shoes 2021 new pattern Versatile Flat bottom Elastic band Little white shoes female Thick bottom British style Small leather shoes Women's shoes 2021 new pattern Big square head Spring and Autumn Lefu Autumn shoes black Single shoes U.S.A quality goods Jeffrey Campbell temperament crude high-heeled dollskill Buckles Low top shoes female widow quality goods Clover ozweego Black Warrior Dad Running shoes Night Walker Retro Men's Shoes Reflection increase Women's Shoes tide Internet celebrity Daddy shoes female 2021 summer new pattern ventilation comfortable leisure time gym shoes Retro Thick bottom increase Single shoes tide Sao Fen Paris Daddy shoes Three generations combination increase Thick bottom ins tide Single shoes Women's Shoes leisure time motion track3.0 Paris Home B Daddy shoes one three generation triple s Thick bottom increase men and women lovers leisure time motion Fashion shoes Dirty shoes U.S.A quality goods Jeffrey Campbell temperament crude high-heeled dollskill Buckles Low top shoes female widow D1G New products anniversary Graffiti high-heeled shoes Internet celebrity Show Sharp point Fine heel Women's shoes Europe Versatile Retro Women's Shoes 2021 Autumn and winter new pattern Low Gang Single shoes female genuine leather Flat bottom Frenulum Color matching motion Casual shoes male skate shoes tide Little white shoes female Josiny Spring and summer 2021 new pattern Korean version Versatile Leisure fashion ventilation student Flat bottom gym shoes European goods Forrest Gump Daddy shoes female tide 2021 autumn new pattern Small pretty waist gym shoes Frenulum Slope heel Single shoes Women's Shoes tide 【 goods in stock 】 devil sisters Sheep puff Lolita original Halloween Thick bottom Women's Shoes hottie high-heeled Women's Shoes Zhou Yangqing Same 2021 Spring and summer new pattern Thick bottom Shoe of sponge cake motion leisure time lovers P family Daddy shoes female ins tide 20 new pattern Internet celebrity Sharp point Single shoes female high-heeled genuine leather Fine heel Shallow mouth sexy Bridesmaid Women's Shoes Wedding shoes 6cm 10cm	What type of shoes are mentioned as being suitable for both men and women?
  I just started a new blog on my ultralight gear. My gear list in all it's glory is located on: each item of gear, I'm writing an in-depth review for the item and how we have used it. Would love to get feedback and the site and our gear and/or comments from people on how we can fine tune.Currently my wifes pack is 7.5 lbs base weight, and mine is 10.5 lbs.Thanks!-Brett Edited by brettmarl on 09/09/2006 15:59:48 MDT. Brett, Your BLOG looks good.You should put the size of your items where their is one such as pants, shoes, jacket etc. There is a golf like "handicap' for anyone that wears larger then size medium or size 9.5 shoe. Sure.I think you might recheck some of your math. Not sure but some totals look low. Don't trust the posted weightof gear, weigh it yourself if you haven't.Why is your pack list so heavy? I agree, nice looking blog. Bill is right on listing the sizes, other than that....looks great! Brett - nice list, and nice format!(One small typo: it currently says "Cloudburt" for the tent.) Edited by slnsf on 09/09/2006 18:08:48 MDT. Great site with good info. I'm trying to decide between the GoLite Infinity and Jam and I think after reading your blog, that the Jam should be plenty big.I'm interested to see what's in your first aid kit.Also, any issues with the water purification tablets? I currently use a MSR miniworks pump and I'm looking to lighten up... At first I thought you might not be warm enough as I reviewed your North Cascade hike, then I recounted your layers. Very nice site! What I was a little confused about was the opening statement of getting four days of backpacking gear into a pack, yet at the bottom the food for two was estimated for three days. However I now understand that these are not mutually exclusive statements. thanks for the feedback.i fixed the cloudburt typo (thanks), and the 4 vs. 3 days. ai also completed all my gear posts - including the innards of my first aid kit and my experiences with the MicroPUR tabs.the weights listed should be the ones that i weighed myself (unless, i've mis-typed in some areas)bill - you say to check my math with "Why is your pack list so heavy?". not sure what you are refering to here.great idea on including the sizes. You must login to post. MEMBERSHIP IS REQUIRED TO POST: You must be a Forum, Annual or Lifetime Member to post messages in the backpackinglight.com forums. SUBSCRIBE NOW »	What are the base weights of the blogger's and his wife's packs?

• Loss: MultipleNegativesRankingLoss with these parameters:

  {
      "scale": 20.0,
      "similarity_fct": "cos_sim"
  }
  

Training Hyperparameters

Non-Default Hyperparameters

• eval_strategy: steps
• per_device_train_batch_size: 10
• per_device_eval_batch_size: 10
• num_train_epochs: 30
• warmup_ratio: 0.1
• fp16: True
• batch_sampler: no_duplicates

All Hyperparameters

Click to expand

• overwrite_output_dir: False
• do_predict: False
• eval_strategy: steps
• prediction_loss_only: True
• per_device_train_batch_size: 10
• per_device_eval_batch_size: 10
• per_gpu_train_batch_size: None
• per_gpu_eval_batch_size: None
• gradient_accumulation_steps: 1
• eval_accumulation_steps: None
• learning_rate: 5e-05
• weight_decay: 0.0
• adam_beta1: 0.9
• adam_beta2: 0.999
• adam_epsilon: 1e-08
• max_grad_norm: 1.0
• num_train_epochs: 30
• max_steps: -1
• lr_scheduler_type: linear
• lr_scheduler_kwargs: {}
• warmup_ratio: 0.1
• warmup_steps: 0
• log_level: passive
• log_level_replica: warning
• log_on_each_node: True
• logging_nan_inf_filter: True
• save_safetensors: True
• save_on_each_node: False
• save_only_model: False
• restore_callback_states_from_checkpoint: False
• no_cuda: False
• use_cpu: False
• use_mps_device: False
• seed: 42
• data_seed: None
• jit_mode_eval: False
• use_ipex: False
• bf16: False
• fp16: True
• fp16_opt_level: O1
• half_precision_backend: auto
• bf16_full_eval: False
• fp16_full_eval: False
• tf32: None
• local_rank: 0
• ddp_backend: None
• tpu_num_cores: None
• tpu_metrics_debug: False
• debug: []
• dataloader_drop_last: False
• dataloader_num_workers: 0
• dataloader_prefetch_factor: None
• past_index: -1
• disable_tqdm: False
• remove_unused_columns: True
• label_names: None
• load_best_model_at_end: False
• ignore_data_skip: False
• fsdp: []
• fsdp_min_num_params: 0
• fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
• fsdp_transformer_layer_cls_to_wrap: None
• accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
• deepspeed: None
• label_smoothing_factor: 0.0
• optim: adamw_torch
• optim_args: None
• adafactor: False
• group_by_length: False
• length_column_name: length
• ddp_find_unused_parameters: None
• ddp_bucket_cap_mb: None
• ddp_broadcast_buffers: False
• dataloader_pin_memory: True
• dataloader_persistent_workers: False
• skip_memory_metrics: True
• use_legacy_prediction_loop: False
• push_to_hub: False
• resume_from_checkpoint: None
• hub_model_id: None
• hub_strategy: every_save
• hub_private_repo: False
• hub_always_push: False
• gradient_checkpointing: False
• gradient_checkpointing_kwargs: None
• include_inputs_for_metrics: False
• eval_do_concat_batches: True
• fp16_backend: auto
• push_to_hub_model_id: None
• push_to_hub_organization: None
• mp_parameters:
• auto_find_batch_size: False
• full_determinism: False
• torchdynamo: None
• ray_scope: last
• ddp_timeout: 1800
• torch_compile: False
• torch_compile_backend: None
• torch_compile_mode: None
• dispatch_batches: None
• split_batches: None
• include_tokens_per_second: False
• include_num_input_tokens_seen: False
• neftune_noise_alpha: None
• optim_target_modules: None
• batch_eval_metrics: False
• eval_on_start: False
• batch_sampler: no_duplicates
• multi_dataset_batch_sampler: proportional

Training Logs

Click to expand

Epoch	Step	Training Loss	loss
0.0521	50	0.1346	-
0.1042	100	0.1325	0.0550
0.1562	150	0.0818	-
0.2083	200	0.0806	0.0297
0.2604	250	0.065	-
0.3125	300	0.0605	0.0190
0.3646	350	0.0618	-
0.4167	400	0.0609	0.0158
0.4688	450	0.0491	-
0.5208	500	0.0371	0.0137
0.5729	550	0.0435	-
0.625	600	0.0349	0.0144
0.6771	650	0.0459	-
0.7292	700	0.0507	0.0127
0.7812	750	0.028	-
0.8333	800	0.0197	0.0120
0.8854	850	0.0517	-
0.9375	900	0.0412	0.0145
0.9896	950	0.0326	-
1.0417	1000	0.033	0.0122
1.0938	1050	0.0204	-
1.1458	1100	0.0282	0.0105
1.1979	1150	0.0342	-
1.25	1200	0.0217	0.0131
1.3021	1250	0.017	-
1.3542	1300	0.0229	0.0119
1.4062	1350	0.0276	-
1.4583	1400	0.0164	0.0144
1.5104	1450	0.015	-
1.5625	1500	0.0093	0.0115
1.6146	1550	0.0116	-
1.6667	1600	0.0087	0.0127
1.7188	1650	0.0161	-
1.7708	1700	0.0041	0.0126
1.8229	1750	0.0059	-
1.875	1800	0.0155	0.0116
1.9271	1850	0.0048	-
1.9792	1900	0.0054	0.0194
2.0312	1950	0.005	-
2.0833	2000	0.0067	0.0141
2.1354	2050	0.0031	-
2.1875	2100	0.0064	0.0149
2.2396	2150	0.0021	-
2.2917	2200	0.0028	0.0212
2.3438	2250	0.0026	-
2.3958	2300	0.0027	0.0153
2.4479	2350	0.0023	-
2.5	2400	0.0018	0.0215
2.5521	2450	0.0018	-
2.6042	2500	0.0027	0.0214
2.6562	2550	0.0024	-
2.7083	2600	0.0019	0.0155
2.7604	2650	0.0015	-
2.8125	2700	0.0017	0.0123
2.8646	2750	0.0047	-
2.9167	2800	0.0038	0.0176
2.9688	2850	0.0021	-
3.0208	2900	0.0013	0.0150
3.0729	2950	0.001	-
3.125	3000	0.0015	0.0210
3.1771	3050	0.0008	-
3.2292	3100	0.009	0.0229
3.2812	3150	0.0012	-
3.3333	3200	0.0012	0.0215
3.3854	3250	0.0008	-
3.4375	3300	0.0011	0.0225
3.4896	3350	0.001	-
3.5417	3400	0.0006	0.0187
3.5938	3450	0.0006	-
3.6458	3500	0.0005	0.0199
3.6979	3550	0.0008	-
3.75	3600	0.0005	0.0215
3.8021	3650	0.0008	-
3.8542	3700	0.0008	0.0139
3.9062	3750	0.0011	-
3.9583	3800	0.0011	0.0287
4.0104	3850	0.0006	-
4.0625	3900	0.0006	0.0171
4.1146	3950	0.001	-
4.1667	4000	0.001	0.0169
4.2188	4050	0.0006	-
4.2708	4100	0.0006	0.0221
4.3229	4150	0.0006	-
4.375	4200	0.0005	0.0232
4.4271	4250	0.0004	-
4.4792	4300	0.0003	0.0251
4.5312	4350	0.0002	-
4.5833	4400	0.0003	0.0190
4.6354	4450	0.0005	-
4.6875	4500	0.0003	0.0232
4.7396	4550	0.0004	-
4.7917	4600	0.0003	0.0170
4.8438	4650	0.0003	-
4.8958	4700	0.0003	0.0194
4.9479	4750	0.0004	-
5.0	4800	0.0005	0.0305
5.0521	4850	0.0003	-
5.1042	4900	0.0002	0.0213
5.1562	4950	0.0002	-
5.2083	5000	0.0002	0.0201
5.2604	5050	0.0023	-
5.3125	5100	0.0002	0.0230
5.3646	5150	0.0001	-
5.4167	5200	0.0001	0.0237
5.4688	5250	0.0001	-
5.5208	5300	0.0002	0.0244
5.5729	5350	0.0002	-
5.625	5400	0.0001	0.0239
5.6771	5450	0.0001	-
5.7292	5500	0.0001	0.0237
5.7812	5550	0.0001	-
5.8333	5600	0.0001	0.0213
5.8854	5650	0.0001	-
5.9375	5700	0.0001	0.0225
5.9896	5750	0.0001	-
6.0417	5800	0.0001	0.0230
6.0938	5850	0.0001	-
6.1458	5900	0.0001	0.0231
6.1979	5950	0.0001	-
6.25	6000	0.0005	0.0443
6.3021	6050	0.0004	-
6.3542	6100	0.0012	0.0548
6.4062	6150	0.0013	-
6.4583	6200	0.0007	0.0509
6.5104	6250	0.0006	-
6.5625	6300	0.0007	0.0474
6.6146	6350	0.001	-
6.6667	6400	0.0007	0.0326
6.7188	6450	0.0008	-
6.7708	6500	0.0004	0.0275
6.8229	6550	0.0003	-
6.875	6600	0.0009	0.0291
6.9271	6650	0.0011	-
6.9792	6700	0.0024	0.0451
7.0312	6750	0.0008	-
7.0833	6800	0.0005	0.0353
7.1354	6850	0.0005	-
7.1875	6900	0.0012	0.0343
7.2396	6950	0.001	-
7.2917	7000	0.0017	0.0346
7.3438	7050	0.0015	-
7.3958	7100	0.0009	0.0350
7.4479	7150	0.001	-
7.5	7200	0.0009	0.0404
7.5521	7250	0.0015	-
7.6042	7300	0.0017	0.0433
7.6562	7350	0.0026	-
7.7083	7400	0.0004	0.0638
7.7604	7450	0.0009	-
7.8125	7500	0.0004	0.0388
7.8646	7550	0.0005	-
7.9167	7600	0.0006	0.0260
7.9688	7650	0.0004	-
8.0208	7700	0.0006	0.0375
8.0729	7750	0.0004	-
8.125	7800	0.0004	0.0420
8.1771	7850	0.0002	-
8.2292	7900	0.0002	0.0441
8.2812	7950	0.0001	-
8.3333	8000	0.0001	0.0416
8.3854	8050	0.0001	-
8.4375	8100	0.0001	0.0421
8.4896	8150	0.0004	-
8.5417	8200	0.0001	0.0575
8.5938	8250	0.0002	-
8.6458	8300	0.0001	0.0507
8.6979	8350	0.0001	-
8.75	8400	0.0001	0.0451
8.8021	8450	0.0001	-
8.8542	8500	0.0012	0.0387
8.9062	8550	0.0003	-
8.9583	8600	0.0001	0.0386
9.0104	8650	0.0002	-
9.0625	8700	0.0001	0.0393
9.1146	8750	0.0001	-
9.1667	8800	0.0001	0.0379
9.2188	8850	0.0001	-
9.2708	8900	0.0001	0.0348
9.3229	8950	0.0001	-
9.375	9000	0.0001	0.0373
9.4271	9050	0.0001	-
9.4792	9100	0.0001	0.0376
9.5312	9150	0.0001	-
9.5833	9200	0.0001	0.0387
9.6354	9250	0.0	-
9.6875	9300	0.0001	0.0388
9.7396	9350	0.0001	-
9.7917	9400	0.0001	0.0375
9.8438	9450	0.0001	-
9.8958	9500	0.0001	0.0370
9.9479	9550	0.0	-
10.0	9600	0.0	0.0359
10.0521	9650	0.0	-
10.1042	9700	0.0	0.0358
10.1562	9750	0.0	-
10.2083	9800	0.0	0.0368
10.2604	9850	0.0	-
10.3125	9900	0.0	0.0371
10.3646	9950	0.0	-
10.4167	10000	0.0	0.0370
10.4688	10050	0.0	-
10.5208	10100	0.0	0.0376
10.5729	10150	0.0	-
10.625	10200	0.0	0.0380
10.6771	10250	0.0	-
10.7292	10300	0.0	0.0381
10.7812	10350	0.0	-
10.8333	10400	0.0	0.0377
10.8854	10450	0.0	-
10.9375	10500	0.0	0.0376
10.9896	10550	0.0	-
11.0417	10600	0.0	0.0378
11.0938	10650	0.0	-
11.1458	10700	0.0	0.0383
11.1979	10750	0.0	-
11.25	10800	0.0	0.0393
11.3021	10850	0.0	-
11.3542	10900	0.0	0.0394
11.4062	10950	0.0	-
11.4583	11000	0.0	0.0400
11.5104	11050	0.0	-
11.5625	11100	0.0	0.0394
11.6146	11150	0.0	-
11.6667	11200	0.0	0.0393
11.7188	11250	0.0	-
11.7708	11300	0.0	0.0382
11.8229	11350	0.0	-
11.875	11400	0.0	0.0377
11.9271	11450	0.0	-
11.9792	11500	0.0	0.0373
12.0312	11550	0.0	-
12.0833	11600	0.0	0.0372
12.1354	11650	0.0	-
12.1875	11700	0.0	0.0377
12.2396	11750	0.0	-
12.2917	11800	0.0	0.0380
12.3438	11850	0.0	-
12.3958	11900	0.0	0.0381
12.4479	11950	0.0	-
12.5	12000	0.0	0.0388
12.5521	12050	0.0	-
12.6042	12100	0.0	0.0393
12.6562	12150	0.0	-
12.7083	12200	0.0	0.0398
12.7604	12250	0.0	-
12.8125	12300	0.0	0.0384
12.8646	12350	0.0	-
12.9167	12400	0.0	0.0378
12.9688	12450	0.0	-
13.0208	12500	0.0	0.0385
13.0729	12550	0.0	-
13.125	12600	0.0	0.0396
13.1771	12650	0.0	-
13.2292	12700	0.0	0.0391
13.2812	12750	0.0	-
13.3333	12800	0.0	0.0397
13.3854	12850	0.0	-
13.4375	12900	0.0	0.0404
13.4896	12950	0.0	-
13.5417	13000	0.0	0.0406
13.5938	13050	0.0	-
13.6458	13100	0.0	0.0405
13.6979	13150	0.0	-
13.75	13200	0.0	0.0399
13.8021	13250	0.0	-
13.8542	13300	0.0	0.0391
13.9062	13350	0.0	-
13.9583	13400	0.0	0.0389
14.0104	13450	0.0	-
14.0625	13500	0.0	0.0392
14.1146	13550	0.0	-
14.1667	13600	0.0	0.0409
14.2188	13650	0.0	-
14.2708	13700	0.0	0.0409
14.3229	13750	0.0	-
14.375	13800	0.0	0.0418
14.4271	13850	0.0	-
14.4792	13900	0.0	0.0421
14.5312	13950	0.0	-
14.5833	14000	0.0	0.0417
14.6354	14050	0.0	-
14.6875	14100	0.0	0.0427
14.7396	14150	0.0	-
14.7917	14200	0.0	0.0421
14.8438	14250	0.0	-
14.8958	14300	0.0	0.0415
14.9479	14350	0.0	-
15.0	14400	0.0	0.0421
15.0521	14450	0.0	-
15.1042	14500	0.0	0.0431
15.1562	14550	0.0	-
15.2083	14600	0.0	0.0436
15.2604	14650	0.0	-
15.3125	14700	0.0	0.0445
15.3646	14750	0.0	-
15.4167	14800	0.0	0.0443
15.4688	14850	0.0	-
15.5208	14900	0.0	0.0448
15.5729	14950	0.0	-
15.625	15000	0.0	0.0446
15.6771	15050	0.0	-
15.7292	15100	0.0	0.0446
15.7812	15150	0.0	-
15.8333	15200	0.0	0.0436
15.8854	15250	0.0	-
15.9375	15300	0.0	0.0437
15.9896	15350	0.0	-
16.0417	15400	0.0	0.0438
16.0938	15450	0.0	-
16.1458	15500	0.0	0.0454
16.1979	15550	0.0	-
16.25	15600	0.0	0.0457
16.3021	15650	0.0	-
16.3542	15700	0.0	0.0461
16.4062	15750	0.0	-
16.4583	15800	0.0	0.0458
16.5104	15850	0.0	-
16.5625	15900	0.0	0.0462
16.6146	15950	0.0	-
16.6667	16000	0.0	0.0466
16.7188	16050	0.0	-
16.7708	16100	0.0	0.0461
16.8229	16150	0.0	-
16.875	16200	0.0	0.0458
16.9271	16250	0.0	-
16.9792	16300	0.0	0.0458
17.0312	16350	0.0	-
17.0833	16400	0.0	0.0475
17.1354	16450	0.0	-
17.1875	16500	0.0	0.0475
17.2396	16550	0.0	-
17.2917	16600	0.0	0.0487
17.3438	16650	0.0	-
17.3958	16700	0.0	0.0501
17.4479	16750	0.0	-
17.5	16800	0.0	0.0507
17.5521	16850	0.0	-
17.6042	16900	0.0	0.0496
17.6562	16950	0.0	-
17.7083	17000	0.0	0.0493
17.7604	17050	0.0	-
17.8125	17100	0.0	0.0482
17.8646	17150	0.0	-
17.9167	17200	0.0	0.0494
17.9688	17250	0.0	-
18.0208	17300	0.0	0.0488
18.0729	17350	0.0	-
18.125	17400	0.0	0.0503
18.1771	17450	0.0	-
18.2292	17500	0.0	0.0504
18.2812	17550	0.0	-
18.3333	17600	0.0	0.0502
18.3854	17650	0.0	-
18.4375	17700	0.0	0.0496
18.4896	17750	0.0	-
18.5417	17800	0.0	0.0495
18.5938	17850	0.0	-
18.6458	17900	0.0	0.0494
18.6979	17950	0.0	-
18.75	18000	0.0	0.0491
18.8021	18050	0.0	-
18.8542	18100	0.0	0.0462
18.9062	18150	0.0	-
18.9583	18200	0.0	0.0468
19.0104	18250	0.0	-
19.0625	18300	0.0	0.0453
19.1146	18350	0.0	-
19.1667	18400	0.0	0.0481
19.2188	18450	0.0	-
19.2708	18500	0.0	0.0487
19.3229	18550	0.0	-
19.375	18600	0.0	0.0510
19.4271	18650	0.0	-
19.4792	18700	0.0	0.0514
19.5312	18750	0.0	-
19.5833	18800	0.0	0.0518
19.6354	18850	0.0	-
19.6875	18900	0.0	0.0523
19.7396	18950	0.0	-
19.7917	19000	0.0	0.0490
19.8438	19050	0.0	-
19.8958	19100	0.0	0.0493
19.9479	19150	0.0	-
20.0	19200	0.0	0.0488
20.0521	19250	0.0	-
20.1042	19300	0.0	0.0454
20.1562	19350	0.0	-
20.2083	19400	0.0	0.0465
20.2604	19450	0.0	-
20.3125	19500	0.0	0.0494
20.3646	19550	0.0	-
20.4167	19600	0.0	0.0497
20.4688	19650	0.0	-
20.5208	19700	0.0	0.0496
20.5729	19750	0.0	-
20.625	19800	0.0	0.0491
20.6771	19850	0.0	-
20.7292	19900	0.0	0.0491
20.7812	19950	0.0	-
20.8333	20000	0.0	0.0485
20.8854	20050	0.0	-
20.9375	20100	0.0	0.0489
20.9896	20150	0.0	-
21.0417	20200	0.0	0.0496
21.0938	20250	0.0	-
21.1458	20300	0.0	0.0518
21.1979	20350	0.0	-
21.25	20400	0.0	0.0525
21.3021	20450	0.0	-
21.3542	20500	0.0	0.0530
21.4062	20550	0.0	-
21.4583	20600	0.0	0.0511
21.5104	20650	0.0	-
21.5625	20700	0.0	0.0444
21.6146	20750	0.0	-
21.6667	20800	0.0	0.0435
21.7188	20850	0.0	-
21.7708	20900	0.0	0.0439
21.8229	20950	0.0	-
21.875	21000	0.0	0.0446
21.9271	21050	0.0	-
21.9792	21100	0.0	0.0447
22.0312	21150	0.0	-
22.0833	21200	0.0	0.0459
22.1354	21250	0.0	-
22.1875	21300	0.0	0.0482
22.2396	21350	0.0	-
22.2917	21400	0.0	0.0491
22.3438	21450	0.0	-
22.3958	21500	0.0	0.0495
22.4479	21550	0.0	-
22.5	21600	0.0	0.0508
22.5521	21650	0.0	-
22.6042	21700	0.0	0.0504
22.6562	21750	0.0	-
22.7083	21800	0.0	0.0501
22.7604	21850	0.0	-
22.8125	21900	0.0	0.0490
22.8646	21950	0.0	-
22.9167	22000	0.0	0.0487
22.9688	22050	0.0	-
23.0208	22100	0.0	0.0478
23.0729	22150	0.0	-
23.125	22200	0.0	0.0500
23.1771	22250	0.0	-
23.2292	22300	0.0	0.0503
23.2812	22350	0.0	-
23.3333	22400	0.0	0.0510
23.3854	22450	0.0	-
23.4375	22500	0.0	0.0514
23.4896	22550	0.0	-
23.5417	22600	0.0	0.0518
23.5938	22650	0.0	-
23.6458	22700	0.0	0.0521
23.6979	22750	0.0	-
23.75	22800	0.0	0.0529
23.8021	22850	0.0	-
23.8542	22900	0.0	0.0521
23.9062	22950	0.0	-
23.9583	23000	0.0	0.0523
24.0104	23050	0.0	-
24.0625	23100	0.0	0.0516
24.1146	23150	0.0	-
24.1667	23200	0.0	0.0532
24.2188	23250	0.0	-
24.2708	23300	0.0	0.0530
24.3229	23350	0.0	-
24.375	23400	0.0	0.0541
24.4271	23450	0.0	-
24.4792	23500	0.0	0.0543
24.5312	23550	0.0	-
24.5833	23600	0.0	0.0547
24.6354	23650	0.0	-
24.6875	23700	0.0	0.0558
24.7396	23750	0.0	-
24.7917	23800	0.0	0.0549
24.8438	23850	0.0	-
24.8958	23900	0.0	0.0549
24.9479	23950	0.0	-
25.0	24000	0.0	0.0543
25.0521	24050	0.0	-
25.1042	24100	0.0	0.0556
25.1562	24150	0.0	-
25.2083	24200	0.0	0.0572
25.2604	24250	0.0	-
25.3125	24300	0.0	0.0576
25.3646	24350	0.0	-
25.4167	24400	0.0	0.0583
25.4688	24450	0.0	-
25.5208	24500	0.0	0.0574
25.5729	24550	0.0	-
25.625	24600	0.0	0.0581
25.6771	24650	0.0	-
25.7292	24700	0.0	0.0578
25.7812	24750	0.0	-
25.8333	24800	0.0	0.0578
25.8854	24850	0.0	-
25.9375	24900	0.0	0.0576
25.9896	24950	0.0	-
26.0417	25000	0.0	0.0574
26.0938	25050	0.0	-
26.1458	25100	0.0	0.0577
26.1979	25150	0.0	-
26.25	25200	0.0	0.0577
26.3021	25250	0.0	-
26.3542	25300	0.0	0.0582
26.4062	25350	0.0	-
26.4583	25400	0.0	0.0579
26.5104	25450	0.0	-
26.5625	25500	0.0	0.0579
26.6146	25550	0.0	-
26.6667	25600	0.0	0.0577
26.7188	25650	0.0	-
26.7708	25700	0.0	0.0575
26.8229	25750	0.0	-
26.875	25800	0.0	0.0565
26.9271	25850	0.0	-
26.9792	25900	0.0	0.0564
27.0312	25950	0.0	-
27.0833	26000	0.0	0.0570
27.1354	26050	0.0	-
27.1875	26100	0.0	0.0579
27.2396	26150	0.0	-
27.2917	26200	0.0	0.0578
27.3438	26250	0.0	-
27.3958	26300	0.0	0.0577
27.4479	26350	0.0	-
27.5	26400	0.0	0.0583
27.5521	26450	0.0	-
27.6042	26500	0.0	0.0591
27.6562	26550	0.0	-
27.7083	26600	0.0	0.0599
27.7604	26650	0.0	-
27.8125	26700	0.0	0.0596
27.8646	26750	0.0	-
27.9167	26800	0.0	0.0594
27.9688	26850	0.0	-
28.0208	26900	0.0	0.0595
28.0729	26950	0.0	-
28.125	27000	0.0	0.0529
28.1771	27050	0.0	-
28.2292	27100	0.0	0.0537
28.2812	27150	0.0	-
28.3333	27200	0.0	0.0542
28.3854	27250	0.0	-
28.4375	27300	0.0	0.0550
28.4896	27350	0.0	-
28.5417	27400	0.0	0.0555
28.5938	27450	0.0	-
28.6458	27500	0.0	0.0559
28.6979	27550	0.0	-
28.75	27600	0.0	0.0563
28.8021	27650	0.0	-
28.8542	27700	0.0	0.0565
28.9062	27750	0.0	-
28.9583	27800	0.0	0.0565
29.0104	27850	0.0	-
29.0625	27900	0.0	0.0566
29.1146	27950	0.0	-
29.1667	28000	0.0	0.0569
29.2188	28050	0.0	-
29.2708	28100	0.0	0.0569
29.3229	28150	0.0	-
29.375	28200	0.0	0.0572
29.4271	28250	0.0	-
29.4792	28300	0.0	0.0572
29.5312	28350	0.0	-
29.5833	28400	0.0	0.0574
29.6354	28450	0.0	-
29.6875	28500	0.0	0.0576
29.7396	28550	0.0	-
29.7917	28600	0.0	0.0576
29.8438	28650	0.0	-
29.8958	28700	0.0	0.0577
29.9479	28750	0.0	-
30.0	28800	0.0	0.0577

Framework Versions

• Python: 3.10.13
• Sentence Transformers: 3.0.1
• Transformers: 4.42.3
• PyTorch: 2.1.2
• Accelerate: 0.27.0
• Datasets: 2.20.0
• Tokenizers: 0.19.1

Citation

BibTeX

Sentence Transformers

@inproceedings{reimers-2019-sentence-bert,
    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
    author = "Reimers, Nils and Gurevych, Iryna",
    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
    month = "11",
    year = "2019",
    publisher = "Association for Computational Linguistics",
    url = "https://arxiv.org/abs/1908.10084",
}

MultipleNegativesRankingLoss

@misc{henderson2017efficient,
    title={Efficient Natural Language Response Suggestion for Smart Reply}, 
    author={Matthew Henderson and Rami Al-Rfou and Brian Strope and Yun-hsuan Sung and Laszlo Lukacs and Ruiqi Guo and Sanjiv Kumar and Balint Miklos and Ray Kurzweil},
    year={2017},
    eprint={1705.00652},
    archivePrefix={arXiv},
    primaryClass={cs.CL}
}