Beyond Surface Reasoning: Unveiling the True Long Chain-of-Thought Capacity of Diffusion Large Language Models
Fuente:
arXiv
Saved in:
| Main Authors: | Chen, Qiguang, Li, Hanjing, Qin, Libo, Peng, Dengyun, Liu, Jinhao, Wang, Jiangyi, Wu, Chengyue, Chen, Xie, Du, Yantao, Che, Wanxiang |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models
by: Chen, Qiguang, et al.
Published: (2025)
by: Chen, Qiguang, et al.
Published: (2025)
Unlocking the Capabilities of Thought: A Reasoning Boundary Framework to Quantify and Optimize Chain-of-Thought
by: Chen, Qiguang, et al.
Published: (2024)
by: Chen, Qiguang, et al.
Published: (2024)
The Molecular Structure of Thought: Mapping the Topology of Long Chain-of-Thought Reasoning
by: Chen, Qiguang, et al.
Published: (2026)
by: Chen, Qiguang, et al.
Published: (2026)
RBF++: Quantifying and Optimizing Reasoning Boundaries across Measurable and Unmeasurable Capabilities for Chain-of-Thought Reasoning
by: Chen, Qiguang, et al.
Published: (2025)
by: Chen, Qiguang, et al.
Published: (2025)
Beware of Reasoning Overconfidence: Pitfalls in the Reasoning Process for Multi-solution Tasks
by: Guan, Jiannan, et al.
Published: (2025)
by: Guan, Jiannan, et al.
Published: (2025)
Aware First, Think Less: Dynamic Boundary Self-Awareness Drives Extreme Reasoning Efficiency in Large Language Models
by: Chen, Qiguang, et al.
Published: (2025)
by: Chen, Qiguang, et al.
Published: (2025)
AutoCAP: Towards Automatic Cross-lingual Alignment Planning for Zero-shot Chain-of-Thought
by: Zhang, Yongheng, et al.
Published: (2024)
by: Zhang, Yongheng, et al.
Published: (2024)
AutoPR: Let's Automate Your Academic Promotion!
by: Chen, Qiguang, et al.
Published: (2025)
by: Chen, Qiguang, et al.
Published: (2025)
The Universal Landscape of Human Reasoning
by: Chen, Qiguang, et al.
Published: (2025)
by: Chen, Qiguang, et al.
Published: (2025)
M$^3$CoT: A Novel Benchmark for Multi-Domain Multi-step Multi-modal Chain-of-Thought
by: Chen, Qiguang, et al.
Published: (2024)
by: Chen, Qiguang, et al.
Published: (2024)
MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models
by: Ji, Yiyan, et al.
Published: (2025)
by: Ji, Yiyan, et al.
Published: (2025)
Electronic Circuit Principles of Large Language Models
by: Chen, Qiguang, et al.
Published: (2025)
by: Chen, Qiguang, et al.
Published: (2025)
Learning the Boundary of Solvability: Aligning LLMs to Detect Unsolvable Problems
by: Peng, Dengyun, et al.
Published: (2025)
by: Peng, Dengyun, et al.
Published: (2025)
DLPO: Towards a Robust, Efficient, and Generalizable Prompt Optimization Framework from a Deep-Learning Perspective
by: Peng, Dengyun, et al.
Published: (2025)
by: Peng, Dengyun, et al.
Published: (2025)
ViTCoT: Video-Text Interleaved Chain-of-Thought for Boosting Video Understanding in Large Language Models
by: Zhang, Yongheng, et al.
Published: (2025)
by: Zhang, Yongheng, et al.
Published: (2025)
CoMT: A Novel Benchmark for Chain of Multi-modal Thought on Large Vision-Language Models
by: Cheng, Zihui, et al.
Published: (2024)
by: Cheng, Zihui, et al.
Published: (2024)
Visual Thoughts: A Unified Perspective of Understanding Multimodal Chain-of-Thought
by: Cheng, Zihui, et al.
Published: (2025)
by: Cheng, Zihui, et al.
Published: (2025)
Let's Think with Images Efficiently! An Interleaved-Modal Chain-of-Thought Reasoning Framework with Dynamic and Precise Visual Thoughts
by: Liu, Xu, et al.
Published: (2026)
by: Liu, Xu, et al.
Published: (2026)
What Factors Affect Multi-Modal In-Context Learning? An In-Depth Exploration
by: Qin, Libo, et al.
Published: (2024)
by: Qin, Libo, et al.
Published: (2024)
AI4Research: A Survey of Artificial Intelligence for Scientific Research
by: Chen, Qiguang, et al.
Published: (2025)
by: Chen, Qiguang, et al.
Published: (2025)
Bounds of Chain-of-Thought Robustness: Reasoning Steps, Embed Norms, and Beyond
by: Wang, Dingzirui, et al.
Published: (2025)
by: Wang, Dingzirui, et al.
Published: (2025)
Less Languages, Less Tokens: An Efficient Unified Logic Cross-lingual Chain-of-Thought Reasoning Framework
by: Zhang, Chenyuan, et al.
Published: (2026)
by: Zhang, Chenyuan, et al.
Published: (2026)
What are the Essential Factors in Crafting Effective Long Context Multi-Hop Instruction Datasets? Insights and Best Practices
by: Chen, Zhi, et al.
Published: (2024)
by: Chen, Zhi, et al.
Published: (2024)
Wrong-of-Thought: An Integrated Reasoning Framework with Multi-Perspective Verification and Wrong Information
by: Zhang, Yongheng, et al.
Published: (2024)
by: Zhang, Yongheng, et al.
Published: (2024)
Dynamic Chain-of-Thought: Towards Adaptive Deep Reasoning
by: Wang, Libo
Published: (2025)
by: Wang, Libo
Published: (2025)
Improving Language Model Reasoning with Self-motivated Learning
by: Feng, Yunlong, et al.
Published: (2024)
by: Feng, Yunlong, et al.
Published: (2024)
CroPrompt: Cross-task Interactive Prompting for Zero-shot Spoken Language Understanding
by: Qin, Libo, et al.
Published: (2024)
by: Qin, Libo, et al.
Published: (2024)
OMIBench: Benchmarking Olympiad-Level Multi-Image Reasoning in Large Vision-Language Model
by: Chen, Qiguang, et al.
Published: (2026)
by: Chen, Qiguang, et al.
Published: (2026)
Multilingual Large Language Model: A Survey of Resources, Taxonomy and Frontiers
by: Qin, Libo, et al.
Published: (2024)
by: Qin, Libo, et al.
Published: (2024)
The Scaling Laws of Skills in LLM Agent Systems
by: Chen, Charles, et al.
Published: (2026)
by: Chen, Charles, et al.
Published: (2026)
ESAinsTOD: A Unified End-to-End Schema-Aware Instruction-Tuning Framework for Task-Oriented Dialog Modeling
by: Teng, Dechuan, et al.
Published: (2026)
by: Teng, Dechuan, et al.
Published: (2026)
Large Language Models Meet NLP: A Survey
by: Qin, Libo, et al.
Published: (2024)
by: Qin, Libo, et al.
Published: (2024)
Reducing Reasoning Costs: The Path of Optimization for Chain of Thought via Sparse Attention Mechanism
by: Wang, Libo
Published: (2024)
by: Wang, Libo
Published: (2024)
Unveiling the Key Factors for Distilling Chain-of-Thought Reasoning
by: Chen, Xinghao, et al.
Published: (2025)
by: Chen, Xinghao, et al.
Published: (2025)
Python is Not Always the Best Choice: Embracing Multilingual Program of Thoughts
by: Luo, Xianzhen, et al.
Published: (2024)
by: Luo, Xianzhen, et al.
Published: (2024)
Manager: Aggregating Insights from Unimodal Experts in Two-Tower VLMs and MLLMs
by: Xu, Xiao, et al.
Published: (2025)
by: Xu, Xiao, et al.
Published: (2025)
Diffusion of Thoughts: Chain-of-Thought Reasoning in Diffusion Language Models
by: Ye, Jiacheng, et al.
Published: (2024)
by: Ye, Jiacheng, et al.
Published: (2024)
X-WebAgentBench: A Multilingual Interactive Web Benchmark for Evaluating Global Agentic System
by: Wang, Peng, et al.
Published: (2025)
by: Wang, Peng, et al.
Published: (2025)
Unveiling Confirmation Bias in Chain-of-Thought Reasoning
by: Wan, Yue, et al.
Published: (2025)
by: Wan, Yue, et al.
Published: (2025)
Pro-HAN: A Heterogeneous Graph Attention Network for Profile-Based Spoken Language Understanding
by: Teng, Dechuan, et al.
Published: (2024)
by: Teng, Dechuan, et al.
Published: (2024)
Similar Items
-
Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models
by: Chen, Qiguang, et al.
Published: (2025) -
Unlocking the Capabilities of Thought: A Reasoning Boundary Framework to Quantify and Optimize Chain-of-Thought
by: Chen, Qiguang, et al.
Published: (2024) -
The Molecular Structure of Thought: Mapping the Topology of Long Chain-of-Thought Reasoning
by: Chen, Qiguang, et al.
Published: (2026) -
RBF++: Quantifying and Optimizing Reasoning Boundaries across Measurable and Unmeasurable Capabilities for Chain-of-Thought Reasoning
by: Chen, Qiguang, et al.
Published: (2025) -
Beware of Reasoning Overconfidence: Pitfalls in the Reasoning Process for Multi-solution Tasks
by: Guan, Jiannan, et al.
Published: (2025)