Mathematical Reasoning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 51–75 of 805 papers

Title	Date	Tasks	Status	Hype	Score
General-Reasoner: Advancing LLM Reasoning Across All Domains	May 20, 2025	AllMath	CodeCode Available	3	5
RAT: Retrieval Augmented Thoughts Elicit Context-Aware Reasoning in Long-Horizon Generation	Mar 8, 2024	Code GenerationHallucination	CodeCode Available	3	5
Reasoning with Language Model Prompting: A Survey	Dec 19, 2022	Arithmetic ReasoningCommon Sense Reasoning	CodeCode Available	3	5
Training Verifiers to Solve Math Word Problems	Oct 27, 2021	GSM8KMath	CodeCode Available	3	5
MuMath-Code: Combining Tool-Use Large Language Models with Multi-perspective Data Augmentation for Mathematical Reasoning	May 13, 2024	Data AugmentationGSM8K	CodeCode Available	3	5
AlphaMath Almost Zero: Process Supervision without Process	May 6, 2024	Mathematical ReasoningMath Word Problem Solving	CodeCode Available	3	5
MoRA: High-Rank Updating for Parameter-Efficient Fine-Tuning	May 20, 2024	Continual PretrainingMathematical Reasoning	CodeCode Available	3	5
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem	May 20, 2025	Mathematical Reasoningscientific discovery	CodeCode Available	3	5
PAL: Program-aided Language Models	Nov 18, 2022	Arithmetic ReasoningGSM8K	CodeCode Available	3	5
Reinforcement Learning for Reasoning in Large Language Models with One Training Example	Apr 29, 2025	Domain GeneralizationMath	CodeCode Available	3	5
Confucius3-Math: A Lightweight High-Performance Reasoning LLM for Chinese K-12 Mathematics Learning	Jun 23, 2025	GPULarge Language Model	CodeCode Available	2	5
Measuring Multimodal Mathematical Reasoning with MATH-Vision Dataset	Feb 22, 2024	DiversityMath	CodeCode Available	2	5
MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts	Oct 3, 2023	ChatbotImage Captioning	CodeCode Available	2	5
Measuring Mathematical Problem Solving With the MATH Dataset	Mar 5, 2021	MathMathematical Problem-Solving	CodeCode Available	2	5
A Survey of Deep Learning for Mathematical Reasoning	Dec 20, 2022	Deep LearningMath	CodeCode Available	2	5
Embodied-Reasoner: Synergizing Visual Search, Reasoning, and Action for Embodied Interactive Tasks	Mar 27, 2025	Imitation LearningMathematical Reasoning	CodeCode Available	2	5
Evaluating Mathematical Reasoning Beyond Accuracy	Apr 8, 2024	MathMathematical Reasoning	CodeCode Available	2	5
Compression Represents Intelligence Linearly	Apr 15, 2024	Language ModelingLanguage Modelling	CodeCode Available	2	5
CoRT: Code-integrated Reasoning within Thinking	Jun 11, 2025	Mathematical Reasoning	CodeCode Available	2	5
MathOdyssey: Benchmarking Mathematical Problem-Solving Skills in Large Language Models Using Odyssey Math Data	Jun 26, 2024	BenchmarkingMath	CodeCode Available	2	5
MegaMath: Pushing the Limits of Open Math Corpora	Apr 3, 2025	DiversityMath	CodeCode Available	2	5
MathCoder2: Better Math Reasoning from Continued Pretraining on Model-translated Mathematical Code	Oct 10, 2024	MathMathematical Reasoning	CodeCode Available	2	5
MathCoder: Seamless Code Integration in LLMs for Enhanced Mathematical Reasoning	Oct 5, 2023	Arithmetic ReasoningGSM8K	CodeCode Available	2	5
CMM-Math: A Chinese Multimodal Math Dataset To Evaluate and Enhance the Mathematics Reasoning of Large Multimodal Models	Sep 4, 2024	GSM8KMath	CodeCode Available	2	5
Agent RL Scaling Law: Agent RL with Spontaneous Code Execution for Mathematical Problem Solving	May 12, 2025	MathMathematical Problem-Solving	CodeCode Available	2	5

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All datasets AIME24 FrontierMath Lila (IID)Lila (OOD)PGPS9K AMC23 GeoQA Math500 UniGeo UniGeo (PRV)

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Xolver	Acc	94.4	—	Unverified
2	DeepSeek-r1	Acc	79.8	—	Unverified
3	Openai-o1	Acc	74.4	—	Unverified
4	Openai-o1-mini	Acc	70	—	Unverified
5	Search-o1	Acc	56.7	—	Unverified
6	s1-32B	Acc	56.7	—	Unverified
7	Openai-o1-preview	Acc	44.6	—	Unverified
8	Qwen2.5-72B-Instruct	Acc	23.3	—	Unverified
9	Claude3.5-Sonnet	Acc	16	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	o3	Accuracy	0.25	—	Unverified
2	Gemini 1.5 Pro (002)	Accuracy	0.02	—	Unverified
3	GPT-4o	Accuracy	0.01	—	Unverified
4	o1-mini	Accuracy	0.01	—	Unverified
5	o1-preview	Accuracy	0.01	—	Unverified
6	Claude 3.5 Sonnet	Accuracy	0.01	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Codex (Few-Shot, 175B)	Accuracy	0.6	—	Unverified
2	Bhāskara-P (Fine-tuned, 2.7B)	Accuracy	0.48	—	Unverified
3	Neo-P (Fine-tuned, 2.7B)	Accuracy	0.39	—	Unverified
4	GPT-3 (Few-Shot, 175B)	Accuracy	0.38	—	Unverified
5	Bhāskara-A (Fine-tuned, 2.7B)	Accuracy	0.25	—	Unverified
6	Neo-A (Fine-tuned, 2.7B)	Accuracy	0.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Codex (Few-Shot, 175B)	Accuracy	0.59	—	Unverified
2	Bhāskara-P (Fine-tuned, 2.7B)	Accuracy	0.45	—	Unverified
3	GPT-3 (Few-Shot, 175B)	Accuracy	0.38	—	Unverified
4	Bhāskara-A (Fine-tuned, 2.7B)	Accuracy	0.27	—	Unverified
5	Neo-P (Fine-tuned, 2.7B)	Accuracy	0.24	—	Unverified
6	Neo-A (Fine-tuned, 2.7B)	Accuracy	0.18	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GOLD	Completion accuracy	65.8	—	Unverified
2	PGPSNet	Completion accuracy	62.7	—	Unverified
3	GAPS	Completion accuracy	61.2	—	Unverified
4	Inter-GPS	Completion accuracy	59.8	—	Unverified
5	Geoformer	Completion accuracy	35.6	—	Unverified
6	NGS	Completion accuracy	34.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	QWQ-32B-preview	Acc	82.5	—	Unverified
2	Math-Master	Acc	82	—	Unverified
3	Qwen2.5-Math-7B-instruct	Acc	62.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GOLD	Accuracy (%)	75.2	—	Unverified
2	GAPS	Accuracy (%)	67.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Search-o1	Acc	86.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GOLD	Accuracy (%)	98.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GAPS	Accuracy (%)	97.5	—	Unverified