Evolving Deeper LLM Thinking
Paper
• 2501.09891 • Published
• 115
LLM
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ProcessBench: Identifying Process Errors in Mathematical Reasoning
Paper • 2412.06559 • Published • 86 -
AceMath: Advancing Frontier Math Reasoning with Post-Training and Reward Modeling
Paper • 2412.15084 • Published • 13 -
The Lessons of Developing Process Reward Models in Mathematical Reasoning
Paper • 2501.07301 • Published • 100 -
rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking
Paper • 2501.04519 • Published • 288 -
BoostStep: Boosting mathematical capability of Large Language Models via improved single-step reasoning
Paper • 2501.03226 • Published • 43 -
System-2 Mathematical Reasoning via Enriched Instruction Tuning
Paper • 2412.16964 • Published • 2 -
URSA: Understanding and Verifying Chain-of-thought Reasoning in Multimodal Mathematics
Paper • 2501.04686 • Published • 53 -
DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Paper • 2402.03300 • Published • 140 -
Reasoning Language Models: A Blueprint
Paper • 2501.11223 • Published • 33 -
Condor: Enhance LLM Alignment with Knowledge-Driven Data Synthesis and Refinement
Paper • 2501.12273 • Published • 14 -
Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models
Paper • 2501.09686 • Published • 41 -
Offline Reinforcement Learning for LLM Multi-Step Reasoning
Paper • 2412.16145 • Published • 38 -
MiniMax-01: Scaling Foundation Models with Lightning Attention
Paper • 2501.08313 • Published • 300 -
Tensor Product Attention Is All You Need
Paper • 2501.06425 • Published • 90 -
Step-KTO: Optimizing Mathematical Reasoning through Stepwise Binary Feedback
Paper • 2501.10799 • Published • 15 -
CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction
Paper • 2502.07316 • Published • 50 -
Goedel-Prover: A Frontier Model for Open-Source Automated Theorem Proving
Paper • 2502.07640 • Published • 9 -
The Stochastic Parrot on LLM's Shoulder: A Summative Assessment of Physical Concept Understanding
Paper • 2502.08946 • Published • 191 -
Logical Reasoning in Large Language Models: A Survey
Paper • 2502.09100 • Published • 24 -
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution
Paper • 2502.18449 • Published • 75 -
BFS-Prover: Scalable Best-First Tree Search for LLM-based Automatic Theorem Proving
Paper • 2502.03438 • Published • 2 -
START: Self-taught Reasoner with Tools
Paper • 2503.04625 • Published • 113 -
Group Sequence Policy Optimization
Paper • 2507.18071 • Published • 317