Copertina

Can Pruning Improve Reasoning? Revisiting Long-CoT Compression with Capability in Mind for Better Reasoning

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Zhao, Shangziqi, Yuan, Jiahao, Wu, Jinyang, Wang, Zhenglin, Yang, Guisong, Naseem, Usman
Natura:	Preprint
Pubblicazione:	2025
Soggetti:	Computation and Language
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

Beyond Isolated Capabilities: Bridging Long CoT Reasoning and Long-Context Understanding
di: Wang, Yifei
Pubblicazione: (2025)

ReflectDiffu:Reflect between Emotion-intent Contagion and Mimicry for Empathetic Response Generation via a RL-Diffusion Framework
di: Yuan, Jiahao, et al.
Pubblicazione: (2024)

Cultural Palette: Pluralising Culture Alignment via Multi-agent Palette
di: Yuan, Jiahao, et al.
Pubblicazione: (2024)

RedStar: Does Scaling Long-CoT Data Unlock Better Slow-Reasoning Systems?
di: Xu, Haotian, et al.
Pubblicazione: (2025)

Can Reasoning LLMs Enhance Clinical Document Classification?
di: Mustafa, Akram, et al.
Pubblicazione: (2025)

Investigating CoT Monitorability in Large Reasoning Models
di: Yang, Shu, et al.
Pubblicazione: (2025)

Distribution-Aligned Sequence Distillation for Superior Long-CoT Reasoning
di: Yan, Shaotian, et al.
Pubblicazione: (2026)

Select2Reason: Efficient Instruction-Tuning Data Selection for Long-CoT Reasoning
di: Yang, Cehao, et al.
Pubblicazione: (2025)

Efficient Long CoT Reasoning in Small Language Models
di: Wang, Zhaoyang, et al.
Pubblicazione: (2025)

CoT Vectors: Transferring and Probing the Reasoning Mechanisms of LLMs
di: Li, Li, et al.
Pubblicazione: (2025)

Reversal of Thought: Enhancing Large Language Models with Preference-Guided Reverse Reasoning Warm-up
di: Yuan, Jiahao, et al.
Pubblicazione: (2024)

CoT Referring: Improving Referring Expression Tasks with Grounded Reasoning
di: Dong, Qihua, et al.
Pubblicazione: (2025)

MIND: From Passive Mimicry to Active Reasoning through Capability-Aware Multi-Perspective CoT Distillation
di: Cui, Jin, et al.
Pubblicazione: (2026)

Kardia-R1: Unleashing LLMs to Reason toward Understanding and Empathy for Emotional Support via Rubric-as-Judge Reinforcement Learning
di: Yuan, Jiahao, et al.
Pubblicazione: (2025)

Mol-R1: Towards Explicit Long-CoT Reasoning in Molecule Discovery
di: Li, Jiatong, et al.
Pubblicazione: (2025)

$\textit{SKIntern}$: Internalizing Symbolic Knowledge for Distilling Better CoT Capabilities into Small Language Models
di: Liao, Huanxuan, et al.
Pubblicazione: (2024)

Parrot: A Training Pipeline Enhances Both Program CoT and Natural Language CoT for Reasoning
di: Jin, Senjie, et al.
Pubblicazione: (2025)

Long or short CoT? Investigating Instance-level Switch of Large Reasoning Models
di: Zhang, Ruiqi, et al.
Pubblicazione: (2025)

Revisiting Model Interpolation for Efficient Reasoning
di: Wu, Taiqiang, et al.
Pubblicazione: (2025)

Learning to Adapt SFT Data for Better Reasoning Generalization
di: Sun, Lisong, et al.
Pubblicazione: (2026)

The Synergy Dilemma of Long-CoT SFT and RL: Investigating Post-Training Techniques for Reasoning VLMs
di: Chen, Jierun, et al.
Pubblicazione: (2025)

How Likely Do LLMs with CoT Mimic Human Reasoning?
di: Bao, Guangsheng, et al.
Pubblicazione: (2024)

Improve Student's Reasoning Generalizability through Cascading Decomposed CoTs Distillation
di: Dai, Chengwei, et al.
Pubblicazione: (2024)

Evaluating Hierarchical Clinical Document Classification Using Reasoning-Based LLMs
di: Mustafa, Akram, et al.
Pubblicazione: (2025)

Exploring the Limitations of Mamba in COPY and CoT Reasoning
di: Ren, Ruifeng, et al.
Pubblicazione: (2024)

Beyond the Black Box: Demystifying Multi-Turn LLM Reasoning with VISTA
di: Zhang, Yiran, et al.
Pubblicazione: (2025)

Revisiting Direct Speech-to-Text Translation with Speech LLMs: Better Scaling than CoT Prompting?
di: Pareras, Oriol, et al.
Pubblicazione: (2025)

CoT is Not the Chain of Truth: An Empirical Internal Analysis of Reasoning LLMs for Fake News Generation
di: Tong, Zhao, et al.
Pubblicazione: (2026)

Mechanistic Interpretability for Large Language Model Alignment: Progress, Challenges, and Future Directions
di: Naseem, Usman
Pubblicazione: (2026)

CoT-Evo: Evolutionary Distillation of Chain-of-Thought for Scientific Reasoning
di: Feng, Kehua, et al.
Pubblicazione: (2025)

LatentChem: From Textual CoT to Latent Thinking in Chemical Reasoning
di: Ye, Xinwu, et al.
Pubblicazione: (2026)

GRASP: Grounded CoT Reasoning with Dual-Stage Optimization for Multimodal Sarcasm Target Identification
di: Wan, Faxian, et al.
Pubblicazione: (2026)

Focus on Your Question! Interpreting and Mitigating Toxic CoT Problems in Commonsense Reasoning
di: Li, Jiachun, et al.
Pubblicazione: (2024)

D-SCoRE: Document-Centric Segmentation and CoT Reasoning with Structured Export for QA-CoT Data Generation
di: Zhou, Weibo, et al.
Pubblicazione: (2025)

LVMed-R2: Perception and Reflection-driven Complex Reasoning for Medical Report Generation
di: Wang, Hao, et al.
Pubblicazione: (2025)

CogMem: A Cognitive Memory Architecture for Sustained Multi-Turn Reasoning in Large Language Models
di: Zhang, Yiran, et al.
Pubblicazione: (2025)

S3-CoT: Self-Sampled Succinct Reasoning Enables Efficient Chain-of-Thought LLMs
di: Du, Yanrui, et al.
Pubblicazione: (2026)

KAM-CoT: Knowledge Augmented Multimodal Chain-of-Thoughts Reasoning
di: Mondal, Debjyoti, et al.
Pubblicazione: (2024)

CoT-Kinetics: A Theoretical Modeling Assessing LRM Reasoning Process
di: Bi, Jinhe, et al.
Pubblicazione: (2025)

Zebra-CoT: A Dataset for Interleaved Vision Language Reasoning
di: Li, Ang, et al.
Pubblicazione: (2025)