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Mathematical Reasoning

Papers

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Showing 1–50 of 805 papers

TitleStatusHype
VAR-MATH: Probing True Mathematical Reasoning in Large Language Models via Symbolic Multi-Instance Benchmarks—0
A Survey of Deep Learning for Geometry Problem SolvingCode0
KisMATH: Do LLMs Have Knowledge of Implicit Structures in Mathematical Reasoning?—0
Reasoning or Memorization? Unreliable Results of Reinforcement Learning Due to Data ContaminationCode1
A Practical Two-Stage Recipe for Mathematical LLMs: Maximizing Accuracy with SFT and Efficiency with Reinforcement LearningCode1
Integrating External Tools with Large Language Models to Improve Accuracy—0
Agentic-R1: Distilled Dual-Strategy ReasoningCode0
CoRE: Enhancing Metacognition with Label-free Self-evaluation in LRMs—0
CriticLean: Critic-Guided Reinforcement Learning for Mathematical FormalizationCode1
Skywork-R1V3 Technical ReportCode7
Large Language Models Don't Make Sense of Word Problems. A Scoping Review from a Mathematics Education Perspective—0
Layer Importance for Mathematical Reasoning is Forged in Pre-Training and Invariant after Post-Training—0
Test-time Scaling Techniques in Theoretical Physics -- A Comparison of Methods on the TPBench Dataset—0
Inside you are many wolves: Using cognitive models to interpret value trade-offs in LLMs—0
AdapThink: Adaptive Thinking Preferences for Reasoning Language Model—0
Confucius3-Math: A Lightweight High-Performance Reasoning LLM for Chinese K-12 Mathematics LearningCode2
PhysUniBench: An Undergraduate-Level Physics Reasoning Benchmark for Multimodal Models—0
Towards Advanced Mathematical Reasoning for LLMs via First-Order Logic Theorem Proving—0
Xolver: Multi-Agent Reasoning with Holistic Experience Learning Just Like an Olympiad TeamCode1
Massive Supervised Fine-tuning Experiments Reveal How Data, Layer, and Training Factors Shape LLM Alignment Quality—0
Revisiting Chain-of-Thought Prompting: Zero-shot Can Be Stronger than Few-shot—0
Investigating the interaction of linguistic and mathematical reasoning in language models using multilingual number puzzles—0
A Technical Study into Small Reasoning Language Models—0
Eliciting Reasoning in Language Models with Cognitive Tools—0
LearnAlign: Reasoning Data Selection for Reinforcement Learning in Large Language Models Based on Improved Gradient Alignment—0
Investigating the Potential of Large Language Model-Based Router Multi-Agent Architectures for Foundation Design Automation: A Task Classification and Expert Selection Study—0
Spurious Rewards: Rethinking Training Signals in RLVRCode3
PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models—0
NeuralNexus at BEA 2025 Shared Task: Retrieval-Augmented Prompting for Mistake Identification in AI TutorsCode0
Slimming Down LLMs Without Losing Their Minds—0
Discovering Hierarchical Latent Capabilities of Language Models via Causal Representation LearningCode0
TeleMath: A Benchmark for Large Language Models in Telecom Mathematical Problem Solving—0
Beyond Gold Standards: Epistemic Ensemble of LLM Judges for Formal Mathematical Reasoning—0
RePO: Replay-Enhanced Policy OptimizationCode1
Vision Matters: Simple Visual Perturbations Can Boost Multimodal Math ReasoningCode2
Large Language Models for Design Structure Matrix Optimization—0
Towards Efficient and Effective Alignment of Large Language Models—0
CoRT: Code-integrated Reasoning within ThinkingCode2
Omni-DPO: A Dual-Perspective Paradigm for Dynamic Preference Learning of LLMsCode0
Can A Gamer Train A Mathematical Reasoning Model?Code0
Large Language Models Have Intrinsic Meta-Cognition, but Need a Good Lens—0
VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward MechanismCode0
A Survey on Large Language Models for Mathematical Reasoning—0
WeThink: Toward General-purpose Vision-Language Reasoning via Reinforcement LearningCode1
Temporalizing Confidence: Evaluation of Chain-of-Thought Reasoning with Signal Temporal Logic—0
Can Theoretical Physics Research Benefit from Language Agents?—0
Beyond Accuracy: Dissecting Mathematical Reasoning for LLMs Under Reinforcement Learning—0
Multi-Layer GRPO: Enhancing Reasoning and Self-Correction in Large Language Models—0
ProRefine: Inference-time Prompt Refinement with Textual Feedback—0
LogicPuzzleRL: Cultivating Robust Mathematical Reasoning in LLMs via Reinforcement LearningCode0
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All datasetsAIME24FrontierMathLila (IID)Lila (OOD)PGPS9KAMC23GeoQAMath500UniGeoUniGeo (PRV)

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1XolverAcc94.4—Unverified
2DeepSeek-r1Acc79.8—Unverified
3Openai-o1Acc74.4—Unverified
4Openai-o1-miniAcc70—Unverified
5s1-32BAcc56.7—Unverified
6Search-o1Acc56.7—Unverified
7Openai-o1-previewAcc44.6—Unverified
8Qwen2.5-72B-InstructAcc23.3—Unverified
9Claude3.5-SonnetAcc16—Unverified
#ModelMetricClaimedVerifiedStatus
1o3Accuracy0.25—Unverified
2Gemini 1.5 Pro (002)Accuracy0.02—Unverified
3o1-previewAccuracy0.01—Unverified
4GPT-4oAccuracy0.01—Unverified
5Claude 3.5 SonnetAccuracy0.01—Unverified
6o1-miniAccuracy0.01—Unverified
#ModelMetricClaimedVerifiedStatus
1Codex (Few-Shot, 175B)Accuracy0.6—Unverified
2Bhāskara-P (Fine-tuned, 2.7B)Accuracy0.48—Unverified
3Neo-P (Fine-tuned, 2.7B)Accuracy0.39—Unverified
4GPT-3 (Few-Shot, 175B)Accuracy0.38—Unverified
5Bhāskara-A (Fine-tuned, 2.7B)Accuracy0.25—Unverified
6Neo-A (Fine-tuned, 2.7B)Accuracy0.2—Unverified
#ModelMetricClaimedVerifiedStatus
1Codex (Few-Shot, 175B)Accuracy0.59—Unverified
2Bhāskara-P (Fine-tuned, 2.7B)Accuracy0.45—Unverified
3GPT-3 (Few-Shot, 175B)Accuracy0.38—Unverified
4Bhāskara-A (Fine-tuned, 2.7B)Accuracy0.27—Unverified
5Neo-P (Fine-tuned, 2.7B)Accuracy0.24—Unverified
6Neo-A (Fine-tuned, 2.7B)Accuracy0.18—Unverified
#ModelMetricClaimedVerifiedStatus
1GOLDCompletion accuracy65.8—Unverified
2PGPSNetCompletion accuracy62.7—Unverified
3GAPSCompletion accuracy61.2—Unverified
4Inter-GPSCompletion accuracy59.8—Unverified
5GeoformerCompletion accuracy35.6—Unverified
6NGSCompletion accuracy34.1—Unverified
#ModelMetricClaimedVerifiedStatus
1QWQ-32B-previewAcc82.5—Unverified
2Math-MasterAcc82—Unverified
3Qwen2.5-Math-7B-instructAcc62.5—Unverified
#ModelMetricClaimedVerifiedStatus
1GOLDAccuracy (%)75.2—Unverified
2GAPSAccuracy (%)67.8—Unverified
#ModelMetricClaimedVerifiedStatus
1Search-o1Acc86.4—Unverified
#ModelMetricClaimedVerifiedStatus
1GOLDAccuracy (%)98.5—Unverified
#ModelMetricClaimedVerifiedStatus
1GAPSAccuracy (%)97.5—Unverified