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Mathematical Reasoning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 41–50 of 805 papers

Title	Date	Tasks	Status	Hype
Large Language Models Have Intrinsic Meta-Cognition, but Need a Good Lens	Jun 10, 2025	BenchmarkingMathematical Reasoning	—Unverified	0
VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism	Jun 10, 2025	Mathematical ReasoningVisual Reasoning	CodeCode Available	0
A Survey on Large Language Models for Mathematical Reasoning	Jun 10, 2025	Answer GenerationMathematical Reasoning	—Unverified	0
WeThink: Toward General-purpose Vision-Language Reasoning via Reinforcement Learning	Jun 9, 2025	MathMathematical Reasoning	CodeCode Available	1
Temporalizing Confidence: Evaluation of Chain-of-Thought Reasoning with Signal Temporal Logic	Jun 9, 2025	Mathematical Reasoning	—Unverified	0
Can Theoretical Physics Research Benefit from Language Agents?	Jun 6, 2025	Code GenerationMathematical Reasoning	—Unverified	0
Beyond Accuracy: Dissecting Mathematical Reasoning for LLMs Under Reinforcement Learning	Jun 5, 2025	Mathematical ReasoningProblem Decomposition	—Unverified	0
Multi-Layer GRPO: Enhancing Reasoning and Self-Correction in Large Language Models	Jun 5, 2025	Mathematical Reasoning	—Unverified	0
ProRefine: Inference-time Prompt Refinement with Textual Feedback	Jun 5, 2025	Mathematical Reasoning	—Unverified	0
LogicPuzzleRL: Cultivating Robust Mathematical Reasoning in LLMs via Reinforcement Learning	Jun 5, 2025	Mathematical Reasoningreinforcement-learning	CodeCode Available	0

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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