Atomic Thinking of LLMs: Decoupling and Exploring Mathematical Reasoning Abilities
Fuente:
arXiv
Saved in:
| Main Authors: | Kuang, Jiayi, Huang, Haojing, Li, Yinghui, Liang, Xinnian, Xu, Zhikun, Li, Yangning, Tan, Xiaoyu, Qu, Chao, Zhang, Meishan, Shen, Ying, Yu, Philip S. |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
One Example Shown, Many Concepts Known! Counterexample-Driven Conceptual Reasoning in Mathematical LLMs
by: Li, Yinghui, et al.
Published: (2025)
by: Li, Yinghui, et al.
Published: (2025)
Refine Knowledge of Large Language Models via Adaptive Contrastive Learning
by: Li, Yinghui, et al.
Published: (2025)
by: Li, Yinghui, et al.
Published: (2025)
Mitigating Catastrophic Forgetting in Multi-domain Chinese Spelling Correction by Multi-stage Knowledge Transfer Framework
by: Xing, Peng, et al.
Published: (2024)
by: Xing, Peng, et al.
Published: (2024)
Process-Level Trajectory Evaluation for Environment Configuration in Software Engineering Agents
by: Kuang, Jiayi, et al.
Published: (2025)
by: Kuang, Jiayi, et al.
Published: (2025)
TangramPuzzle: Evaluating Multimodal Large Language Models with Compositional Spatial Reasoning
by: Liu, Daixian, et al.
Published: (2026)
by: Liu, Daixian, et al.
Published: (2026)
Correct Like Humans: Progressive Learning Framework for Chinese Text Error Correction
by: Li, Yinghui, et al.
Published: (2023)
by: Li, Yinghui, et al.
Published: (2023)
Exploring the Implicit Semantic Ability of Multimodal Large Language Models: A Pilot Study on Entity Set Expansion
by: Wang, Hebin, et al.
Published: (2024)
by: Wang, Hebin, et al.
Published: (2024)
EvoConfig: Self-Evolving Multi-Agent Systems for Efficient Autonomous Environment Configuration
by: Guo, Xinshuai, et al.
Published: (2026)
by: Guo, Xinshuai, et al.
Published: (2026)
ORIGAMISPACE: Benchmarking Multimodal LLMs in Multi-Step Spatial Reasoning with Mathematical Constraints
by: Xu, Rui, et al.
Published: (2025)
by: Xu, Rui, et al.
Published: (2025)
Rethinking the Roles of Large Language Models in Chinese Grammatical Error Correction
by: Li, Yinghui, et al.
Published: (2024)
by: Li, Yinghui, et al.
Published: (2024)
Enhancing Mathematical Reasoning in LLMs by Stepwise Correction
by: Wu, Zhenyu, et al.
Published: (2024)
by: Wu, Zhenyu, et al.
Published: (2024)
On the (In)Effectiveness of Large Language Models for Chinese Text Correction
by: Li, Yinghui, et al.
Published: (2023)
by: Li, Yinghui, et al.
Published: (2023)
Thinking Machines: Mathematical Reasoning in the Age of LLMs
by: Asperti, Andrea, et al.
Published: (2025)
by: Asperti, Andrea, et al.
Published: (2025)
MSCR: Exploring the Vulnerability of LLMs' Mathematical Reasoning Abilities Using Multi-Source Candidate Replacement
by: Sun, Zhishen, et al.
Published: (2025)
by: Sun, Zhishen, et al.
Published: (2025)
ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs
by: He, Feng, et al.
Published: (2025)
by: He, Feng, et al.
Published: (2025)
Evaluating the Reasoning Abilities of LLMs on Underrepresented Mathematics Competition Problems
by: Golladay, Samuel, et al.
Published: (2025)
by: Golladay, Samuel, et al.
Published: (2025)
When LLMs Meet Cunning Texts: A Fallacy Understanding Benchmark for Large Language Models
by: Li, Yinghui, et al.
Published: (2024)
by: Li, Yinghui, et al.
Published: (2024)
Cognitive Mismatch in Multimodal Large Language Models for Discrete Symbol Understanding
by: Li, Yinghui, et al.
Published: (2026)
by: Li, Yinghui, et al.
Published: (2026)
Read Quietly, Think Aloud: Decoupling Comprehension and Reasoning in LLMs
by: Wang, Yuanxin, et al.
Published: (2025)
by: Wang, Yuanxin, et al.
Published: (2025)
Bidirectional End-to-End Learning of Retriever-Reader Paradigm for Entity Linking
by: Li, Yinghui, et al.
Published: (2023)
by: Li, Yinghui, et al.
Published: (2023)
AtomThink: Multimodal Slow Thinking with Atomic Step Reasoning
by: Xiang, Kun, et al.
Published: (2024)
by: Xiang, Kun, et al.
Published: (2024)
DAST: Context-Aware Compression in LLMs via Dynamic Allocation of Soft Tokens
by: Chen, Shaoshen, et al.
Published: (2025)
by: Chen, Shaoshen, et al.
Published: (2025)
Think, then Score: Decoupled Reasoning and Scoring for Video Reward Modeling
by: Wang, Yuan, et al.
Published: (2026)
by: Wang, Yuan, et al.
Published: (2026)
Teaching According to Talents! Instruction Tuning LLMs with Competence-Aware Curriculum Learning
by: Li, Yangning, et al.
Published: (2025)
by: Li, Yangning, et al.
Published: (2025)
Exposing the Achilles' Heel: Evaluating LLMs Ability to Handle Mistakes in Mathematical Reasoning
by: Singh, Joykirat, et al.
Published: (2024)
by: Singh, Joykirat, et al.
Published: (2024)
MDIT: A Model-free Data Interpolation Method for Diverse Instruction Tuning
by: Li, Yangning, et al.
Published: (2025)
by: Li, Yangning, et al.
Published: (2025)
From Retrieval to Generation: Efficient and Effective Entity Set Expansion
by: Huang, Shulin, et al.
Published: (2023)
by: Huang, Shulin, et al.
Published: (2023)
Quantization Meets Reasoning: Exploring and Mitigating Degradation of Low-Bit LLMs in Mathematical Reasoning
by: Li, Zhen, et al.
Published: (2025)
by: Li, Zhen, et al.
Published: (2025)
Distilling Reasoning Ability from Large Language Models with Adaptive Thinking
by: Chen, Xiaoshu, et al.
Published: (2024)
by: Chen, Xiaoshu, et al.
Published: (2024)
Thought-Like-Pro: Enhancing Reasoning of Large Language Models through Self-Driven Prolog-based Chain-of-Thought
by: Tan, Xiaoyu, et al.
Published: (2024)
by: Tan, Xiaoyu, et al.
Published: (2024)
PILLOW: Enhancing Efficient Instruction Fine-tuning via Prompt Matching
by: Qi, Zhenting, et al.
Published: (2023)
by: Qi, Zhenting, et al.
Published: (2023)
Guess What I am Thinking: A Benchmark for Inner Thought Reasoning of Role-Playing Language Agents
by: Xu, Rui, et al.
Published: (2025)
by: Xu, Rui, et al.
Published: (2025)
Inductive or Deductive? Rethinking the Fundamental Reasoning Abilities of LLMs
by: Cheng, Kewei, et al.
Published: (2024)
by: Cheng, Kewei, et al.
Published: (2024)
Improving LLMs' Generalized Reasoning Abilities by Graph Problems
by: Zhang, Qifan, et al.
Published: (2025)
by: Zhang, Qifan, et al.
Published: (2025)
Adversarial Unsupervised Domain Adaptation for 3D Semantic Segmentation with 2D Image Fusion of Dense Depth
by: Xindan Zhang, et al.
Published: (2024)
by: Xindan Zhang, et al.
Published: (2024)
Towards Collaborative Intelligence: Propagating Intentions and Reasoning for Multi-Agent Coordination with Large Language Models
by: Qiu, Xihe, et al.
Published: (2024)
by: Qiu, Xihe, et al.
Published: (2024)
Natural Language Understanding and Inference with MLLM in Visual Question Answering: A Survey
by: Kuang, Jiayi, et al.
Published: (2024)
by: Kuang, Jiayi, et al.
Published: (2024)
Towards Agentic RAG with Deep Reasoning: A Survey of RAG-Reasoning Systems in LLMs
by: Li, Yangning, et al.
Published: (2025)
by: Li, Yangning, et al.
Published: (2025)
CORE: Concept-Oriented Reinforcement for Bridging the Definition-Application Gap in Mathematical Reasoning
by: Gao, Zijun, et al.
Published: (2025)
by: Gao, Zijun, et al.
Published: (2025)
Automatic Context Pattern Generation for Entity Set Expansion
by: Li, Yinghui, et al.
Published: (2022)
by: Li, Yinghui, et al.
Published: (2022)
Similar Items
-
One Example Shown, Many Concepts Known! Counterexample-Driven Conceptual Reasoning in Mathematical LLMs
by: Li, Yinghui, et al.
Published: (2025) -
Refine Knowledge of Large Language Models via Adaptive Contrastive Learning
by: Li, Yinghui, et al.
Published: (2025) -
Mitigating Catastrophic Forgetting in Multi-domain Chinese Spelling Correction by Multi-stage Knowledge Transfer Framework
by: Xing, Peng, et al.
Published: (2024) -
Process-Level Trajectory Evaluation for Environment Configuration in Software Engineering Agents
by: Kuang, Jiayi, et al.
Published: (2025) -
TangramPuzzle: Evaluating Multimodal Large Language Models with Compositional Spatial Reasoning
by: Liu, Daixian, et al.
Published: (2026)