Mathematical Reasoning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 76–100 of 805 papers

Title	Date	Tasks	Status	Hype	Score
Offline Reinforcement Learning for LLM Multi-Step Reasoning	Dec 20, 2024	GSM8KMath	CodeCode Available	2	5
Reformatted Alignment	Feb 19, 2024	GSM8KHallucination	CodeCode Available	2	5
MINT-CoT: Enabling Interleaved Visual Tokens in Mathematical Chain-of-Thought Reasoning	Jun 5, 2025	MathMathematical Reasoning	CodeCode Available	2	5
Gödel Agent: A Self-Referential Agent Framework for Recursive Self-Improvement	Oct 6, 2024	Mathematical ReasoningMeta-Learning	CodeCode Available	2	5
MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models	Sep 21, 2023	Arithmetic ReasoningGSM8K	CodeCode Available	2	5
Measuring Multimodal Mathematical Reasoning with MATH-Vision Dataset	Feb 22, 2024	DiversityMath	CodeCode Available	2	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
Critique Fine-Tuning: Learning to Critique is More Effective than Learning to Imitate	Jan 29, 2025	Instruction FollowingMath	CodeCode Available	2	5
MegaMath: Pushing the Limits of Open Math Corpora	Apr 3, 2025	DiversityMath	CodeCode Available	2	5
FormalMATH: Benchmarking Formal Mathematical Reasoning of Large Language Models	May 5, 2025	BenchmarkingMathematical Reasoning	CodeCode Available	2	5
MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts	Oct 3, 2023	ChatbotImage Captioning	CodeCode Available	2	5
Flow of Reasoning:Training LLMs for Divergent Problem Solving with Minimal Examples	Jun 9, 2024	ARCDiversity	CodeCode Available	2	5
Compression Represents Intelligence Linearly	Apr 15, 2024	Language ModelingLanguage Modelling	CodeCode Available	2	5
MathCoder: Seamless Code Integration in LLMs for Enhanced Mathematical Reasoning	Oct 5, 2023	Arithmetic ReasoningGSM8K	CodeCode Available	2	5
CoRT: Code-integrated Reasoning within Thinking	Jun 11, 2025	Mathematical Reasoning	CodeCode Available	2	5
Math-LLaVA: Bootstrapping Mathematical Reasoning for Multimodal Large Language Models	Jun 25, 2024	DiversityMath	CodeCode Available	2	5
CRAFT: Customizing LLMs by Creating and Retrieving from Specialized Toolsets	Sep 29, 2023	Language ModellingMathematical Reasoning	CodeCode Available	2	5
MathPile: A Billion-Token-Scale Pretraining Corpus for Math	Dec 28, 2023	Language IdentificationMath	CodeCode Available	2	5
An Expression Tree Decoding Strategy for Mathematical Equation Generation	Oct 14, 2023	MathMathematical 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
Measuring Mathematical Problem Solving With the MATH Dataset	Mar 5, 2021	MathMathematical Problem-Solving	CodeCode Available	2	5
Multi-View Reasoning: Consistent Contrastive Learning for Math Word Problem	Oct 21, 2022	Contrastive LearningMath	CodeCode Available	2	5
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning	Feb 10, 2025	MathMathematical Reasoning	CodeCode Available	2	5
Benchmarking Benchmark Leakage in Large Language Models	Apr 29, 2024	BenchmarkingMathematical Reasoning	CodeCode Available	2	5
MAmmoTH: Building Math Generalist Models through Hybrid Instruction Tuning	Sep 11, 2023	MathMathematical Reasoning	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