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Mathematical Reasoning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 111–120 of 805 papers

Title	Date	Tasks	Status	Hype
Exploring the Compositional Deficiency of Large Language Models in Mathematical Reasoning	May 5, 2024	GSM8KMath	CodeCode Available	2
Benchmarking Benchmark Leakage in Large Language Models	Apr 29, 2024	BenchmarkingMathematical Reasoning	CodeCode Available	2
Self-Explore: Enhancing Mathematical Reasoning in Language Models with Fine-grained Rewards	Apr 16, 2024	GSM8KMath	CodeCode Available	2
Compression Represents Intelligence Linearly	Apr 15, 2024	Language ModelingLanguage Modelling	CodeCode Available	2
Evaluating Mathematical Reasoning Beyond Accuracy	Apr 8, 2024	MathMathematical Reasoning	CodeCode Available	2
GSM-Plus: A Comprehensive Benchmark for Evaluating the Robustness of LLMs as Mathematical Problem Solvers	Feb 29, 2024	GSM8KMath	CodeCode Available	2
Measuring Multimodal Mathematical Reasoning with MATH-Vision Dataset	Feb 22, 2024	DiversityMath	CodeCode Available	2
Reformatted Alignment	Feb 19, 2024	GSM8KHallucination	CodeCode Available	2
When is Tree Search Useful for LLM Planning? It Depends on the Discriminator	Feb 16, 2024	Mathematical ReasoningRe-Ranking	CodeCode Available	2
Autonomous Data Selection with Zero-shot Generative Classifiers for Mathematical Texts	Feb 12, 2024	Continual PretrainingGSM8K	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