SOTAVerified

Mathematical Reasoning

Papers

Showing 526550 of 805 papers

TitleStatusHype
H-STAR: LLM-driven Hybrid SQL-Text Adaptive Reasoning on TablesCode1
LLMs-as-Instructors: Learning from Errors Toward Automating Model Improvement0
LiteSearch: Efficacious Tree Search for LLM0
The Qiyas Benchmark: Measuring ChatGPT Mathematical and Language Understanding in Arabic0
Applying RLAIF for Code Generation with API-usage in Lightweight LLMs0
Step-DPO: Step-wise Preference Optimization for Long-chain Reasoning of LLMsCode3
MathOdyssey: Benchmarking Mathematical Problem-Solving Skills in Large Language Models Using Odyssey Math DataCode2
Math-LLaVA: Bootstrapping Mathematical Reasoning for Multimodal Large Language ModelsCode2
Anomaly Detection of Tabular Data Using LLMs0
Losing Visual Needles in Image Haystacks: Vision Language Models are Easily Distracted in Short and Long Contexts0
Evaluating Large Vision-and-Language Models on Children's Mathematical Olympiads0
LLM Critics Help Catch Bugs in Mathematics: Towards a Better Mathematical Verifier with Natural Language FeedbackCode1
Mathador-LM: A Dynamic Benchmark for Mathematical Reasoning on Large Language ModelsCode0
Learn Beyond The Answer: Training Language Models with Reflection for Mathematical ReasoningCode2
DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code IntelligenceCode9
CodeGemma: Open Code Models Based on Gemma0
Step-level Value Preference Optimization for Mathematical ReasoningCode3
Exposing the Achilles' Heel: Evaluating LLMs Ability to Handle Mistakes in Mathematical Reasoning0
MMLU-SR: A Benchmark for Stress-Testing Reasoning Capability of Large Language Models0
Living in the Moment: Can Large Language Models Grasp Co-Temporal Reasoning?Code1
ME-Switch: A Memory-Efficient Expert Switching Framework for Large Language Models0
Accessing GPT-4 level Mathematical Olympiad Solutions via Monte Carlo Tree Self-refine with LLaMa-3 8BCode5
Flow of Reasoning:Training LLMs for Divergent Problem Solving with Minimal ExamplesCode2
LLMs Are Not Intelligent Thinkers: Introducing Mathematical Topic Tree Benchmark for Comprehensive Evaluation of LLMsCode0
Robustness Assessment of Mathematical Reasoning in the Presence of Missing and Contradictory Conditions0
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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