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Mathematical Reasoning

Papers

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Showing 51–100 of 805 papers

TitleStatusHype
MINT-CoT: Enabling Interleaved Visual Tokens in Mathematical Chain-of-Thought ReasoningCode2
Mathematical Reasoning for Unmanned Aerial Vehicles: A RAG-Based Approach for Complex Arithmetic ReasoningCode0
LogicPuzzleRL: Cultivating Robust Mathematical Reasoning in LLMs via Reinforcement LearningCode0
ProRefine: Inference-time Prompt Refinement with Textual Feedback—0
Beyond Accuracy: Dissecting Mathematical Reasoning for LLMs Under Reinforcement Learning—0
Adaptive Graph Pruning for Multi-Agent CommunicationCode0
WebChoreArena: Evaluating Web Browsing Agents on Realistic Tedious Web Tasks—0
The Surprising Effectiveness of Negative Reinforcement in LLM ReasoningCode2
GThinker: Towards General Multimodal Reasoning via Cue-Guided RethinkingCode0
Uni-LoRA: One Vector is All You Need—0
Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-EffectivelyCode0
Evaluation of LLMs for mathematical problem solving—0
Towards Effective Code-Integrated ReasoningCode1
RMoA: Optimizing Mixture-of-Agents through Diversity Maximization and Residual CompensationCode0
R-KV: Redundancy-aware KV Cache Compression for Training-Free Reasoning Models AccelerationCode5
Harnessing Negative Signals: Reinforcement Distillation from Teacher Data for LLM ReasoningCode1
The Hallucination Dilemma: Factuality-Aware Reinforcement Learning for Large Reasoning ModelsCode1
Unifying Language Agent Algorithms with Graph-based Orchestration Engine for Reproducible Agent ResearchCode1
Scaling up the think-aloud methodCode0
On-Policy RL with Optimal Reward BaselineCode0
DeepTheorem: Advancing LLM Reasoning for Theorem Proving Through Natural Language and Reinforcement LearningCode1
Discriminative Policy Optimization for Token-Level Reward ModelsCode0
Revisiting Multi-Agent Debate as Test-Time Scaling: A Systematic Study of Conditional Effectiveness—0
Let's Reason Formally: Natural-Formal Hybrid Reasoning Enhances LLM's Math Capability—0
Diversity-Aware Policy Optimization for Large Language Model Reasoning—0
Probability-Consistent Preference Optimization for Enhanced LLM ReasoningCode0
MathArena: Evaluating LLMs on Uncontaminated Math CompetitionsCode3
Revisiting Overthinking in Long Chain-of-Thought from the Perspective of Self-Doubt—0
AutoGPS: Automated Geometry Problem Solving via Multimodal Formalization and Deductive Reasoning—0
Decomposing Elements of Problem Solving: What "Math" Does RL Teach?Code0
ChatVLA-2: Vision-Language-Action Model with Open-World Embodied Reasoning from Pretrained KnowledgeCode1
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models—0
Reinforcing General Reasoning without VerifiersCode2
REAL-Prover: Retrieval Augmented Lean Prover for Mathematical ReasoningCode1
Enigmata: Scaling Logical Reasoning in Large Language Models with Synthetic Verifiable Puzzles—0
Error Typing for Smarter Rewards: Improving Process Reward Models with Error-Aware Hierarchical SupervisionCode0
Improving Multilingual Math Reasoning for African Languages—0
HS-STAR: Hierarchical Sampling for Self-Taught Reasoners via Difficulty Estimation and Budget Reallocation—0
ActiveDPO: Active Direct Preference Optimization for Sample-Efficient Alignment—0
LIMOPro: Reasoning Refinement for Efficient and Effective Test-time ScalingCode1
AI4Math: A Native Spanish Benchmark for University-Level Mathematical Reasoning in Large Language Models—0
MMATH: A Multilingual Benchmark for Mathematical ReasoningCode0
Universal Reasoner: A Single, Composable Plug-and-Play Reasoner for Frozen LLMsCode1
SituatedThinker: Grounding LLM Reasoning with Real-World through Situated ThinkingCode0
Enumerate-Conjecture-Prove: Formally Solving Answer-Construction Problems in Math CompetitionsCode0
LogicCat: A Chain-of-Thought Text-to-SQL Benchmark for Multi-Domain Reasoning ChallengesCode0
Don't Look Only Once: Towards Multimodal Interactive Reasoning with Selective Visual Revisitation—0
Efficient Long CoT Reasoning in Small Language Models—0
Unraveling Misinformation Propagation in LLM ReasoningCode0
PPT: A Process-based Preference Learning Framework for Self Improving Table Question Answering Models—0
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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