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TitleStatusHype
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language ModelsCode2
Critique Fine-Tuning: Learning to Critique is More Effective than Learning to ImitateCode2
Advancing Language Model Reasoning through Reinforcement Learning and Inference ScalingCode2
URSA: Understanding and Verifying Chain-of-thought Reasoning in Multimodal MathematicsCode2
Offline Reinforcement Learning for LLM Multi-Step ReasoningCode2
ProcessBench: Identifying Process Errors in Mathematical ReasoningCode2
Preference Optimization for Reasoning with Pseudo FeedbackCode2
LLaMA-MoE v2: Exploring Sparsity of LLaMA from Perspective of Mixture-of-Experts with Post-TrainingCode2
Enhancing Reasoning Capabilities of LLMs via Principled Synthetic Logic CorpusCode2
Flaming-hot Initiation with Regular Execution Sampling for Large Language ModelsCode2
Unleashing Reasoning Capability of LLMs via Scalable Question Synthesis from ScratchCode2
A Comparative Study on Reasoning Patterns of OpenAI's o1 ModelCode2
JudgeBench: A Benchmark for Evaluating LLM-based JudgesCode2
Enhancing Multi-Step Reasoning Abilities of Language Models through Direct Q-Function OptimizationCode2
VibeCheck: Discover and Quantify Qualitative Differences in Large Language ModelsCode2
MathCoder2: Better Math Reasoning from Continued Pretraining on Model-translated Mathematical CodeCode2
Omni-MATH: A Universal Olympiad Level Mathematic Benchmark For Large Language ModelsCode2
Steering Large Language Models between Code Execution and Textual ReasoningCode2
VinePPO: Unlocking RL Potential For LLM Reasoning Through Refined Credit AssignmentCode2
Archon: An Architecture Search Framework for Inference-Time TechniquesCode2
Training Language Models to Self-Correct via Reinforcement LearningCode2
Balancing LoRA Performance and Efficiency with Simple Shard SharingCode2
VAE Explainer: Supplement Learning Variational Autoencoders with Interactive VisualizationCode2
CMM-Math: A Chinese Multimodal Math Dataset To Evaluate and Enhance the Mathematics Reasoning of Large Multimodal ModelsCode2
Inference Scaling Laws: An Empirical Analysis of Compute-Optimal Inference for Problem-Solving with Language ModelsCode2
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