MathMixup: Boosting LLM Mathematical Reasoning with Difficulty-Controllable Data Synthesis and Curriculum Learning
Fuente:
arXiv
Saved in:
| Main Authors: | Li, Xuchen, Chen, Jing, Li, Xuzhao, Liang, Hao, Zhou, Xiaohuan, Wang, Taifeng, Zhang, Wentao |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
VerifyBench: A Systematic Benchmark for Evaluating Reasoning Verifiers Across Domains
by: Li, Xuzhao, et al.
Published: (2025)
by: Li, Xuzhao, et al.
Published: (2025)
CausalStep: A Benchmark for Explicit Stepwise Causal Reasoning in Videos
by: Li, Xuchen, et al.
Published: (2025)
by: Li, Xuchen, et al.
Published: (2025)
Look Less, Reason More: Rollout-Guided Adaptive Pixel-Space Reasoning
by: Li, Xuchen, et al.
Published: (2025)
by: Li, Xuchen, et al.
Published: (2025)
Select Less, Reason More: Prioritizing Evidence Purity for Video Reasoning
by: Li, Xuchen, et al.
Published: (2025)
by: Li, Xuchen, et al.
Published: (2025)
STEMVerse: A Dual-Axis Diagnostic Framework for STEM Reasoning in Large Language Models
by: Li, Xuzhao, et al.
Published: (2026)
by: Li, Xuzhao, et al.
Published: (2026)
DARTer: Dynamic Adaptive Representation Tracker for Nighttime UAV Tracking
by: Li, Xuzhao, et al.
Published: (2025)
by: Li, Xuzhao, et al.
Published: (2025)
GanitLLM: Difficulty-Aware Bengali Mathematical Reasoning through Curriculum-GRPO
by: Dipta, Shubhashis Roy, et al.
Published: (2026)
by: Dipta, Shubhashis Roy, et al.
Published: (2026)
Reasoning Curriculum: Bootstrapping Broad LLM Reasoning from Math
by: Pang, Bo, et al.
Published: (2025)
by: Pang, Bo, et al.
Published: (2025)
MathAgent: Adversarial Evolution of Constraint Graphs for Mathematical Reasoning Data Synthesis
by: Yu, Zixiong, et al.
Published: (2026)
by: Yu, Zixiong, et al.
Published: (2026)
MorphoBench: A Benchmark with Difficulty Adaptive to Model Reasoning
by: Wang, Xukai, et al.
Published: (2025)
by: Wang, Xukai, et al.
Published: (2025)
DART-Math: Difficulty-Aware Rejection Tuning for Mathematical Problem-Solving
by: Tong, Yuxuan, et al.
Published: (2024)
by: Tong, Yuxuan, et al.
Published: (2024)
PersonaMath: Boosting Mathematical Reasoning via Persona-Driven Data Augmentation
by: Luo, Jing, et al.
Published: (2024)
by: Luo, Jing, et al.
Published: (2024)
AgenticMath: Enhancing LLM Reasoning via Agentic-based Math Data Generation
by: Liu, Xianyang, et al.
Published: (2025)
by: Liu, Xianyang, et al.
Published: (2025)
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)
Neuro-Symbolic Data Generation for Math Reasoning
by: Li, Zenan, et al.
Published: (2024)
by: Li, Zenan, et al.
Published: (2024)
Skywork-Math: Data Scaling Laws for Mathematical Reasoning in Large Language Models -- The Story Goes On
by: Zeng, Liang, et al.
Published: (2024)
by: Zeng, Liang, et al.
Published: (2024)
MATrack: Efficient Multiscale Adaptive Tracker for Real-Time Nighttime UAV Operations
by: Li, Xuzhao, et al.
Published: (2025)
by: Li, Xuzhao, et al.
Published: (2025)
ControlMath: Controllable Data Generation Promotes Math Generalist Models
by: Chen, Nuo, et al.
Published: (2024)
by: Chen, Nuo, et al.
Published: (2024)
MathCoder2: Better Math Reasoning from Continued Pretraining on Model-translated Mathematical Code
by: Lu, Zimu, et al.
Published: (2024)
by: Lu, Zimu, et al.
Published: (2024)
Learning Like Humans: Advancing LLM Reasoning Capabilities via Adaptive Difficulty Curriculum Learning and Expert-Guided Self-Reformulation
by: Zhang, Enci, et al.
Published: (2025)
by: Zhang, Enci, et al.
Published: (2025)
Harder Is Better: Boosting Mathematical Reasoning via Difficulty-Aware GRPO and Multi-Aspect Question Reformulation
by: Dai, Yanqi, et al.
Published: (2026)
by: Dai, Yanqi, et al.
Published: (2026)
VisioMath: Benchmarking Figure-based Mathematical Reasoning in LMMs
by: Li, Can, et al.
Published: (2025)
by: Li, Can, et al.
Published: (2025)
We-Math 2.0: A Versatile MathBook System for Incentivizing Visual Mathematical Reasoning
by: Qiao, Runqi, et al.
Published: (2025)
by: Qiao, Runqi, et al.
Published: (2025)
Self-Consistency Boosts Calibration for Math Reasoning
by: Wang, Ante, et al.
Published: (2024)
by: Wang, Ante, et al.
Published: (2024)
Rewriting Pre-Training Data Boosts LLM Performance in Math and Code
by: Fujii, Kazuki, et al.
Published: (2025)
by: Fujii, Kazuki, et al.
Published: (2025)
EvolMathEval: Towards Evolvable Benchmarks for Mathematical Reasoning via Evolutionary Testing
by: Wang, Shengbo, et al.
Published: (2025)
by: Wang, Shengbo, et al.
Published: (2025)
MathChat: Benchmarking Mathematical Reasoning and Instruction Following in Multi-Turn Interactions
by: Liang, Zhenwen, et al.
Published: (2024)
by: Liang, Zhenwen, et al.
Published: (2024)
What Makes a Good Curriculum? Disentangling the Effects of Data Ordering on LLM Mathematical Reasoning
by: Jia, Yaning, et al.
Published: (2025)
by: Jia, Yaning, et al.
Published: (2025)
LyriCAR: A Difficulty-Aware Curriculum Reinforcement Learning Framework For Controllable Lyric Translation
by: Ren, Le, et al.
Published: (2025)
by: Ren, Le, et al.
Published: (2025)
Data Trajectory Alignment for LLM Domain Adaptation: A Two-Phase Synthesis Framework for Telecommunications Mathematics
by: Zhou, Zhicheng, et al.
Published: (2025)
by: Zhou, Zhicheng, 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)
MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts
by: Lu, Pan, et al.
Published: (2023)
by: Lu, Pan, et al.
Published: (2023)
Confucius3-Math: A Lightweight High-Performance Reasoning LLM for Chinese K-12 Mathematics Learning
by: Wu, Lixin, et al.
Published: (2025)
by: Wu, Lixin, et al.
Published: (2025)
FrontierMath: A Benchmark for Evaluating Advanced Mathematical Reasoning in AI
by: Glazer, Elliot, et al.
Published: (2024)
by: Glazer, Elliot, et al.
Published: (2024)
MathScale: Scaling Instruction Tuning for Mathematical Reasoning
by: Tang, Zhengyang, et al.
Published: (2024)
by: Tang, Zhengyang, et al.
Published: (2024)
VisAidMath: Benchmarking Visual-Aided Mathematical Reasoning
by: Ma, Jingkun, et al.
Published: (2024)
by: Ma, Jingkun, et al.
Published: (2024)
Time Series Reasoning via Process-Verifiable Thinking Data Synthesis and Scheduling for Tailored LLM Reasoning
by: Zhou, Jiahui, et al.
Published: (2026)
by: Zhou, Jiahui, et al.
Published: (2026)
Data Difficulty and the Generalization--Extrapolation Tradeoff in LLM Fine-Tuning
by: Liu, Siyuan, et al.
Published: (2026)
by: Liu, Siyuan, et al.
Published: (2026)
MathClean: A Benchmark for Synthetic Mathematical Data Cleaning
by: Liang, Hao, et al.
Published: (2025)
by: Liang, Hao, et al.
Published: (2025)
Tailored Teaching with Balanced Difficulty: Elevating Reasoning in Multimodal Chain-of-Thought via Prompt Curriculum
by: Yang, Xinglong, et al.
Published: (2025)
by: Yang, Xinglong, et al.
Published: (2025)
Similar Items
-
VerifyBench: A Systematic Benchmark for Evaluating Reasoning Verifiers Across Domains
by: Li, Xuzhao, et al.
Published: (2025) -
CausalStep: A Benchmark for Explicit Stepwise Causal Reasoning in Videos
by: Li, Xuchen, et al.
Published: (2025) -
Look Less, Reason More: Rollout-Guided Adaptive Pixel-Space Reasoning
by: Li, Xuchen, et al.
Published: (2025) -
Select Less, Reason More: Prioritizing Evidence Purity for Video Reasoning
by: Li, Xuchen, et al.
Published: (2025) -
STEMVerse: A Dual-Axis Diagnostic Framework for STEM Reasoning in Large Language Models
by: Li, Xuzhao, et al.
Published: (2026)