Mathematical Reasoning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 351–375 of 805 papers

Title	Date	Tasks	Status	Hype
Template-Driven LLM-Paraphrased Framework for Tabular Math Word Problem Generation	Dec 20, 2024	MathMathematical Reasoning	CodeCode Available	0
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning	Dec 20, 2024	Language ModelingLanguage Modelling	—Unverified	0
Formal Mathematical Reasoning: A New Frontier in AI	Dec 20, 2024	Automated Theorem ProvingMath	—Unverified	0
What Are Step-Level Reward Models Rewarding? Counterintuitive Findings from MCTS-Boosted Mathematical Reasoning	Dec 20, 2024	Mathematical Reasoning	—Unverified	0
Offline Reinforcement Learning for LLM Multi-Step Reasoning	Dec 20, 2024	GSM8KMath	CodeCode Available	2
Qwen2.5 Technical Report	Dec 19, 2024	Common Sense Reasoning	CodeCode Available	13
Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying	Dec 19, 2024	MathMathematical Reasoning	CodeCode Available	0
Channel Merging: Preserving Specialization for Merged Experts	Dec 18, 2024	Code GenerationGPU	—Unverified	0
MetaRuleGPT: Recursive Numerical Reasoning of Language Models Trained with Simple Rules	Dec 18, 2024	Mathematical ReasoningMeta-Learning	—Unverified	0
MultiLingPoT: Enhancing Mathematical Reasoning with Multilingual Program Fine-tuning	Dec 17, 2024	Mathematical Reasoning	CodeCode Available	0
A Survey of Mathematical Reasoning in the Era of Multimodal Large Language Model: Benchmark, Method & Challenges	Dec 16, 2024	Language ModelingLanguage Modelling	—Unverified	0
Can Language Models Rival Mathematics Students? Evaluating Mathematical Reasoning through Textual Manipulation and Human Experiments	Dec 16, 2024	Mathematical Reasoning	—Unverified	0
CoinMath: Harnessing the Power of Coding Instruction for Math LLMs	Dec 16, 2024	DescriptiveMath	CodeCode Available	0
Entropy-Regularized Process Reward Model	Dec 15, 2024	GSM8KMath	CodeCode Available	1
Low-Rank Adaptation with Task-Relevant Feature Enhancement for Fine-tuning Language Models	Dec 13, 2024	Mathematical Reasoning	—Unverified	0
A Graph-Based Synthetic Data Pipeline for Scaling High-Quality Reasoning Instructions	Dec 12, 2024	GSM8KKnowledge Graphs	—Unverified	0
Sail into the Headwind: Alignment via Robust Rewards and Dynamic Labels against Reward Hacking	Dec 12, 2024	Mathematical Reasoning	—Unverified	0
SmolTulu: Higher Learning Rate to Batch Size Ratios Can Lead to Better Reasoning in SLMs	Dec 11, 2024	ARCGSM8K	—Unverified	0
Optimizing Alignment with Less: Leveraging Data Augmentation for Personalized Evaluation	Dec 10, 2024	Data AugmentationMathematical Reasoning	—Unverified	0
Applications of Positive Unlabeled (PU) and Negative Unlabeled (NU) Learning in Cybersecurity	Dec 9, 2024	Intrusion DetectionMalware Detection	—Unverified	0
ProcessBench: Identifying Process Errors in Mathematical Reasoning	Dec 9, 2024	GSM8KMath	CodeCode Available	2
TACO: Learning Multi-modal Action Models with Synthetic Chains-of-Thought-and-Action	Dec 7, 2024	Depth EstimationMathematical Reasoning	CodeCode Available	2
Neuro-Symbolic Data Generation for Math Reasoning	Dec 6, 2024	DiversityMath	—Unverified	0
Evolutionary Pre-Prompt Optimization for Mathematical Reasoning	Dec 5, 2024	Few-Shot LearningGSM8K	—Unverified	0
Enhancing Mathematical Reasoning in LLMs with Background Operators	Dec 5, 2024	Data AugmentationMath	—Unverified	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