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Mathematical Reasoning

Papers

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Showing 651–675 of 805 papers

TitleStatusHype
Applying RLAIF for Code Generation with API-usage in Lightweight LLMs—0
Losing Visual Needles in Image Haystacks: Vision Language Models are Easily Distracted in Short and Long Contexts—0
Anomaly Detection of Tabular Data Using LLMs—0
Evaluating Large Vision-and-Language Models on Children's Mathematical Olympiads—0
Mathador-LM: A Dynamic Benchmark for Mathematical Reasoning on Large Language ModelsCode0
CodeGemma: Open Code Models Based on Gemma—0
Exposing the Achilles' Heel: Evaluating LLMs Ability to Handle Mistakes in Mathematical Reasoning—0
MMLU-SR: A Benchmark for Stress-Testing Reasoning Capability of Large Language Models—0
ME-Switch: A Memory-Efficient Expert Switching Framework for Large Language Models—0
Robustness Assessment of Mathematical Reasoning in the Presence of Missing and Contradictory Conditions—0
LLMs Are Not Intelligent Thinkers: Introducing Mathematical Topic Tree Benchmark for Comprehensive Evaluation of LLMsCode0
Buffer of Thoughts: Thought-Augmented Reasoning with Large Language Models—0
Improve Mathematical Reasoning in Language Models by Automated Process Supervision—0
Assessing the Emergent Symbolic Reasoning Abilities of Llama Large Language Models—0
NUMCoT: Numerals and Units of Measurement in Chain-of-Thought Reasoning using Large Language ModelsCode0
Pre-trained Large Language Models Use Fourier Features to Compute Addition—0
IrokoBench: A New Benchmark for African Languages in the Age of Large Language Models—0
Exploring Mathematical Extrapolation of Large Language Models with Synthetic Data—0
Evaluating Mathematical Reasoning of Large Language Models: A Focus on Error Identification and CorrectionCode0
Efficient Model-agnostic Alignment via Bayesian Persuasion—0
Basis Selection: Low-Rank Decomposition of Pretrained Large Language Models for Target Applications—0
DeepSeek-Prover: Advancing Theorem Proving in LLMs through Large-Scale Synthetic Data—0
Can LLMs Solve longer Math Word Problems Better?Code0
DOP: Diagnostic-Oriented Prompting for Large Language Models in Mathematical CorrectionCode0
A Systematic Evaluation of Large Language Models for Natural Language Generation Tasks—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
5s1-32BAcc56.7—Unverified
6Search-o1Acc56.7—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
3o1-previewAccuracy0.01—Unverified
4GPT-4oAccuracy0.01—Unverified
5Claude 3.5 SonnetAccuracy0.01—Unverified
6o1-miniAccuracy0.01—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