Mathematical Reasoning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 51–75 of 805 papers

Title	Date	Tasks	Status	Hype
Reinforcement Learning for Reasoning in Large Language Models with One Training Example	Apr 29, 2025	Domain GeneralizationMath	CodeCode Available	3
RAT: Retrieval Augmented Thoughts Elicit Context-Aware Reasoning in Long-Horizon Generation	Mar 8, 2024	Code GenerationHallucination	CodeCode Available	3
PAL: Program-aided Language Models	Nov 18, 2022	Arithmetic ReasoningGSM8K	CodeCode Available	3
Reinforcement Learning for Reasoning in Small LLMs: What Works and What Doesn't	Mar 20, 2025	Mathematical ReasoningReinforcement Learning (RL)	CodeCode Available	3
MuMath-Code: Combining Tool-Use Large Language Models with Multi-perspective Data Augmentation for Mathematical Reasoning	May 13, 2024	Data AugmentationGSM8K	CodeCode Available	3
AlphaMath Almost Zero: Process Supervision without Process	May 6, 2024	Mathematical ReasoningMath Word Problem Solving	CodeCode Available	3
General-Reasoner: Advancing LLM Reasoning Across All Domains	May 20, 2025	AllMath	CodeCode Available	3
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem	May 20, 2025	Mathematical Reasoningscientific discovery	CodeCode Available	3
MoRA: High-Rank Updating for Parameter-Efficient Fine-Tuning	May 20, 2024	Continual PretrainingMathematical Reasoning	CodeCode Available	3
Step-DPO: Step-wise Preference Optimization for Long-chain Reasoning of LLMs	Jun 26, 2024	Arithmetic ReasoningGSM8K	CodeCode Available	3
Measuring Mathematical Problem Solving With the MATH Dataset	Mar 5, 2021	MathMathematical Problem-Solving	CodeCode Available	2
Measuring Multimodal Mathematical Reasoning with MATH-Vision Dataset	Feb 22, 2024	DiversityMath	CodeCode Available	2
Embodied-Reasoner: Synergizing Visual Search, Reasoning, and Action for Embodied Interactive Tasks	Mar 27, 2025	Imitation LearningMathematical Reasoning	CodeCode Available	2
MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts	Oct 3, 2023	ChatbotImage Captioning	CodeCode Available	2
A Survey of Deep Learning for Mathematical Reasoning	Dec 20, 2022	Deep LearningMath	CodeCode Available	2
Math-LLaVA: Bootstrapping Mathematical Reasoning for Multimodal Large Language Models	Jun 25, 2024	DiversityMath	CodeCode Available	2
Efficient Reinforcement Finetuning via Adaptive Curriculum Learning	Apr 7, 2025	MathMathematical Reasoning	CodeCode Available	2
Evaluating Mathematical Reasoning Beyond Accuracy	Apr 8, 2024	MathMathematical Reasoning	CodeCode Available	2
MathOdyssey: Benchmarking Mathematical Problem-Solving Skills in Large Language Models Using Odyssey Math Data	Jun 26, 2024	BenchmarkingMath	CodeCode Available	2
MegaMath: Pushing the Limits of Open Math Corpora	Apr 3, 2025	DiversityMath	CodeCode Available	2
DisCO: Reinforcing Large Reasoning Models with Discriminative Constrained Optimization	May 18, 2025	Mathematical Reasoning	CodeCode Available	2
MathCoder2: Better Math Reasoning from Continued Pretraining on Model-translated Mathematical Code	Oct 10, 2024	MathMathematical Reasoning	CodeCode Available	2
MAmmoTH: Building Math Generalist Models through Hybrid Instruction Tuning	Sep 11, 2023	MathMathematical Reasoning	CodeCode Available	2
Agent RL Scaling Law: Agent RL with Spontaneous Code Execution for Mathematical Problem Solving	May 12, 2025	MathMathematical Problem-Solving	CodeCode Available	2
MathCoder: Seamless Code Integration in LLMs for Enhanced Mathematical Reasoning	Oct 5, 2023	Arithmetic ReasoningGSM8K	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