Rethinking RL Scaling for Vision Language Models: A Transparent, From-Scratch Framework and Comprehensive Evaluation Scheme Paper • 2504.02587 • Published 4 days ago • 27
Spider 2.0: Evaluating Language Models on Real-World Enterprise Text-to-SQL Workflows Paper • 2411.07763 • Published Nov 12, 2024
When Attention Sink Emerges in Language Models: An Empirical View Paper • 2410.10781 • Published Oct 14, 2024
Sailor2: Sailing in South-East Asia with Inclusive Multilingual LLMs Paper • 2502.12982 • Published Feb 18 • 16
Predictive Data Selection: The Data That Predicts Is the Data That Teaches Paper • 2503.00808 • Published Mar 2 • 57
SimpleRL-Zoo: Investigating and Taming Zero Reinforcement Learning for Open Base Models in the Wild Paper • 2503.18892 • Published 14 days ago • 28
SkyLadder: Better and Faster Pretraining via Context Window Scheduling Paper • 2503.15450 • Published 19 days ago • 11
SuperGPQA: Scaling LLM Evaluation across 285 Graduate Disciplines Paper • 2502.14739 • Published Feb 20 • 100
Sailor2: Sailing in South-East Asia with Inclusive Multilingual LLMs Paper • 2502.12982 • Published Feb 18 • 16
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning Paper • 2501.12948 • Published Jan 22 • 374
O1 Replication Journey -- Part 3: Inference-time Scaling for Medical Reasoning Paper • 2501.06458 • Published Jan 11 • 32
Diving into Self-Evolving Training for Multimodal Reasoning Paper • 2412.17451 • Published Dec 23, 2024 • 44
Diving into Self-Evolving Training for Multimodal Reasoning Paper • 2412.17451 • Published Dec 23, 2024 • 44
O1 Replication Journey -- Part 2: Surpassing O1-preview through Simple Distillation, Big Progress or Bitter Lesson? Paper • 2411.16489 • Published Nov 25, 2024 • 48