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Mathematical Reasoning

Papers

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Showing 151–200 of 805 papers

TitleStatusHype
Scaling Reasoning can Improve Factuality in Large Language ModelsCode0
Group-in-Group Policy Optimization for LLM Agent TrainingCode5
Real-Time Verification of Embodied Reasoning for Generative Skill Acquisition—0
Reasoning on a Budget: Miniaturizing DeepSeek R1 with SFT-GRPO Alignment for Instruction-Tuned LLMsCode1
Are Large Language Models Robust in Understanding Code Against Semantics-Preserving Mutations?—0
MathCoder-VL: Bridging Vision and Code for Enhanced Multimodal Mathematical ReasoningCode3
ComplexFormer: Disruptively Advancing Transformer Inference Ability via Head-Specific Complex Vector AttentionCode0
DRA-GRPO: Exploring Diversity-Aware Reward Adjustment for R1-Zero-Like Training of Large Language ModelsCode1
Qwen3 Technical ReportCode13
Agent-as-a-Service based on Agent Network—0
Learning Like Humans: Advancing LLM Reasoning Capabilities via Adaptive Difficulty Curriculum Learning and Expert-Guided Self-Reformulation—0
Agent RL Scaling Law: Agent RL with Spontaneous Code Execution for Mathematical Problem SolvingCode2
Assessing Robustness to Spurious Correlations in Post-Training Language Models—0
Crosslingual Reasoning through Test-Time ScalingCode1
Knowledge Augmented Complex Problem Solving with Large Language Models: A Survey—0
Absolute Zero: Reinforced Self-play Reasoning with Zero DataCode11
Optimizing Chain-of-Thought Reasoners via Gradient Variance Minimization in Rejection Sampling and RLCode1
FormalMATH: Benchmarking Formal Mathematical Reasoning of Large Language ModelsCode2
Rewriting Pre-Training Data Boosts LLM Performance in Math and CodeCode1
DeepSeek-Prover-V2: Advancing Formal Mathematical Reasoning via Reinforcement Learning for Subgoal DecompositionCode5
RV-Syn: Rational and Verifiable Mathematical Reasoning Data Synthesis based on Structured Function Library—0
Reinforcement Learning for Reasoning in Large Language Models with One Training ExampleCode3
Beyond the Last Answer: Your Reasoning Trace Uncovers More than You ThinkCode0
Agentic Reasoning and Tool Integration for LLMs via Reinforcement Learning—0
Toward Evaluative Thinking: Meta Policy Optimization with Evolving Reward ModelsCode0
Accurate and Diverse LLM Mathematical Reasoning via Automated PRM-Guided GFlowNets—0
SPC: Evolving Self-Play Critic via Adversarial Games for LLM Reasoning—0
Hierarchical Attention Generates Better ProofsCode0
PolyMath: Evaluating Mathematical Reasoning in Multilingual Contexts—0
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
Benchmarking Multimodal Mathematical Reasoning with Explicit Visual DependencyCode1
Parameter-Efficient Checkpoint Merging via Metrics-Weighted Averaging—0
AIMO-2 Winning Solution: Building State-of-the-Art Mathematical Reasoning Models with OpenMathReasoning datasetCode4
Improving RL Exploration for LLM Reasoning through Retrospective Replay—0
Enhancing the Geometric Problem-Solving Ability of Multimodal LLMs via Symbolic-Neural IntegrationCode1
Climbing the Ladder of Reasoning: What LLMs Can-and Still Can't-Solve after SFT?Code1
BitNet b1.58 2B4T Technical Report—0
ReTool: Reinforcement Learning for Strategic Tool Use in LLMsCode0
Assessment of Evolving Large Language Models in Upper Secondary Mathematics—0
Teaching Large Language Models to Reason through Learning and ForgettingCode1
A Dual-Space Framework for General Knowledge Distillation of Large Language ModelsCode1
DeepMath-103K: A Large-Scale, Challenging, Decontaminated, and Verifiable Mathematical Dataset for Advancing ReasoningCode3
Two Heads are Better Than One: Test-time Scaling of Multi-agent Collaborative ReasoningCode2
Breaking the Data Barrier -- Building GUI Agents Through Task GeneralizationCode1
Enhancing Mathematical Reasoning in Large Language Models with Self-Consistency-Based Hallucination Detection—0
GRPO-LEAD: A Difficulty-Aware Reinforcement Learning Approach for Concise Mathematical Reasoning in Language ModelsCode1
Echo Chamber: RL Post-training Amplifies Behaviors Learned in PretrainingCode1
Supervised Optimism Correction: Be Confident When LLMs Are Sure—0
Kimi-VL Technical ReportCode5
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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