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Mathematical Reasoning

Papers

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Showing 601–625 of 805 papers

TitleStatusHype
Evaluating Robustness of Reward Models for Mathematical Reasoning—0
Scheherazade: Evaluating Chain-of-Thought Math Reasoning in LLMs with Chain-of-ProblemsCode0
INC-Math: Integrating Natural Language and Code for Enhanced Mathematical Reasoning in Large Language Models—0
Evaluation of OpenAI o1: Opportunities and Challenges of AGI—0
HM3: Hierarchical Multi-Objective Model Merging for Pretrained Models—0
Revisiting the Superficial Alignment Hypothesis—0
LLaMa-SciQ: An Educational Chatbot for Answering Science MCQ—0
ControlMath: Controllable Data Generation Promotes Math Generalist Models—0
InfiMM-WebMath-40B: Advancing Multimodal Pre-Training for Enhanced Mathematical Reasoning—0
Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement—0
RoMath: A Mathematical Reasoning Benchmark in RomanianCode0
Causal Inference with Large Language Model: A Survey—0
Expediting and Elevating Large Language Model Reasoning via Hidden Chain-of-Thought Decoding—0
CPL: Critical Plan Step Learning Boosts LLM Generalization in Reasoning Tasks—0
MathGLM-Vision: Solving Mathematical Problems with Multi-Modal Large Language Model—0
Mathematical Formalized Problem Solving and Theorem Proving in Different Fields in Lean 4Code0
From Calculation to Adjudication: Examining LLM judges on Mathematical Reasoning Tasks—0
Building Math Agents with Multi-Turn Iterative Preference Learning—0
S^3c-Math: Spontaneous Step-level Self-correction Makes Large Language Models Better Mathematical Reasoners—0
Logic Contrastive Reasoning with Lightweight Large Language Model for Math Word Problems—0
SIaM: Self-Improving Code-Assisted Mathematical Reasoning of Large Language Models—0
AutoGeo: Automating Geometric Image Dataset Creation for Enhanced Geometry Understanding—0
Boosting Lossless Speculative Decoding via Feature Sampling and Partial Alignment Distillation—0
Tangram: Benchmark for Evaluating Geometric Element Recognition in Large Multimodal Models—0
Path-Consistency: Prefix Enhancement for Efficient Inference in LLM—0
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All datasetsAIME24FrontierMathLila (IID)Lila (OOD)PGPS9KAMC23GeoQAMath500UniGeoUniGeo (PRV)

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1XolverAcc94.4—Unverified
2DeepSeek-r1Acc79.8—Unverified
3Openai-o1Acc74.4—Unverified
4Openai-o1-miniAcc70—Unverified
5Search-o1Acc56.7—Unverified
6s1-32BAcc56.7—Unverified
7Openai-o1-previewAcc44.6—Unverified
8Qwen2.5-72B-InstructAcc23.3—Unverified
9Claude3.5-SonnetAcc16—Unverified
#ModelMetricClaimedVerifiedStatus
1o3Accuracy0.25—Unverified
2Gemini 1.5 Pro (002)Accuracy0.02—Unverified
3GPT-4oAccuracy0.01—Unverified
4o1-miniAccuracy0.01—Unverified
5o1-previewAccuracy0.01—Unverified
6Claude 3.5 SonnetAccuracy0.01—Unverified
#ModelMetricClaimedVerifiedStatus
1Codex (Few-Shot, 175B)Accuracy0.6—Unverified
2Bhāskara-P (Fine-tuned, 2.7B)Accuracy0.48—Unverified
3Neo-P (Fine-tuned, 2.7B)Accuracy0.39—Unverified
4GPT-3 (Few-Shot, 175B)Accuracy0.38—Unverified
5Bhāskara-A (Fine-tuned, 2.7B)Accuracy0.25—Unverified
6Neo-A (Fine-tuned, 2.7B)Accuracy0.2—Unverified
#ModelMetricClaimedVerifiedStatus
1Codex (Few-Shot, 175B)Accuracy0.59—Unverified
2Bhāskara-P (Fine-tuned, 2.7B)Accuracy0.45—Unverified
3GPT-3 (Few-Shot, 175B)Accuracy0.38—Unverified
4Bhāskara-A (Fine-tuned, 2.7B)Accuracy0.27—Unverified
5Neo-P (Fine-tuned, 2.7B)Accuracy0.24—Unverified
6Neo-A (Fine-tuned, 2.7B)Accuracy0.18—Unverified
#ModelMetricClaimedVerifiedStatus
1GOLDCompletion accuracy65.8—Unverified
2PGPSNetCompletion accuracy62.7—Unverified
3GAPSCompletion accuracy61.2—Unverified
4Inter-GPSCompletion accuracy59.8—Unverified
5GeoformerCompletion accuracy35.6—Unverified
6NGSCompletion accuracy34.1—Unverified
#ModelMetricClaimedVerifiedStatus
1QWQ-32B-previewAcc82.5—Unverified
2Math-MasterAcc82—Unverified
3Qwen2.5-Math-7B-instructAcc62.5—Unverified
#ModelMetricClaimedVerifiedStatus
1GOLDAccuracy (%)75.2—Unverified
2GAPSAccuracy (%)67.8—Unverified
#ModelMetricClaimedVerifiedStatus
1Search-o1Acc86.4—Unverified
#ModelMetricClaimedVerifiedStatus
1GOLDAccuracy (%)98.5—Unverified
#ModelMetricClaimedVerifiedStatus
1GAPSAccuracy (%)97.5—Unverified