Mathematical Reasoning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–25 of 805 papers

Title	Date	Tasks	Status	Hype
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning	Jan 22, 2025	Mathematical ReasoningMulti-task Language Understanding	CodeCode Available	15
Qwen2.5 Technical Report	Dec 19, 2024	Common Sense Reasoning	CodeCode Available	13
Qwen3 Technical Report	May 14, 2025	Code GenerationMathematical Reasoning	CodeCode Available	13
Absolute Zero: Reinforced Self-play Reasoning with Zero Data	May 6, 2025	Mathematical Reasoning	CodeCode Available	11
DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence	Jun 17, 2024	16kLanguage Modeling	CodeCode Available	9
NeedleBench: Can LLMs Do Retrieval and Reasoning in Information-Dense Context?	Jul 16, 2024	4k8k	CodeCode Available	9
s1: Simple test-time scaling	Jan 31, 2025	Language ModelingLanguage Modelling	CodeCode Available	9
DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models	Feb 5, 2024	Arithmetic ReasoningMath	CodeCode Available	9
O1 Replication Journey -- Part 2: Surpassing O1-preview through Simple Distillation, Big Progress or Bitter Lesson?	Nov 25, 2024	HallucinationKnowledge Distillation	CodeCode Available	7
EAGLE: Speculative Sampling Requires Rethinking Feature Uncertainty	Jan 26, 2024	Code GenerationInstruction Following	CodeCode Available	7
Skywork-R1V3 Technical Report	Jul 8, 2025	cross-modal alignmentMathematical Reasoning	CodeCode Available	7
Training Compute-Optimal Large Language Models	Mar 29, 2022	AnachronismsAnalogical Similarity	CodeCode Available	6
Gorilla: Large Language Model Connected with Massive APIs	May 24, 2023	HallucinationLanguage Modeling	CodeCode Available	6
Mistral 7B	Oct 10, 2023	answerability predictionArithmetic Reasoning	CodeCode Available	6
Sparks of Artificial General Intelligence: Early experiments with GPT-4	Mar 22, 2023	Arithmetic ReasoningMathematical Reasoning	CodeCode Available	6
LLaMA-Berry: Pairwise Optimization for O1-like Olympiad-Level Mathematical Reasoning	Oct 3, 2024	Efficient ExplorationMathematical Problem-Solving	CodeCode Available	5
DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning	May 20, 2025	HallucinationMathematical Reasoning	CodeCode Available	5
LIMO: Less is More for Reasoning	Feb 5, 2025	MathMathematical Reasoning	CodeCode Available	5
Accessing GPT-4 level Mathematical Olympiad Solutions via Monte Carlo Tree Self-refine with LLaMa-3 8B	Jun 11, 2024	Decision MakingGSM8K	CodeCode Available	5
Kimi-VL Technical Report	Apr 10, 2025	Long-Context UnderstandingMathematical Reasoning	CodeCode Available	5
R-KV: Redundancy-aware KV Cache Compression for Training-Free Reasoning Models Acceleration	May 30, 2025	Mathematical Reasoning	CodeCode Available	5
Search-o1: Agentic Search-Enhanced Large Reasoning Models	Jan 9, 2025	Code Generation	CodeCode Available	5
DeepSeek-Prover-V2: Advancing Formal Mathematical Reasoning via Reinforcement Learning for Subgoal Decomposition	Apr 30, 2025	Automated Theorem ProvingLarge Language Model	CodeCode Available	5
Group-in-Group Policy Optimization for LLM Agent Training	May 16, 2025	GPUMathematical Reasoning	CodeCode Available	5
WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct	Aug 18, 2023	Arithmetic ReasoningGSM8K	CodeCode Available	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