Mathematical Reasoning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 101–125 of 805 papers

Title	Date	Tasks	Status	Hype	Score
Measuring Mathematical Problem Solving With the MATH Dataset	Mar 5, 2021	MathMathematical Problem-Solving	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
Agent RL Scaling Law: Agent RL with Spontaneous Code Execution for Mathematical Problem Solving	May 12, 2025	MathMathematical Problem-Solving	CodeCode Available	2	5
LangBridge: Multilingual Reasoning Without Multilingual Supervision	Jan 19, 2024	Code CompletionLogical Reasoning	CodeCode Available	2	5
Measuring Multimodal Mathematical Reasoning with MATH-Vision Dataset	Feb 22, 2024	DiversityMath	CodeCode Available	2	5
MegaMath: Pushing the Limits of Open Math Corpora	Apr 3, 2025	DiversityMath	CodeCode Available	2	5
Reusing Embeddings: Reproducible Reward Model Research in Large Language Model Alignment without GPUs	Feb 4, 2025	Code GenerationLanguage Modeling	CodeCode Available	2	5
Efficient Reinforcement Finetuning via Adaptive Curriculum Learning	Apr 7, 2025	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
Autonomous Data Selection with Zero-shot Generative Classifiers for Mathematical Texts	Feb 12, 2024	Continual PretrainingGSM8K	CodeCode Available	2	5
MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts	Oct 3, 2023	ChatbotImage Captioning	CodeCode Available	2	5
Compression Represents Intelligence Linearly	Apr 15, 2024	Language ModelingLanguage Modelling	CodeCode Available	2	5
GSM-Plus: A Comprehensive Benchmark for Evaluating the Robustness of LLMs as Mathematical Problem Solvers	Feb 29, 2024	GSM8KMath	CodeCode Available	2	5
Learn Beyond The Answer: Training Language Models with Reflection for Mathematical Reasoning	Jun 17, 2024	Data AugmentationMathematical Reasoning	CodeCode Available	2	5
Math-LLaVA: Bootstrapping Mathematical Reasoning for Multimodal Large Language Models	Jun 25, 2024	DiversityMath	CodeCode Available	2	5
Scaling Relationship on Learning Mathematical Reasoning with Large Language Models	Aug 3, 2023	Arithmetic ReasoningGSM8K	CodeCode Available	2	5
A Survey of Deep Learning for Mathematical Reasoning	Dec 20, 2022	Deep LearningMath	CodeCode Available	2	5
ScoreFlow: Mastering LLM Agent Workflows via Score-based Preference Optimization	Feb 6, 2025	Language ModelingLanguage Modelling	CodeCode Available	2	5
MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models	Sep 21, 2023	Arithmetic ReasoningGSM8K	CodeCode Available	2	5
MathPile: A Billion-Token-Scale Pretraining Corpus for Math	Dec 28, 2023	Language IdentificationMath	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
AtomThink: A Slow Thinking Framework for Multimodal Mathematical Reasoning	Nov 18, 2024	Mathematical 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
LoRI: Reducing Cross-Task Interference in Multi-Task Low-Rank Adaptation	Apr 10, 2025	Code GenerationContinual Learning	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