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Mathematical Reasoning

Papers

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Showing 251–300 of 805 papers

TitleStatusHype
GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language ModelsCode1
MathPrompter: Mathematical Reasoning using Large Language ModelsCode1
GRPO-LEAD: A Difficulty-Aware Reinforcement Learning Approach for Concise Mathematical Reasoning in Language ModelsCode1
Mathematical Capabilities of ChatGPTCode1
MathChat: Benchmarking Mathematical Reasoning and Instruction Following in Multi-Turn InteractionsCode1
Masked Thought: Simply Masking Partial Reasoning Steps Can Improve Mathematical Reasoning Learning of Language ModelsCode1
MathFusion: Enhancing Mathematic Problem-solving of LLM through Instruction FusionCode1
GOLD: Geometry Problem Solver with Natural Language DescriptionCode1
CoMAT: Chain of Mathematically Annotated Thought Improves Mathematical ReasoningCode1
GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical ReasoningCode1
Living in the Moment: Can Large Language Models Grasp Co-Temporal Reasoning?Code1
Alice: Proactive Learning with Teacher's Demonstrations for Weak-to-Strong GeneralizationCode1
LIMOPro: Reasoning Refinement for Efficient and Effective Test-time ScalingCode1
LogicVista: Multimodal LLM Logical Reasoning Benchmark in Visual ContextsCode1
MAPO: Advancing Multilingual Reasoning through Multilingual Alignment-as-Preference OptimizationCode1
Unlocking Reasoning Potential in Large Langauge Models by Scaling Code-form PlanningCode1
Lila: A Unified Benchmark for Mathematical ReasoningCode1
Learning to Check: Unleashing Potentials for Self-Correction in Large Language ModelsCode1
Let's Verify Math Questions Step by StepCode1
LIME: Learning Inductive Bias for Primitives of Mathematical ReasoningCode1
Learning From Failure: Integrating Negative Examples when Fine-tuning Large Language Models as AgentsCode1
Learning From Mistakes Makes LLM Better ReasonerCode1
Learning Multi-Step Reasoning by Solving Arithmetic TasksCode1
From Good to Great: Improving Math Reasoning with Tool-Augmented Interleaf Prompting—0
From Correctness to Comprehension: AI Agents for Personalized Error Diagnosis in Education—0
From Calculation to Adjudication: Examining LLM judges on Mathematical Reasoning Tasks—0
A Symbolic Framework for Evaluating Mathematical Reasoning and Generalisation with Transformers—0
Large Language Models Have Intrinsic Meta-Cognition, but Need a Good Lens—0
Fourier Circuits in Neural Networks and Transformers: A Case Study of Modular Arithmetic with Multiple Inputs—0
Formal Mathematical Reasoning: A New Frontier in AI—0
CLEAR: Contrasting Textual Feedback with Experts and Amateurs for Reasoning—0
Large Multi-Modal Models (LMMs) as Universal Foundation Models for AI-Native Wireless Systems—0
Foreword: A Computable Universe, Understanding Computation and Exploring Nature As Computation—0
Channel Merging: Preserving Specialization for Merged Experts—0
Flow-DPO: Improving LLM Mathematical Reasoning through Online Multi-Agent Learning—0
First-Step Advantage: Importance of Starting Right in Multi-Step Math Reasoning—0
CHAMP: A Competition-level Dataset for Fine-Grained Analyses of LLMs' Mathematical Reasoning Capabilities—0
A Survey on Large Language Models for Mathematical Reasoning—0
Fine-Tuning and Prompt Optimization: Two Great Steps that Work Better Together—0
FineMath: A Fine-Grained Mathematical Evaluation Benchmark for Chinese Large Language Models—0
Chain-of-Reasoning: Towards Unified Mathematical Reasoning in Large Language Models via a Multi-Paradigm Perspective—0
FG-PRM: Fine-grained Hallucination Detection and Mitigation in Language Model Mathematical Reasoning—0
Federated Prompting and Chain-of-Thought Reasoning for Improving LLMs Answering—0
A Survey of Mathematical Reasoning in the Era of Multimodal Large Language Model: Benchmark, Method & Challenges—0
Layer Importance for Mathematical Reasoning is Forged in Pre-Training and Invariant after Post-Training—0
CDW-CoT: Clustered Distance-Weighted Chain-of-Thoughts Reasoning—0
Exposing the Achilles' Heel: Evaluating LLMs Ability to Handle Mistakes in Mathematical Reasoning—0
ActiveDPO: Active Direct Preference Optimization for Sample-Efficient Alignment—0
Exploring the Mystery of Influential Data for Mathematical Reasoning—0
Exploring the Limits of Fine-grained LLM-based Physics Inference via Premise Removal Interventions—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