MathClean: A Benchmark for Synthetic Mathematical Data Cleaning
Fuente:
arXiv
Saved in:
| Main Authors: | Liang, Hao, Qiang, Meiyi, Li, Yuying, He, Zefeng, Guo, Yongzhen, Zhu, Zhengzhou, Zhang, Wentao, Cui, Bin |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Let's Verify Math Questions Step by Step
by: Shen, Chengyu, et al.
Published: (2025)
by: Shen, Chengyu, et al.
Published: (2025)
MathScape: Benchmarking Multimodal Large Language Models in Real-World Mathematical Contexts
by: Liang, Hao, et al.
Published: (2024)
by: Liang, Hao, et al.
Published: (2024)
BRACE: A Benchmark for Robust Audio Caption Quality Evaluation
by: Guo, Tianyu, et al.
Published: (2025)
by: Guo, Tianyu, et al.
Published: (2025)
Clean First, Align Later: Benchmarking Preference Data Cleaning for Reliable LLM Alignment
by: Yeh, Samuel, et al.
Published: (2025)
by: Yeh, Samuel, et al.
Published: (2025)
CapGeo: A Caption-Assisted Approach to Geometric Reasoning
by: Li, Yuying, et al.
Published: (2025)
by: Li, Yuying, et al.
Published: (2025)
K12-KGraph: A Curriculum-Aligned Knowledge Graph for Benchmarking and Training Educational LLMs
by: Liang, Hao, et al.
Published: (2026)
by: Liang, Hao, et al.
Published: (2026)
AutoDCWorkflow: LLM-based Data Cleaning Workflow Auto-Generation and Benchmark
by: Li, Lan, et al.
Published: (2024)
by: Li, Lan, et al.
Published: (2024)
CLEAN-EVAL: Clean Evaluation on Contaminated Large Language Models
by: Zhu, Wenhong, et al.
Published: (2023)
by: Zhu, Wenhong, et al.
Published: (2023)
CMM-Math: A Chinese Multimodal Math Dataset To Evaluate and Enhance the Mathematics Reasoning of Large Multimodal Models
by: Liu, Wentao, et al.
Published: (2024)
by: Liu, Wentao, et al.
Published: (2024)
DynClean: Training Dynamics-based Label Cleaning for Distantly-Supervised Named Entity Recognition
by: Zhang, Qi, et al.
Published: (2025)
by: Zhang, Qi, et al.
Published: (2025)
Token Cleaning: Fine-Grained Data Selection for LLM Supervised Fine-Tuning
by: Pang, Jinlong, et al.
Published: (2025)
by: Pang, Jinlong, et al.
Published: (2025)
Your Absorbing Discrete Diffusion Secretly Models the Conditional Distributions of Clean Data
by: Ou, Jingyang, et al.
Published: (2024)
by: Ou, Jingyang, et al.
Published: (2024)
DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models
by: Zou, Chengke, et al.
Published: (2024)
by: Zou, Chengke, et al.
Published: (2024)
MathGenie: Generating Synthetic Data with Question Back-translation for Enhancing Mathematical Reasoning of LLMs
by: Lu, Zimu, et al.
Published: (2024)
by: Lu, Zimu, et al.
Published: (2024)
ReliableMath: Benchmark of Reliable Mathematical Reasoning on Large Language Models
by: Xue, Boyang, et al.
Published: (2025)
by: Xue, Boyang, et al.
Published: (2025)
Cleaning English Abstracts of Scientific Publications
by: Rose, Michael E., et al.
Published: (2025)
by: Rose, Michael E., et al.
Published: (2025)
PersonaMath: Boosting Mathematical Reasoning via Persona-Driven Data Augmentation
by: Luo, Jing, et al.
Published: (2024)
by: Luo, Jing, et al.
Published: (2024)
Rethinking Text-to-SQL: Dynamic Multi-turn SQL Interaction for Real-world Database Exploration
by: Sun, Linzhuang, et al.
Published: (2025)
by: Sun, Linzhuang, et al.
Published: (2025)
SKYLENAGE Technical Report: Mathematical Reasoning and Contest-Innovation Benchmarks for Multi-Level Math Evaluation
by: Wei, Hu, et al.
Published: (2025)
by: Wei, Hu, et al.
Published: (2025)
LOCA: Logical Chain Augmentation for Scientific Corpus Cleaning
by: Fang, You-Le, et al.
Published: (2025)
by: Fang, You-Le, et al.
Published: (2025)
MathOdyssey: Benchmarking Mathematical Problem-Solving Skills in Large Language Models Using Odyssey Math Data
by: Fang, Meng, et al.
Published: (2024)
by: Fang, Meng, et al.
Published: (2024)
Beyond Benchmarks: MathArena as an Evaluation Platform for Mathematics with LLMs
by: Dekoninck, Jasper, et al.
Published: (2026)
by: Dekoninck, Jasper, et al.
Published: (2026)
MAIGO: Mitigating Lost-in-Conversation with History-Cleaned On-Policy Self-Distillation
by: Zheng, Haoyu, et al.
Published: (2026)
by: Zheng, Haoyu, et al.
Published: (2026)
Towards Spoken Mathematical Reasoning: Benchmarking Speech-based Models over Multi-faceted Math Problems
by: Wei, Chengwei, et al.
Published: (2025)
by: Wei, Chengwei, et al.
Published: (2025)
HalluClean: A Unified Framework to Combat Hallucinations in LLMs
by: Zhao, Yaxin, et al.
Published: (2025)
by: Zhao, Yaxin, et al.
Published: (2025)
MathOPEval: A Fine-grained Evaluation Benchmark for Visual Operations of MLLMs in Mathematical Reasoning
by: Li, Xiaoyuan, et al.
Published: (2025)
by: Li, Xiaoyuan, et al.
Published: (2025)
RoMath: A Mathematical Reasoning Benchmark in Romanian
by: Cosma, Adrian, et al.
Published: (2024)
by: Cosma, Adrian, et al.
Published: (2024)
JT-Math: A Multi-Stage Framework for Advanced Mathematical Reasoning in Large Language Models
by: Hao, Yifan, et al.
Published: (2025)
by: Hao, Yifan, et al.
Published: (2025)
CleanPatrick: A Benchmark for Image Data Cleaning
by: Gröger, Fabian, et al.
Published: (2025)
by: Gröger, Fabian, et al.
Published: (2025)
MathHay: An Automated Benchmark for Long-Context Mathematical Reasoning in LLMs
by: Wang, Lei, et al.
Published: (2024)
by: Wang, Lei, et al.
Published: (2024)
Data Proportion Detection for Optimized Data Management for Large Language Models
by: Liang, Hao, et al.
Published: (2024)
by: Liang, Hao, et al.
Published: (2024)
MathBench: Evaluating the Theory and Application Proficiency of LLMs with a Hierarchical Mathematics Benchmark
by: Liu, Hongwei, et al.
Published: (2024)
by: Liu, Hongwei, et al.
Published: (2024)
DCAD-2000: A Multilingual Dataset across 2000+ Languages with Data Cleaning as Anomaly Detection
by: Shen, Yingli, et al.
Published: (2025)
by: Shen, Yingli, et al.
Published: (2025)
Can LLMs Clean Up Your Mess? A Survey of Application-Ready Data Preparation with LLMs
by: Zhou, Wei, et al.
Published: (2026)
by: Zhou, Wei, et al.
Published: (2026)
WirelessMathBench: A Mathematical Modeling Benchmark for LLMs in Wireless Communications
by: Li, Xin, et al.
Published: (2025)
by: Li, Xin, et al.
Published: (2025)
Clean & Clear: Feasibility of Safe LLM Clinical Guidance
by: Ive, Julia, et al.
Published: (2025)
by: Ive, Julia, et al.
Published: (2025)
SuperCLUE-Math6: Graded Multi-Step Math Reasoning Benchmark for LLMs in Chinese
by: Xu, Liang, et al.
Published: (2024)
by: Xu, Liang, et al.
Published: (2024)
MatheMagic: Generating Dynamic Mathematics Benchmarks Robust to Memorization
by: O'Brien, Dayyán, et al.
Published: (2025)
by: O'Brien, Dayyán, et al.
Published: (2025)
Auditing Stealth Sycophancy in Mental-Health Dialogue: Structured Clinical-State Diagnostics and Clean Matched Benchmarks
by: Han, Tianze, et al.
Published: (2026)
by: Han, Tianze, et al.
Published: (2026)
Text2SQL-Flow: A Robust SQL-Aware Data Augmentation Framework for Text-to-SQL
by: Cai, Qifeng, et al.
Published: (2025)
by: Cai, Qifeng, et al.
Published: (2025)
Similar Items
-
Let's Verify Math Questions Step by Step
by: Shen, Chengyu, et al.
Published: (2025) -
MathScape: Benchmarking Multimodal Large Language Models in Real-World Mathematical Contexts
by: Liang, Hao, et al.
Published: (2024) -
BRACE: A Benchmark for Robust Audio Caption Quality Evaluation
by: Guo, Tianyu, et al.
Published: (2025) -
Clean First, Align Later: Benchmarking Preference Data Cleaning for Reliable LLM Alignment
by: Yeh, Samuel, et al.
Published: (2025) -
CapGeo: A Caption-Assisted Approach to Geometric Reasoning
by: Li, Yuying, et al.
Published: (2025)