Cover Image

Shorten After You're Right: Lazy Length Penalties for Reasoning RL

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Yuan, Danlong, Xie, Tian, Huang, Shaohan, Gong, Zhuocheng, Zhang, Huishuai, Luo, Chong, Wei, Furu, Zhao, Dongyan
Format:	Preprint
Published:	2025
Subjects:	Artificial Intelligence Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Latent Preference Coding: Aligning Large Language Models via Discrete Latent Codes
by: Gong, Zhuocheng, et al.
Published: (2025)

SWE-MiniSandbox: Container-Free Reinforcement Learning for Building Software Engineering Agents
by: Yuan, Danlong, et al.
Published: (2026)

ReMamba: Equip Mamba with Effective Long-Sequence Modeling
by: Yuan, Danlong, et al.
Published: (2024)

Mixture-of-Modules: Reinventing Transformers as Dynamic Assemblies of Modules
by: Gong, Zhuocheng, et al.
Published: (2024)

Evidence-Enhanced Triplet Generation Framework for Hallucination Alleviation in Generative Question Answering
by: Du, Haowei, et al.
Published: (2024)

On-Policy RL with Optimal Reward Baseline
by: Hao, Yaru, et al.
Published: (2025)

Bootstrap Your Own Context Length
by: Wang, Liang, et al.
Published: (2024)

You're worth it
by: Suzanne Jarvis
Published: (2025)

If You're an Aries
by: Hoffman, Elizabeth
Published: (1971)

ReasVQA: Advancing VideoQA with Imperfect Reasoning Process
by: Liang, Jianxin, et al.
Published: (2025)

Adapting Large Language Models to Domains via Reading Comprehension
by: Cheng, Daixuan, et al.
Published: (2023)

Multimodal Large Language Model is a Human-Aligned Annotator for Text-to-Image Generation
by: Wu, Xun, et al.
Published: (2024)

Mixture of LoRA Experts
by: Wu, Xun, et al.
Published: (2024)

YOYO (You're On Your Own!).
by: Young, Laura
Published: (1998)

Teaching What You're Not
Published: (2024)

You're a Parent...You're a Teacher Too. Join the Education Team.
by: Nicolau, Siobhan, et al.
Published: (1990)

“You're Soviet trash!—You're a liberass!”: The political life of social slurs
by: Maria Sidorkina
Published: (2025)

You're Not from Around Here, Are You?
by: Blum, Louise A.
Published: (2023)

Are You Making What You're Worth?
by: Arnold, Ruth
Published: (1999)

Synthetic Data RL: Task Definition Is All You Need
by: Guo, Yiduo, et al.
Published: (2025)

Think Only When You Need with Large Hybrid-Reasoning Models
by: Jiang, Lingjie, et al.
Published: (2025)

What Makes Quantization for Large Language Models Hard? An Empirical Study from the Lens of Perturbation
by: Gong, Zhuocheng, et al.
Published: (2024)

“You're a Nobody When You're Unemployed”: Exploring the Content of Unemployed People's Stereotype
by: Charly Marie, et al.
Published: (2025)

xRAG: Extreme Context Compression for Retrieval-augmented Generation with One Token
by: Cheng, Xin, et al.
Published: (2024)

Leash: Adaptive Length Penalty and Reward Shaping for Efficient Large Reasoning Model
by: Li, Yanhao, et al.
Published: (2025)

You're Dead—So What?
by: Neely, Cherly L.
Published: (2023)

Reasoning with Exploration: An Entropy Perspective
by: Cheng, Daixuan, et al.
Published: (2025)

Efficient Continual Pre-training by Mitigating the Stability Gap
by: Guo, Yiduo, et al.
Published: (2024)

ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models
by: Wang, Yueqian, et al.
Published: (2025)

Understanding Multimodal Hallucination with Parameter-Free Representation Alignment
by: Wang, Yueqian, et al.
Published: (2024)

Fast on the Easy, Deep on the Hard: Efficient Reasoning via Powered Length Penalty
by: Ling, Zehui, et al.
Published: (2025)

Textual Aesthetics in Large Language Models
by: Jiang, Lingjie, et al.
Published: (2024)

MH-MoE: Multi-Head Mixture-of-Experts
by: Huang, Shaohan, et al.
Published: (2024)

Multi-Head Mixture-of-Experts
by: Wu, Xun, et al.
Published: (2024)

Borrowed Templates: Is What You're Reaching For Actually Yours?
by: Sriharan, Vaz
Published: (2026)

Ep. 1064: Why You're Falling for Your Chatbot
by: Rosehill, Daniel, et al.
Published: (2026)

Reward Reasoning Model
by: Guo, Jiaxin, et al.
Published: (2025)

So You're Going to Get an Intern!
by: Boardman, Edna M.
Published: (1990)

Know When You're Wrong: Aligning Confidence with Correctness for LLM Error Detection
by: Xiaohu, Xie, et al.
Published: (2026)

If You’re So Ethical, Why Are You So Highly Paid?
by: Pepper, Alexander
Published: (2022)