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Mathematical Reasoning

Papers

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Showing 151–200 of 805 papers

TitleStatusHype
Unifying Language Agent Algorithms with Graph-based Orchestration Engine for Reproducible Agent ResearchCode1
Harnessing Negative Signals: Reinforcement Distillation from Teacher Data for LLM ReasoningCode1
DeepTheorem: Advancing LLM Reasoning for Theorem Proving Through Natural Language and Reinforcement LearningCode1
ChatVLA-2: Vision-Language-Action Model with Open-World Embodied Reasoning from Pretrained KnowledgeCode1
REAL-Prover: Retrieval Augmented Lean Prover for Mathematical ReasoningCode1
Universal Reasoner: A Single, Composable Plug-and-Play Reasoner for Frozen LLMsCode1
LIMOPro: Reasoning Refinement for Efficient and Effective Test-time ScalingCode1
RaDeR: Reasoning-aware Dense Retrieval ModelsCode1
KTAE: A Model-Free Algorithm to Key-Tokens Advantage Estimation in Mathematical ReasoningCode1
Let's Verify Math Questions Step by StepCode1
Scaling Reasoning, Losing Control: Evaluating Instruction Following in Large Reasoning ModelsCode1
Trust, But Verify: A Self-Verification Approach to Reinforcement Learning with Verifiable RewardsCode1
RealMath: A Continuous Benchmark for Evaluating Language Models on Research-Level MathematicsCode1
Reasoning on a Budget: Miniaturizing DeepSeek R1 with SFT-GRPO Alignment for Instruction-Tuned LLMsCode1
DRA-GRPO: Exploring Diversity-Aware Reward Adjustment for R1-Zero-Like Training of Large Language ModelsCode1
Crosslingual Reasoning through Test-Time ScalingCode1
Rewriting Pre-Training Data Boosts LLM Performance in Math and CodeCode1
Optimizing Chain-of-Thought Reasoners via Gradient Variance Minimization in Rejection Sampling and RLCode1
Benchmarking Multimodal Mathematical Reasoning with Explicit Visual DependencyCode1
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
Teaching Large Language Models to Reason through Learning and ForgettingCode1
A Dual-Space Framework for General Knowledge Distillation of Large Language ModelsCode1
Breaking the Data Barrier -- Building GUI Agents Through Task GeneralizationCode1
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
Alice: Proactive Learning with Teacher's Demonstrations for Weak-to-Strong GeneralizationCode1
Boosting MLLM Reasoning with Text-Debiased Hint-GRPOCode1
R-PRM: Reasoning-Driven Process Reward ModelingCode1
Trajectory Balance with Asynchrony: Decoupling Exploration and Learning for Fast, Scalable LLM Post-TrainingCode1
MathFusion: Enhancing Mathematic Problem-solving of LLM through Instruction FusionCode1
MetaLadder: Ascending Mathematical Solution Quality via Analogical-Problem Reasoning TransferCode1
Enhancing LLM Reasoning with Iterative DPO: A Comprehensive Empirical InvestigationCode1
Implicit Reasoning in Transformers is Reasoning through ShortcutsCode1
PromptCoT: Synthesizing Olympiad-level Problems for Mathematical Reasoning in Large Language ModelsCode1
CoT-UQ: Improving Response-wise Uncertainty Quantification in LLMs with Chain-of-ThoughtCode1
Forgotten Polygons: Multimodal Large Language Models are Shape-BlindCode1
Proving Olympiad Inequalities by Synergizing LLMs and Symbolic ReasoningCode1
AdaptiveStep: Automatically Dividing Reasoning Step through Model ConfidenceCode1
Large Language Models for Multi-Robot Systems: A SurveyCode1
A Probabilistic Inference Approach to Inference-Time Scaling of LLMs using Particle-Based Monte Carlo MethodsCode1
Control LLM: Controlled Evolution for Intelligence Retention in LLMCode1
Open Eyes, Then Reason: Fine-grained Visual Mathematical Understanding in MLLMsCode1
VoxEval: Benchmarking the Knowledge Understanding Capabilities of End-to-End Spoken Language ModelsCode1
Entropy-Regularized Process Reward ModelCode1
Critical Tokens Matter: Token-Level Contrastive Estimation Enhances LLM's Reasoning CapabilityCode1
Training and Evaluating Language Models with Template-based Data GenerationCode1
UTMath: Math Evaluation with Unit Test via Reasoning-to-Coding ThoughtsCode1
Assessing the Creativity of LLMs in Proposing Novel Solutions to Mathematical ProblemsCode1
CoMAT: Chain of Mathematically Annotated Thought Improves Mathematical ReasoningCode1
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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