GaLore: Memory-Efficient LLM Training by Gradient Low-Rank Projection Paper • 2403.03507 • Published Mar 6 • 182
LlamaFactory: Unified Efficient Fine-Tuning of 100+ Language Models Paper • 2403.13372 • Published Mar 20 • 62
LongRoPE: Extending LLM Context Window Beyond 2 Million Tokens Paper • 2402.13753 • Published Feb 21 • 111
MiniCPM: Unveiling the Potential of Small Language Models with Scalable Training Strategies Paper • 2404.06395 • Published Apr 9 • 21
ORPO: Monolithic Preference Optimization without Reference Model Paper • 2403.07691 • Published Mar 12 • 62
Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone Paper • 2404.14219 • Published Apr 22 • 251
The Instruction Hierarchy: Training LLMs to Prioritize Privileged Instructions Paper • 2404.13208 • Published Apr 19 • 38
Simple and Scalable Strategies to Continually Pre-train Large Language Models Paper • 2403.08763 • Published Mar 13 • 48
MoRA: High-Rank Updating for Parameter-Efficient Fine-Tuning Paper • 2405.12130 • Published May 20 • 45
SimPO: Simple Preference Optimization with a Reference-Free Reward Paper • 2405.14734 • Published May 23 • 10
DialSim: A Real-Time Simulator for Evaluating Long-Term Dialogue Understanding of Conversational Agents Paper • 2406.13144 • Published Jun 19 • 11
Improving Text Embeddings with Large Language Models Paper • 2401.00368 • Published Dec 31, 2023 • 79
LLM2Vec: Large Language Models Are Secretly Powerful Text Encoders Paper • 2404.05961 • Published Apr 9 • 64
SeaLLMs 3: Open Foundation and Chat Multilingual Large Language Models for Southeast Asian Languages Paper • 2407.19672 • Published Jul 29 • 54
Self-Training with Direct Preference Optimization Improves Chain-of-Thought Reasoning Paper • 2407.18248 • Published Jul 25 • 30
Meta-Rewarding Language Models: Self-Improving Alignment with LLM-as-a-Meta-Judge Paper • 2407.19594 • Published Jul 28 • 19
Gemma 2: Improving Open Language Models at a Practical Size Paper • 2408.00118 • Published Jul 31 • 73
LongWriter: Unleashing 10,000+ Word Generation from Long Context LLMs Paper • 2408.07055 • Published Aug 13 • 65
DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search Paper • 2408.08152 • Published Aug 15 • 51
Controllable Text Generation for Large Language Models: A Survey Paper • 2408.12599 • Published Aug 22 • 62
Training Language Models to Self-Correct via Reinforcement Learning Paper • 2409.12917 • Published Sep 19 • 134
Addition is All You Need for Energy-efficient Language Models Paper • 2410.00907 • Published Oct 1 • 143