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Mathematical Reasoning

Papers

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Showing 201–250 of 805 papers

TitleStatusHype
Natural Language Reasoning, A SurveyCode1
Process-Driven Autoformalization in Lean 4Code1
Modeling Complex Mathematical Reasoning via Large Language Model based MathAgentCode1
IsarStep: a Benchmark for High-level Mathematical ReasoningCode1
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
MultiMath: Bridging Visual and Mathematical Reasoning for Large Language ModelsCode1
Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human AnnotationsCode1
RealMath: A Continuous Benchmark for Evaluating Language Models on Research-Level MathematicsCode1
Math-PUMA: Progressive Upward Multimodal Alignment to Enhance Mathematical ReasoningCode1
MathFusion: Enhancing Mathematic Problem-solving of LLM through Instruction FusionCode1
Mathematical Capabilities of ChatGPTCode1
MathPrompter: Mathematical Reasoning using Large Language ModelsCode1
Diagram Formalization Enhanced Multi-Modal Geometry Problem SolverCode1
Harnessing Negative Signals: Reinforcement Distillation from Teacher Data for LLM ReasoningCode1
An In-depth Look at Gemini's Language AbilitiesCode1
MathChat: Benchmarking Mathematical Reasoning and Instruction Following in Multi-Turn InteractionsCode1
DeepTheorem: Advancing LLM Reasoning for Theorem Proving Through Natural Language and Reinforcement LearningCode1
OptiBench Meets ReSocratic: Measure and Improve LLMs for Optimization ModelingCode1
A Dual-Space Framework for General Knowledge Distillation of Large Language ModelsCode1
GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical ReasoningCode1
MetaLadder: Ascending Mathematical Solution Quality via Analogical-Problem Reasoning TransferCode1
Open Eyes, Then Reason: Fine-grained Visual Mathematical Understanding in MLLMsCode1
A Neural Network Solves, Explains, and Generates University Math Problems by Program Synthesis and Few-Shot Learning at Human LevelCode1
Crosslingual Reasoning through Test-Time ScalingCode1
CriticLean: Critic-Guided Reinforcement Learning for Mathematical FormalizationCode1
Critical Tokens Matter: Token-Level Contrastive Estimation Enhances LLM's Reasoning CapabilityCode1
A Causal Framework to Quantify the Robustness of Mathematical Reasoning with Language ModelsCode1
MAPO: Advancing Multilingual Reasoning through Multilingual Alignment-as-Preference OptimizationCode1
Auto-Regressive Next-Token Predictors are Universal LearnersCode1
Living in the Moment: Can Large Language Models Grasp Co-Temporal Reasoning?Code1
CoT-UQ: Improving Response-wise Uncertainty Quantification in LLMs with Chain-of-ThoughtCode1
AdaptiveStep: Automatically Dividing Reasoning Step through Model ConfidenceCode1
LIME: Learning Inductive Bias for Primitives of Mathematical ReasoningCode1
A Multi-Modal Neural Geometric Solver with Textual Clauses Parsed from DiagramCode1
Control LLM: Controlled Evolution for Intelligence Retention in LLMCode1
LIMOPro: Reasoning Refinement for Efficient and Effective Test-time ScalingCode1
Ada-Instruct: Adapting Instruction Generators for Complex ReasoningCode1
IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language ReasoningCode1
LogicVista: Multimodal LLM Logical Reasoning Benchmark in Visual ContextsCode1
Learning From Mistakes Makes LLM Better ReasonerCode1
Learning Multi-Step Reasoning by Solving Arithmetic TasksCode1
ConceptMath: A Bilingual Concept-wise Benchmark for Measuring Mathematical Reasoning of Large Language ModelsCode1
Augmenting Math Word Problems via Iterative Question ComposingCode1
Learning From Failure: Integrating Negative Examples when Fine-tuning Large Language Models as AgentsCode1
Learning to Check: Unleashing Potentials for Self-Correction in Large Language ModelsCode1
Large Language Models for Multi-Robot Systems: A SurveyCode1
Let's Verify Math Questions Step by StepCode1
CoMAT: Chain of Mathematically Annotated Thought Improves Mathematical ReasoningCode1
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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