SOTAVerified

Mathematical Reasoning

Papers

Showing 326350 of 805 papers

TitleStatusHype
Omni-DPO: A Dual-Perspective Paradigm for Dynamic Preference Learning of LLMsCode0
NUMCoT: Numerals and Units of Measurement in Chain-of-Thought Reasoning using Large Language ModelsCode0
NeuralNexus at BEA 2025 Shared Task: Retrieval-Augmented Prompting for Mistake Identification in AI TutorsCode0
Beyond Examples: High-level Automated Reasoning Paradigm in In-Context Learning via MCTSCode0
Not All Votes Count! Programs as Verifiers Improve Self-Consistency of Language Models for Math ReasoningCode0
Discriminative Policy Optimization for Token-Level Reward ModelsCode0
Discovering Hierarchical Latent Capabilities of Language Models via Causal Representation LearningCode0
MultiLingPoT: Enhancing Mathematical Reasoning with Multilingual Program Fine-tuningCode0
KVTuner: Sensitivity-Aware Layer-wise Mixed Precision KV Cache Quantization for Efficient and Nearly Lossless LLM InferenceCode0
Accelerate Parallelizable Reasoning via Parallel Decoding within One SequenceCode0
Multilingual Mathematical Reasoning: Advancing Open-Source LLMs in Hindi and EnglishCode0
MoD: A Distribution-Based Approach for Merging Large Language ModelsCode0
MMATH: A Multilingual Benchmark for Mathematical ReasoningCode0
MindOmni: Unleashing Reasoning Generation in Vision Language Models with RGPOCode0
Compositional Generalization with Tree Stack Memory UnitsCode0
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic CollaborationCode0
Math Word Problem Solving by Generating Linguistic Variants of Problem StatementsCode0
Benchmarking Large Language Models for Math Reasoning TasksCode0
Decomposing Elements of Problem Solving: What "Math" Does RL Teach?Code0
MATHSENSEI: A Tool-Augmented Large Language Model for Mathematical ReasoningCode0
Integrate the Essence and Eliminate the Dross: Fine-Grained Self-Consistency for Free-Form Language GenerationCode0
Instructing Large Language Models to Identify and Ignore Irrelevant ConditionsCode0
Large Language Models for Mathematical AnalysisCode0
An Efficient and Precise Training Data Construction Framework for Process-supervised Reward Model in Mathematical ReasoningCode0
MathScale: Scaling Instruction Tuning for Mathematical ReasoningCode0
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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