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Mathematical Reasoning

Papers

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Showing 151–200 of 805 papers

TitleStatusHype
REAL-Prover: Retrieval Augmented Lean Prover for Mathematical ReasoningCode1
Proving Olympiad Inequalities by Synergizing LLMs and Symbolic ReasoningCode1
PromptCoT: Synthesizing Olympiad-level Problems for Mathematical Reasoning in Large Language ModelsCode1
FedCBO: Reaching Group Consensus in Clustered Federated Learning through Consensus-based OptimizationCode1
Question Translation Training for Better Multilingual ReasoningCode1
RePO: Replay-Enhanced Policy OptimizationCode1
Peano: Learning Formal Mathematical ReasoningCode1
Assessing the Creativity of LLMs in Proposing Novel Solutions to Mathematical ProblemsCode1
PACE: Marrying generalization in PArameter-efficient fine-tuning with Consistency rEgularizationCode1
OVM, Outcome-supervised Value Models for Planning in Mathematical ReasoningCode1
Open Eyes, Then Reason: Fine-grained Visual Mathematical Understanding in MLLMsCode1
Optimizing Chain-of-Thought Reasoners via Gradient Variance Minimization in Rejection Sampling and RLCode1
Natural Language Reasoning, A SurveyCode1
Breaking the Data Barrier -- Building GUI Agents Through Task GeneralizationCode1
MUSTARD: Mastering Uniform Synthesis of Theorem and Proof DataCode1
MultiMath: Bridging Visual and Mathematical Reasoning for Large Language ModelsCode1
Are Large Language Models Really Good Logical Reasoners? A Comprehensive Evaluation and BeyondCode1
Benchmarking Multimodal Mathematical Reasoning with Explicit Visual DependencyCode1
Modeling Complex Mathematical Reasoning via Large Language Model based MathAgentCode1
A Reinforcement Learning Environment for Mathematical Reasoning via Program SynthesisCode1
IsarStep: a Benchmark for High-level Mathematical ReasoningCode1
Process-Driven Autoformalization in Lean 4Code1
Boosting MLLM Reasoning with Text-Debiased Hint-GRPOCode1
Echo Chamber: RL Post-training Amplifies Behaviors Learned in PretrainingCode1
MetaLadder: Ascending Mathematical Solution Quality via Analogical-Problem Reasoning TransferCode1
Math-PUMA: Progressive Upward Multimodal Alignment to Enhance Mathematical ReasoningCode1
Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical ReasoningCode1
Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human AnnotationsCode1
MathFusion: Enhancing Mathematic Problem-solving of LLM through Instruction FusionCode1
Mathematical Capabilities of ChatGPTCode1
A Practical Two-Stage Recipe for Mathematical LLMs: Maximizing Accuracy with SFT and Efficiency with Reinforcement LearningCode1
DRA-GRPO: Exploring Diversity-Aware Reward Adjustment for R1-Zero-Like Training of Large Language ModelsCode1
DotaMath: Decomposition of Thought with Code Assistance and Self-correction for Mathematical ReasoningCode1
MathChat: Benchmarking Mathematical Reasoning and Instruction Following in Multi-Turn InteractionsCode1
MathPrompter: Mathematical Reasoning using Large Language ModelsCode1
MAPO: Advancing Multilingual Reasoning through Multilingual Alignment-as-Preference OptimizationCode1
LogicVista: Multimodal LLM Logical Reasoning Benchmark in Visual ContextsCode1
A Probabilistic Inference Approach to Inference-Time Scaling of LLMs using Particle-Based Monte Carlo MethodsCode1
LIMOPro: Reasoning Refinement for Efficient and Effective Test-time ScalingCode1
Living in the Moment: Can Large Language Models Grasp Co-Temporal Reasoning?Code1
Evaluating Language Models for Mathematics through InteractionsCode1
LIME: Learning Inductive Bias for Primitives of Mathematical ReasoningCode1
Masked Thought: Simply Masking Partial Reasoning Steps Can Improve Mathematical Reasoning Learning of Language ModelsCode1
Diagram Formalization Enhanced Multi-Modal Geometry Problem SolverCode1
An In-depth Look at Gemini's Language AbilitiesCode1
Learning to Check: Unleashing Potentials for Self-Correction in Large Language ModelsCode1
Breaking Language Barriers in Multilingual Mathematical Reasoning: Insights and ObservationsCode1
Enhancing LLM Reasoning with Iterative DPO: A Comprehensive Empirical InvestigationCode1
DeepTheorem: Advancing LLM Reasoning for Theorem Proving Through Natural Language and Reinforcement LearningCode1
OptiBench Meets ReSocratic: Measure and Improve LLMs for Optimization ModelingCode1
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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
5Search-o1Acc56.7—Unverified
6s1-32BAcc56.7—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
3GPT-4oAccuracy0.01—Unverified
4o1-miniAccuracy0.01—Unverified
5o1-previewAccuracy0.01—Unverified
6Claude 3.5 SonnetAccuracy0.01—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