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Mathematical Reasoning

Papers

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Showing 351–400 of 805 papers

TitleStatusHype
Template-Driven LLM-Paraphrased Framework for Tabular Math Word Problem GenerationCode0
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning—0
Formal Mathematical Reasoning: A New Frontier in AI—0
Offline Reinforcement Learning for LLM Multi-Step ReasoningCode2
What Are Step-Level Reward Models Rewarding? Counterintuitive Findings from MCTS-Boosted Mathematical Reasoning—0
Qwen2.5 Technical ReportCode13
Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative QueryingCode0
Channel Merging: Preserving Specialization for Merged Experts—0
MetaRuleGPT: Recursive Numerical Reasoning of Language Models Trained with Simple Rules—0
MultiLingPoT: Enhancing Mathematical Reasoning with Multilingual Program Fine-tuningCode0
A Survey of Mathematical Reasoning in the Era of Multimodal Large Language Model: Benchmark, Method & Challenges—0
Can Language Models Rival Mathematics Students? Evaluating Mathematical Reasoning through Textual Manipulation and Human Experiments—0
CoinMath: Harnessing the Power of Coding Instruction for Math LLMsCode0
Entropy-Regularized Process Reward ModelCode1
Low-Rank Adaptation with Task-Relevant Feature Enhancement for Fine-tuning Language Models—0
A Graph-Based Synthetic Data Pipeline for Scaling High-Quality Reasoning Instructions—0
Sail into the Headwind: Alignment via Robust Rewards and Dynamic Labels against Reward Hacking—0
SmolTulu: Higher Learning Rate to Batch Size Ratios Can Lead to Better Reasoning in SLMs—0
Optimizing Alignment with Less: Leveraging Data Augmentation for Personalized Evaluation—0
Applications of Positive Unlabeled (PU) and Negative Unlabeled (NU) Learning in Cybersecurity—0
ProcessBench: Identifying Process Errors in Mathematical ReasoningCode2
TACO: Learning Multi-modal Action Models with Synthetic Chains-of-Thought-and-ActionCode2
Neuro-Symbolic Data Generation for Math Reasoning—0
Evolutionary Pre-Prompt Optimization for Mathematical Reasoning—0
Enhancing Mathematical Reasoning in LLMs with Background Operators—0
Training-Free Mitigation of Language Reasoning Degradation After Multimodal Instruction Tuning—0
Improving Physics Reasoning in Large Language Models Using Mixture of Refinement Agents—0
Initialization using Update Approximation is a Silver Bullet for Extremely Efficient Low-Rank Fine-TuningCode2
Critical Tokens Matter: Token-Level Contrastive Estimation Enhances LLM's Reasoning CapabilityCode1
MATATA: Weakly Supervised End-to-End MAthematical Tool-Augmented Reasoning for Tabular Applications—0
Mars-PO: Multi-Agent Reasoning System Preference Optimization—0
Training and Evaluating Language Models with Template-based Data GenerationCode1
Beyond Examples: High-level Automated Reasoning Paradigm in In-Context Learning via MCTSCode0
Preference Optimization for Reasoning with Pseudo FeedbackCode2
O1 Replication Journey -- Part 2: Surpassing O1-preview through Simple Distillation, Big Progress or Bitter Lesson?Code7
Enhancing LLM Reasoning via Critique Models with Test-Time and Training-Time Supervision—0
MC-NEST -- Enhancing Mathematical Reasoning in Large Language Models with a Monte Carlo Nash Equilibrium Self-Refine TreeCode0
Improving Mathematical Reasoning Capabilities of Small Language Models via Feedback-Driven Distillation—0
Procedural Knowledge in Pretraining Drives Reasoning in Large Language Models—0
Large Language Models for Combinatorial Optimization of Design Structure Matrix—0
AtomThink: A Slow Thinking Framework for Multimodal Mathematical ReasoningCode2
Enhancing LLM Reasoning with Reward-guided Tree SearchCode2
PSPO*: An Effective Process-supervised Policy Optimization for Reasoning AlignmentCode0
Lynx: Enabling Efficient MoE Inference through Dynamic Batch-Aware Expert Selection—0
UTMath: Math Evaluation with Unit Test via Reasoning-to-Coding ThoughtsCode1
Gap-Filling Prompting Enhances Code-Assisted Mathematical ReasoningCode0
Kwai-STaR: Transform LLMs into State-Transition Reasoners—0
Benchmarking Large Language Models with Integer Sequence Generation Tasks—0
FrontierMath: A Benchmark for Evaluating Advanced Mathematical Reasoning in AI—0
MoD: A Distribution-Based Approach for Merging Large Language ModelsCode0
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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