SOTAVerified

Mathematical Reasoning

Papers

Showing 201225 of 805 papers

TitleStatusHype
Living in the Moment: Can Large Language Models Grasp Co-Temporal Reasoning?Code1
LogicVista: Multimodal LLM Logical Reasoning Benchmark in Visual ContextsCode1
Optimizing Chain-of-Thought Reasoners via Gradient Variance Minimization in Rejection Sampling and RLCode1
Enhancing the Geometric Problem-Solving Ability of Multimodal LLMs via Symbolic-Neural IntegrationCode1
Open Eyes, Then Reason: Fine-grained Visual Mathematical Understanding in MLLMsCode1
OVM, Outcome-supervised Value Models for Planning in Mathematical ReasoningCode1
Diagram Formalization Enhanced Multi-Modal Geometry Problem SolverCode1
An In-depth Look at Gemini's Language AbilitiesCode1
HARDMath: A Benchmark Dataset for Challenging Problems in Applied MathematicsCode1
DeepTheorem: Advancing LLM Reasoning for Theorem Proving Through Natural Language and Reinforcement LearningCode1
OptiBench Meets ReSocratic: Measure and Improve LLMs for Optimization ModelingCode1
Harnessing Negative Signals: Reinforcement Distillation from Teacher Data for LLM ReasoningCode1
A Dual-Space Framework for General Knowledge Distillation of Large Language ModelsCode1
Learning Multi-Step Reasoning by Solving Arithmetic TasksCode1
Evaluating Language Models for Mathematics through InteractionsCode1
A Neural Network Solves, Explains, and Generates University Math Problems by Program Synthesis and Few-Shot Learning at Human LevelCode1
GRPO-LEAD: A Difficulty-Aware Reinforcement Learning Approach for Concise Mathematical Reasoning in Language ModelsCode1
MUSTARD: Mastering Uniform Synthesis of Theorem and Proof DataCode1
Natural Language Reasoning, A SurveyCode1
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
Auto-Regressive Next-Token Predictors are Universal LearnersCode1
CoT-UQ: Improving Response-wise Uncertainty Quantification in LLMs with Chain-of-ThoughtCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1XolverAcc94.4Unverified
2DeepSeek-r1Acc79.8Unverified
3Openai-o1Acc74.4Unverified
4Openai-o1-miniAcc70Unverified
5Search-o1Acc56.7Unverified
6s1-32BAcc56.7Unverified
7Openai-o1-previewAcc44.6Unverified
8Qwen2.5-72B-InstructAcc23.3Unverified
9Claude3.5-SonnetAcc16Unverified
#ModelMetricClaimedVerifiedStatus
1o3Accuracy0.25Unverified
2Gemini 1.5 Pro (002)Accuracy0.02Unverified
3GPT-4oAccuracy0.01Unverified
4o1-miniAccuracy0.01Unverified
5o1-previewAccuracy0.01Unverified
6Claude 3.5 SonnetAccuracy0.01Unverified
#ModelMetricClaimedVerifiedStatus
1Codex (Few-Shot, 175B)Accuracy0.6Unverified
2Bhāskara-P (Fine-tuned, 2.7B)Accuracy0.48Unverified
3Neo-P (Fine-tuned, 2.7B)Accuracy0.39Unverified
4GPT-3 (Few-Shot, 175B)Accuracy0.38Unverified
5Bhāskara-A (Fine-tuned, 2.7B)Accuracy0.25Unverified
6Neo-A (Fine-tuned, 2.7B)Accuracy0.2Unverified
#ModelMetricClaimedVerifiedStatus
1Codex (Few-Shot, 175B)Accuracy0.59Unverified
2Bhāskara-P (Fine-tuned, 2.7B)Accuracy0.45Unverified
3GPT-3 (Few-Shot, 175B)Accuracy0.38Unverified
4Bhāskara-A (Fine-tuned, 2.7B)Accuracy0.27Unverified
5Neo-P (Fine-tuned, 2.7B)Accuracy0.24Unverified
6Neo-A (Fine-tuned, 2.7B)Accuracy0.18Unverified
#ModelMetricClaimedVerifiedStatus
1GOLDCompletion accuracy65.8Unverified
2PGPSNetCompletion accuracy62.7Unverified
3GAPSCompletion accuracy61.2Unverified
4Inter-GPSCompletion accuracy59.8Unverified
5GeoformerCompletion accuracy35.6Unverified
6NGSCompletion accuracy34.1Unverified
#ModelMetricClaimedVerifiedStatus
1QWQ-32B-previewAcc82.5Unverified
2Math-MasterAcc82Unverified
3Qwen2.5-Math-7B-instructAcc62.5Unverified
#ModelMetricClaimedVerifiedStatus
1GOLDAccuracy (%)75.2Unverified
2GAPSAccuracy (%)67.8Unverified
#ModelMetricClaimedVerifiedStatus
1Search-o1Acc86.4Unverified
#ModelMetricClaimedVerifiedStatus
1GOLDAccuracy (%)98.5Unverified
#ModelMetricClaimedVerifiedStatus
1GAPSAccuracy (%)97.5Unverified