Mathematical Reasoning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 101–125 of 805 papers

Title	Date	Tasks	Status	Hype
B-STaR: Monitoring and Balancing Exploration and Exploitation in Self-Taught Reasoners	Dec 23, 2024	Mathematical Reasoning	CodeCode Available	2
SOLO: A Single Transformer for Scalable Vision-Language Modeling	Jul 8, 2024	Language ModelingLanguage Modelling	CodeCode Available	2
An Expression Tree Decoding Strategy for Mathematical Equation Generation	Oct 14, 2023	MathMathematical Reasoning	CodeCode Available	2
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning	Feb 10, 2025	MathMathematical Reasoning	CodeCode Available	2
Physics of Language Models: Part 2.1, Grade-School Math and the Hidden Reasoning Process	Jul 29, 2024	GSM8KMath	CodeCode Available	2
Benchmarking Benchmark Leakage in Large Language Models	Apr 29, 2024	BenchmarkingMathematical Reasoning	CodeCode Available	2
Confucius3-Math: A Lightweight High-Performance Reasoning LLM for Chinese K-12 Mathematics Learning	Jun 23, 2025	GPULarge Language Model	CodeCode Available	2
Initialization using Update Approximation is a Silver Bullet for Extremely Efficient Low-Rank Fine-Tuning	Nov 29, 2024	Mathematical Reasoning	CodeCode Available	2
Measuring Mathematical Problem Solving With the MATH Dataset	Mar 5, 2021	MathMathematical Problem-Solving	CodeCode Available	2
Intelligent Go-Explore: Standing on the Shoulders of Giant Foundation Models	May 24, 2024	Atari GamesMathematical Reasoning	CodeCode Available	2
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
DRLE: Decentralized Reinforcement Learning at the Edge for Traffic Light Control in the IoV	Sep 3, 2020	Edge-computingManagement	CodeCode Available	2
MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts	Oct 3, 2023	ChatbotImage Captioning	CodeCode Available	2
LangBridge: Multilingual Reasoning Without Multilingual Supervision	Jan 19, 2024	Code CompletionLogical Reasoning	CodeCode Available	2
LeanAgent: Lifelong Learning for Formal Theorem Proving	Oct 8, 2024	Abstract AlgebraAutomated Theorem Proving	CodeCode Available	2
Measuring Multimodal Mathematical Reasoning with MATH-Vision Dataset	Feb 22, 2024	DiversityMath	CodeCode Available	2
A Survey of Deep Learning for Mathematical Reasoning	Dec 20, 2022	Deep LearningMath	CodeCode Available	2
SciInstruct: a Self-Reflective Instruction Annotated Dataset for Training Scientific Language Models	Jan 15, 2024	MathMathematical Reasoning	CodeCode Available	2
Autonomous Data Selection with Zero-shot Generative Classifiers for Mathematical Texts	Feb 12, 2024	Continual PretrainingGSM8K	CodeCode Available	2
Math-LLaVA: Bootstrapping Mathematical Reasoning for Multimodal Large Language Models	Jun 25, 2024	DiversityMath	CodeCode Available	2
MathCoder2: Better Math Reasoning from Continued Pretraining on Model-translated Mathematical Code	Oct 10, 2024	MathMathematical Reasoning	CodeCode Available	2
DisCO: Reinforcing Large Reasoning Models with Discriminative Constrained Optimization	May 18, 2025	Mathematical Reasoning	CodeCode Available	2
MathCoder: Seamless Code Integration in LLMs for Enhanced Mathematical Reasoning	Oct 5, 2023	Arithmetic ReasoningGSM8K	CodeCode Available	2
MathOdyssey: Benchmarking Mathematical Problem-Solving Skills in Large Language Models Using Odyssey Math Data	Jun 26, 2024	BenchmarkingMath	CodeCode Available	2
AtomThink: A Slow Thinking Framework for Multimodal Mathematical Reasoning	Nov 18, 2024	Mathematical Reasoning	CodeCode Available	2

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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	s1-32B	Acc	56.7	—	Unverified
6	Search-o1	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	o1-preview	Accuracy	0.01	—	Unverified
4	GPT-4o	Accuracy	0.01	—	Unverified
5	Claude 3.5 Sonnet	Accuracy	0.01	—	Unverified
6	o1-mini	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