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Mathematical Reasoning

Papers

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Showing 401–450 of 805 papers

TitleStatusHype
Evaluating Grounded Reasoning by Code-Assisted Large Language Models for Mathematics—0
DeepDistill: Enhancing LLM Reasoning Capabilities via Large-Scale Difficulty-Graded Data Training—0
Parameter-Efficient Checkpoint Merging via Metrics-Weighted Averaging—0
Improving RL Exploration for LLM Reasoning through Retrospective Replay—0
BitNet b1.58 2B4T Technical Report—0
ReTool: Reinforcement Learning for Strategic Tool Use in LLMs—0
Assessment of Evolving Large Language Models in Upper Secondary Mathematics—0
Enhancing Mathematical Reasoning in Large Language Models with Self-Consistency-Based Hallucination Detection—0
Supervised Optimism Correction: Be Confident When LLMs Are Sure—0
Synthetic Data Generation & Multi-Step RL for Reasoning & Tool Use—0
Explain with Visual Keypoints Like a Real Mentor! A Benchmark for Multimodal Solution Explanation—0
Do LLM Evaluators Prefer Themselves for a Reason?Code0
Sample, Don't Search: Rethinking Test-Time Alignment for Language Models—0
LexPam: Legal Procedure Awareness-Guided Mathematical Reasoning—0
LLM Library Learning Fails: A LEGO-Prover Case Study—0
LLM for Complex Reasoning Task: An Exploratory Study in Fermi Problems—0
How Difficulty-Aware Staged Reinforcement Learning Enhances LLMs' Reasoning Capabilities: A Preliminary Experimental Study—0
Brains vs. Bytes: Evaluating LLM Proficiency in Olympiad Mathematics—0
VerifiAgent: a Unified Verification Agent in Language Model ReasoningCode0
GenPRM: Scaling Test-Time Compute of Process Reward Models via Generative Reasoning—0
The Axiom-Based Atlas: A Structural Mapping of Theorems via Foundational Proof Vectors—0
Crossing the Reward Bridge: Expanding RL with Verifiable Rewards Across Diverse Domains—0
SWI: Speaking with Intent in Large Language ModelsCode0
Proof or Bluff? Evaluating LLMs on 2025 USA Math Olympiad—0
Challenging the Boundaries of Reasoning: An Olympiad-Level Math Benchmark for Large Language ModelsCode0
Entropy-Aware Branching for Improved Mathematical Reasoning—0
MATHGLANCE: Multimodal Large Language Models Do Not Know Where to Look in Mathematical Diagrams—0
Accelerate Parallelizable Reasoning via Parallel Decoding within One SequenceCode0
RL-finetuning LLMs from on- and off-policy data with a single algorithm—0
Learning to chain-of-thought with Jensen's evidence lower bound—0
Innate Reasoning is Not Enough: In-Context Learning Enhances Reasoning Large Language Models with Less Overthinking—0
Process or Result? Manipulated Ending Tokens Can Mislead Reasoning LLMs to Ignore the Correct Reasoning Steps—0
CLEAR: Contrasting Textual Feedback with Experts and Amateurs for Reasoning—0
Lost in Cultural Translation: Do LLMs Struggle with Math Across Cultural Contexts?Code0
A Survey on Mathematical Reasoning and Optimization with Large Language ModelsCode0
Temporal Consistency for LLM Reasoning Process Error IdentificationCode0
Mitigating Visual Forgetting via Take-along Visual Conditioning for Multi-modal Long CoT Reasoning—0
Pensez: Less Data, Better Reasoning -- Rethinking French LLM—0
Reliable and Efficient Amortized Model-based Evaluation—0
Evaluating Mathematical Reasoning Across Large Language Models: A Fine-Grained Approach—0
VLRMBench: A Comprehensive and Challenging Benchmark for Vision-Language Reward ModelsCode0
Speculative Decoding for Multi-Sample Inference—0
Pi-GPS: Enhancing Geometry Problem Solving by Unleashing the Power of Diagrammatic Information—0
Better Process Supervision with Bi-directional Rewarding Signals—0
Towards Understanding Multi-Round Large Language Model Reasoning: Approximability, Learnability and Generalizability—0
Process-based Self-Rewarding Language ModelsCode0
An Efficient and Precise Training Data Construction Framework for Process-supervised Reward Model in Mathematical ReasoningCode0
Self-Evolved Preference Optimization for Enhancing Mathematical Reasoning in Small Language Models—0
None of the Above, Less of the Right: Parallel Patterns between Humans and LLMs on Multi-Choice Questions Answering—0
MV-MATH: Evaluating Multimodal Math Reasoning in Multi-Visual Contexts—0
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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
5s1-32BAcc56.7—Unverified
6Search-o1Acc56.7—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
3o1-previewAccuracy0.01—Unverified
4GPT-4oAccuracy0.01—Unverified
5Claude 3.5 SonnetAccuracy0.01—Unverified
6o1-miniAccuracy0.01—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