Imagen de Portada

Stepwise Penalization for Length-Efficient Chain-of-Thought Reasoning

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Li, Xintong, Li, Sha, Lin, Rongmei, Jin, Hongye, Li, Linwei, Cui, Hejie, Zhang, Sarah, Chang, Chia-Yuan, Cheng, Kewei, Fetahu, Besnik, Nigam, Priyanka, Shang, Jingbo, Yin, Bing
Formato:	Preprint
Publicado:	2026
Materias:	Computation and Language Artificial Intelligence Machine Learning
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

Alternating Reinforcement Learning with Contextual Rubric Rewards: Beyond the Scalarization Strategy
por: Lan, Guangchen, et al.
Publicado: (2026)

Explainable Chain-of-Thought Reasoning: An Empirical Analysis on State-Aware Reasoning Dynamics
por: Yu, Sheldon, et al.
Publicado: (2025)

Controllable Decontextualization of Yes/No Question and Answers into Factual Statements
por: Mo, Lingbo, et al.
Publicado: (2024)

Identifying High Consideration E-Commerce Search Queries
por: Chen, Zhiyu, et al.
Publicado: (2024)

CTRLS: Chain-of-Thought Reasoning via Latent State-Transition
por: Wu, Junda, et al.
Publicado: (2025)

ByteFlow: Language Modeling through Adaptive Byte Compression without a Tokenizer
por: Deng, Chunyuan, et al.
Publicado: (2026)

Teaching AI Stepwise Diagnostic Reasoning with Report-Guided Chain-of-Thought Learning
por: Luo, Yihong, et al.
Publicado: (2025)

Stepwise Perplexity-Guided Refinement for Efficient Chain-of-Thought Reasoning in Large Language Models
por: Cui, Yingqian, et al.
Publicado: (2025)

Instant Answering in E-Commerce Buyer-Seller Messaging using Message-to-Question Reformulation
por: Fetahu, Besnik, et al.
Publicado: (2024)

Wizard of Shopping: Target-Oriented E-commerce Dialogue Generation with Decision Tree Branching
por: Li, Xiangci, et al.
Publicado: (2025)

Rethinking Chain-of-Thought Reasoning for Videos
por: Zhong, Yiwu, et al.
Publicado: (2025)

Toward Multi-Session Personalized Conversation: A Large-Scale Dataset and Hierarchical Tree Framework for Implicit Reasoning
por: Li, Xintong, et al.
Publicado: (2025)

Identifying Shopping Intent in Product QA for Proactive Recommendations
por: Fetahu, Besnik, et al.
Publicado: (2024)

Controllable Data Augmentation for Few-Shot Text Mining with Chain-of-Thought Attribute Manipulation
por: Peng, Letian, et al.
Publicado: (2023)

Enhancing Adversarial Attacks through Chain of Thought
por: Su, Jingbo
Publicado: (2024)

Dissecting Long-Chain-of-Thought Reasoning Models: An Empirical Study
por: Mu, Yongyu, et al.
Publicado: (2025)

CoMem: Context Management with A Decoupled Long-Context Model
por: Zhang, Yuwei, et al.
Publicado: (2026)

StepCodeReasoner: Aligning Code Reasoning with Stepwise Execution Traces via Reinforcement Learning
por: Wang, Hao, et al.
Publicado: (2026)

Transformers Provably Learn Chain-of-Thought Reasoning with Length Generalization
por: Huang, Yu, et al.
Publicado: (2025)

Parallel Continuous Chain-of-Thought with Jacobi Iteration
por: Wu, Haoyi, et al.
Publicado: (2025)

Step-CoT: Stepwise Visual Chain-of-Thought for Medical Visual Question Answering
por: Fan, Lin, et al.
Publicado: (2026)

Leveraging Noisy Manual Labels as Useful Information: An Information Fusion Approach for Enhanced Variable Selection in Penalized Logistic Regression
por: Wu, Xiaofei, et al.
Publicado: (2025)

WebCoach: Self-Evolving Web Agents with Cross-Session Memory Guidance
por: Liu, Genglin, et al.
Publicado: (2025)

SmartThinker: Progressive Chain-of-Thought Length Calibration for Efficient Large Language Model Reasoning
por: Hu, Chenzhi, et al.
Publicado: (2026)

Fractured Chain-of-Thought Reasoning
por: Liao, Baohao, et al.
Publicado: (2025)

Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs
por: Tang, Xintong, et al.
Publicado: (2025)

Beyond Chain-of-Thought, Effective Graph-of-Thought Reasoning in Language Models
por: Yao, Yao, et al.
Publicado: (2023)

Render-of-Thought: Rendering Textual Chain-of-Thought as Images for Visual Latent Reasoning
por: Wang, Yifan, et al.
Publicado: (2026)

Learning with Rare Success but Rich Feedback via Reflection-Enhanced Self-Distillation
por: Zhang, Yuwei, et al.
Publicado: (2026)

Unveiling Confirmation Bias in Chain-of-Thought Reasoning
por: Wan, Yue, et al.
Publicado: (2025)

HeaPA: Difficulty-Aware Heap Sampling and On-Policy Query Augmentation for LLM Reinforcement Learning
por: Wang, Weiqi, et al.
Publicado: (2026)

On Learning Verifiers and Implications to Chain-of-Thought Reasoning
por: Balcan, Maria-Florina, et al.
Publicado: (2025)

Generative Explore-Exploit: Training-free Optimization of Generative Recommender Systems using LLM Optimizers
por: Senel, Lütfi Kerem, et al.
Publicado: (2024)

Long Chain-of-Thought Reasoning Across Languages
por: Barua, Josh, et al.
Publicado: (2025)

CoRGI: Verified Chain-of-Thought Reasoning with Post-hoc Visual Grounding
por: Yi, Shixin, et al.
Publicado: (2025)

Multimodal Chain-of-Thought Reasoning in Language Models
por: Zhang, Zhuosheng, et al.
Publicado: (2023)

Scalable Chain of Thoughts via Elastic Reasoning
por: Xu, Yuhui, et al.
Publicado: (2025)

Synergy-of-Thoughts: Eliciting Efficient Reasoning in Hybrid Language Models
por: Shang, Yu, et al.
Publicado: (2024)

ReCUT: Balancing Reasoning Length and Accuracy in LLMs via Stepwise Trails and Preference Optimization
por: Jin, Zhensheng, et al.
Publicado: (2025)

SafeChain: Safety of Language Models with Long Chain-of-Thought Reasoning Capabilities
por: Jiang, Fengqing, et al.
Publicado: (2025)