SOTAVerified

Mathematical Reasoning

Papers

Showing 201225 of 805 papers

TitleStatusHype
HARDMath: A Benchmark Dataset for Challenging Problems in Applied MathematicsCode1
GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language ModelsCode1
PACE: Marrying generalization in PArameter-efficient fine-tuning with Consistency rEgularizationCode1
Unlocking Reasoning Potential in Large Langauge Models by Scaling Code-form PlanningCode1
Diagram Formalization Enhanced Multi-Modal Geometry Problem SolverCode1
MultiMath: Bridging Visual and Mathematical Reasoning for Large Language ModelsCode1
Math-PUMA: Progressive Upward Multimodal Alignment to Enhance Mathematical ReasoningCode1
Extend Model Merging from Fine-Tuned to Pre-Trained Large Language Models via Weight DisentanglementCode1
Toward Adaptive Reasoning in Large Language Models with Thought RollbackCode1
OptiBench Meets ReSocratic: Measure and Improve LLMs for Optimization ModelingCode1
LogicVista: Multimodal LLM Logical Reasoning Benchmark in Visual ContextsCode1
DotaMath: Decomposition of Thought with Code Assistance and Self-correction for Mathematical ReasoningCode1
TheoremLlama: Transforming General-Purpose LLMs into Lean4 ExpertsCode1
Step-Controlled DPO: Leveraging Stepwise Error for Enhanced Mathematical ReasoningCode1
H-STAR: LLM-driven Hybrid SQL-Text Adaptive Reasoning on TablesCode1
LLM Critics Help Catch Bugs in Mathematics: Towards a Better Mathematical Verifier with Natural Language FeedbackCode1
Living in the Moment: Can Large Language Models Grasp Co-Temporal Reasoning?Code1
Process-Driven Autoformalization in Lean 4Code1
MathChat: Benchmarking Mathematical Reasoning and Instruction Following in Multi-Turn InteractionsCode1
ReflectionCoder: Learning from Reflection Sequence for Enhanced One-off Code GenerationCode1
STRIDE: A Tool-Assisted LLM Agent Framework for Strategic and Interactive Decision-MakingCode1
VB-LoRA: Extreme Parameter Efficient Fine-Tuning with Vector BanksCode1
JiuZhang3.0: Efficiently Improving Mathematical Reasoning by Training Small Data Synthesis ModelsCode1
Embedding Trajectory for Out-of-Distribution Detection in Mathematical ReasoningCode1
VisionGraph: Leveraging Large Multimodal Models for Graph Theory Problems in Visual ContextCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1XolverAcc94.4Unverified
2DeepSeek-r1Acc79.8Unverified
3Openai-o1Acc74.4Unverified
4Openai-o1-miniAcc70Unverified
5s1-32BAcc56.7Unverified
6Search-o1Acc56.7Unverified
7Openai-o1-previewAcc44.6Unverified
8Qwen2.5-72B-InstructAcc23.3Unverified
9Claude3.5-SonnetAcc16Unverified
#ModelMetricClaimedVerifiedStatus
1o3Accuracy0.25Unverified
2Gemini 1.5 Pro (002)Accuracy0.02Unverified
3o1-previewAccuracy0.01Unverified
4GPT-4oAccuracy0.01Unverified
5Claude 3.5 SonnetAccuracy0.01Unverified
6o1-miniAccuracy0.01Unverified
#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