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Mathematical Reasoning

Papers

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Showing 701–750 of 805 papers

TitleStatusHype
CoinMath: Harnessing the Power of Coding Instruction for Math LLMsCode0
Polymath: A Challenging Multi-modal Mathematical Reasoning BenchmarkCode0
Planning and Editing What You Retrieve for Enhanced Tool LearningCode0
Pride and Prejudice: LLM Amplifies Self-Bias in Self-RefinementCode0
Code Soliloquies for Accurate Calculations in Large Language ModelsCode0
Paraphrase and Solve: Exploring and Exploiting the Impact of Surface Form on Mathematical Reasoning in Large Language ModelsCode0
Overcoming Barriers to Skill Injection in Language Modeling: Case Study in ArithmeticCode0
Omni-DPO: A Dual-Perspective Paradigm for Dynamic Preference Learning of LLMsCode0
Table Question Answering for Low-resourced Indic LanguagesCode0
Evaluating Mathematical Reasoning of Large Language Models: A Focus on Error Identification and CorrectionCode0
NUMCoT: Numerals and Units of Measurement in Chain-of-Thought Reasoning using Large Language ModelsCode0
A Survey on Mathematical Reasoning and Optimization with Large Language ModelsCode0
Challenging the Boundaries of Reasoning: An Olympiad-Level Math Benchmark for Large Language ModelsCode0
Not All Votes Count! Programs as Verifiers Improve Self-Consistency of Language Models for Math ReasoningCode0
NeuralNexus at BEA 2025 Shared Task: Retrieval-Augmented Prompting for Mistake Identification in AI TutorsCode0
Teaching-Inspired Integrated Prompting Framework: A Novel Approach for Enhancing Reasoning in Large Language ModelsCode0
Multilingual Mathematical Reasoning: Advancing Open-Source LLMs in Hindi and EnglishCode0
Reasoning with Transformer-based Models: Deep Learning, but Shallow ReasoningCode0
Error Typing for Smarter Rewards: Improving Process Reward Models with Error-Aware Hierarchical SupervisionCode0
MultiLingPoT: Enhancing Mathematical Reasoning with Multilingual Program Fine-tuningCode0
Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic CollaborationCode0
MoD: A Distribution-Based Approach for Merging Large Language ModelsCode0
MMATH: A Multilingual Benchmark for Mathematical ReasoningCode0
Transformers discover an elementary calculation system exploiting local attention and grid-like problem representationCode0
MindOmni: Unleashing Reasoning Generation in Vision Language Models with RGPOCode0
EquivPruner: Boosting Efficiency and Quality in LLM-Based Search via Action PruningCode0
Techniques to Improve Neural Math Word Problem SolversCode0
CER: Confidence Enhanced Reasoning in LLMsCode0
Compositional Generalization with Tree Stack Memory UnitsCode0
Rethinking Fine-Tuning when Scaling Test-Time Compute: Limiting Confidence Improves Mathematical ReasoningCode0
Template-Driven LLM-Paraphrased Framework for Tabular Math Word Problem GenerationCode0
Temporal Consistency for LLM Reasoning Process Error IdentificationCode0
MC-NEST -- Enhancing Mathematical Reasoning in Large Language Models with a Monte Carlo Nash Equilibrium Self-Refine TreeCode0
Reverse Operation based Data Augmentation for Solving Math Word ProblemsCode0
TRIGO: Benchmarking Formal Mathematical Proof Reduction for Generative Language ModelsCode0
A Survey of Deep Learning for Geometry Problem SolvingCode0
Can LLMs Solve longer Math Word Problems Better?Code0
TUBench: Benchmarking Large Vision-Language Models on Trustworthiness with Unanswerable QuestionsCode0
Enumerate-Conjecture-Prove: Formally Solving Answer-Construction Problems in Math CompetitionsCode0
Can LLMs Master Math? Investigating Large Language Models on Math Stack ExchangeCode0
MCC-KD: Multi-CoT Consistent Knowledge DistillationCode0
Math Word Problem Solving by Generating Linguistic Variants of Problem StatementsCode0
MATHSENSEI: A Tool-Augmented Large Language Model for Mathematical ReasoningCode0
Can A Gamer Train A Mathematical Reasoning Model?Code0
MathScape: Evaluating MLLMs in multimodal Math Scenarios through a Hierarchical BenchmarkCode0
RMoA: Optimizing Mixture-of-Agents through Diversity Maximization and Residual CompensationCode0
Position: AI Evaluation Should Learn from How We Test HumansCode0
RoMath: A Mathematical Reasoning Benchmark in RomanianCode0
MathScale: Scaling Instruction Tuning for Mathematical ReasoningCode0
Mathematical Reasoning in Large Language Models: Assessing Logical and Arithmetic Errors across Wide Numerical RangesCode0
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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