Mathematical Reasoning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 126–150 of 805 papers

Title	Date	Tasks	Status	Hype
MuggleMath: Assessing the Impact of Query and Response Augmentation on Math Reasoning	Oct 9, 2023	Arithmetic ReasoningData Augmentation	CodeCode Available	2
MathCoder: Seamless Code Integration in LLMs for Enhanced Mathematical Reasoning	Oct 5, 2023	Arithmetic ReasoningGSM8K	CodeCode Available	2
MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts	Oct 3, 2023	ChatbotImage Captioning	CodeCode Available	2
CRAFT: Customizing LLMs by Creating and Retrieving from Specialized Toolsets	Sep 29, 2023	Language ModellingMathematical Reasoning	CodeCode Available	2
MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models	Sep 21, 2023	Arithmetic ReasoningGSM8K	CodeCode Available	2
MAmmoTH: Building Math Generalist Models through Hybrid Instruction Tuning	Sep 11, 2023	MathMathematical Reasoning	CodeCode Available	2
When Do Program-of-Thoughts Work for Reasoning?	Aug 29, 2023	Code GenerationMathematical Reasoning	CodeCode Available	2
Solving Challenging Math Word Problems Using GPT-4 Code Interpreter with Code-based Self-Verification	Aug 15, 2023	Arithmetic ReasoningMath	CodeCode Available	2
Scaling Relationship on Learning Mathematical Reasoning with Large Language Models	Aug 3, 2023	Arithmetic ReasoningGSM8K	CodeCode Available	2
FacTool: Factuality Detection in Generative AI -- A Tool Augmented Framework for Multi-Task and Multi-Domain Scenarios	Jul 25, 2023	Code GenerationFact Checking	CodeCode Available	2
A Survey of Deep Learning for Mathematical Reasoning	Dec 20, 2022	Deep LearningMath	CodeCode Available	2
Multi-View Reasoning: Consistent Contrastive Learning for Math Word Problem	Oct 21, 2022	Contrastive LearningMath	CodeCode Available	2
Scaling Language Models: Methods, Analysis & Insights from Training Gopher	Dec 8, 2021	Abstract AlgebraAnachronisms	CodeCode Available	2
LoRA: Low-Rank Adaptation of Large Language Models	Jun 17, 2021	GPULanguage Modelling	CodeCode Available	2
Measuring Mathematical Problem Solving With the MATH Dataset	Mar 5, 2021	MathMathematical Problem-Solving	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
Reasoning or Memorization? Unreliable Results of Reinforcement Learning Due to Data Contamination	Jul 14, 2025	MathMathematical Reasoning	CodeCode Available	1
A Practical Two-Stage Recipe for Mathematical LLMs: Maximizing Accuracy with SFT and Efficiency with Reinforcement Learning	Jul 11, 2025	MathMathematical Reasoning	CodeCode Available	1
CriticLean: Critic-Guided Reinforcement Learning for Mathematical Formalization	Jul 8, 2025	Active LearningAutomated Theorem Proving	CodeCode Available	1
Xolver: Multi-Agent Reasoning with Holistic Experience Learning Just Like an Olympiad Team	Jun 17, 2025	Code GenerationGSM8K	CodeCode Available	1
RePO: Replay-Enhanced Policy Optimization	Jun 11, 2025	MathMathematical Reasoning	CodeCode Available	1
WeThink: Toward General-purpose Vision-Language Reasoning via Reinforcement Learning	Jun 9, 2025	MathMathematical Reasoning	CodeCode Available	1
Safe: Enhancing Mathematical Reasoning in Large Language Models via Retrospective Step-aware Formal Verification	Jun 5, 2025	Automated Theorem ProvingHallucination	CodeCode Available	1
The Hallucination Dilemma: Factuality-Aware Reinforcement Learning for Large Reasoning Models	May 30, 2025	HallucinationMathematical Reasoning	CodeCode Available	1
Harnessing Negative Signals: Reinforcement Distillation from Teacher Data for LLM Reasoning	May 30, 2025	MathMathematical Reasoning	CodeCode Available	1

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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