COLM 2025 Conference Submissions

Enhancing LLM Reliability via Explicit Knowledge Boundary Modeling
Hang Zheng, Hongshen Xu, Yuncong Liu, Shuai Fan, Lu Chen, Pascale Fung, Kai Yu
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
Effective Length Extrapolation via Dimension-Wise Positional Embeddings Manipulation
Yi Lu, Wanxu Zhao, Xin Zhou, Chenxin An, Chenglong Wang, Shuo Li, Yuming Yang, Jun Zhao, Tao Ji, Tao Gui, Qi Zhang, Xuanjing Huang
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
A Controlled Study on Long Context Extension and Generalization in LLMs
Yi Lu, Jing Nathan Yan, Songlin Yang, Justin T Chiu, Siyu Ren, Fei Yuan, Wenting Zhao, Zhiyong Wu, Alexander M Rush
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
G1yphD3c0de: Towards Safer Language Models on Visually Perturbed Texts
Yejinchoi, Yejin Yeo, Yejin Son, Seungju Han, Youngjae Yu
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
Efficient Process Reward Model Training via Active Learning
Keyu Duan, Zichen Liu, Xin Mao, Tianyu Pang, Changyu Chen, Qiguang Chen, Michael Qizhe Shieh, Longxu Dou
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
Detecting and Pruning Prominent but Detrimental Neurons in Large Language Models
Ameen Ali Ali, Shahar Katz, Lior Wolf, Ivan Titov
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
FormaRL: Enhancing Autoformalization with no Labeled Data
Yanxing Huang, Xinling Jin, Sijie Liang, Fuwen Luo, Peng Li, Yang Liu
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
ICQuant: Index Coding enables Low-bit LLM Quantization
Xinlin Li, Osama Hanna, Christina Fragouli, Suhas Diggavi
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
MAC: A Live Benchmark for Multimodal Large Language Models in Scientific Understanding
Mohan Jiang, Jin Gao, Jiahao Zhan, Dequan Wang
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
Interpreting the linear structure of vision-language model embedding spaces
Isabel Papadimitriou, Huangyuan Su, Thomas Fel, Sham M. Kakade, Stephanie Gil
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
LLM Can be a Dangerous Persuader: Empirical Study of Persuasion Safety in Large Language Models
Minqian Liu, Zhiyang Xu, Xinyi Zhang, Heajun An, Sarvech Qadir, Qi Zhang, Pamela J. Wisniewski, Jin-Hee Cho, Sang Won Lee, Ruoxi Jia, Lifu Huang
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
Establishing Task Scaling Laws via Compute-Efficient Model Ladders
Akshita Bhagia, Jiacheng Liu, Alexander Wettig, David Heineman, Oyvind Tafjord, Ananya Harsh Jha, Luca Soldaini, Noah A. Smith, Dirk Groeneveld, Pang Wei Koh, Jesse Dodge, Hannaneh Hajishirzi
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
Can A Society of Generative Agents Simulate Human Behavior and Inform Public Health Policy? A Case Study on Vaccine Hesitancy
Abe Bohan Hou, Hongru Du, Yichen Wang, Jingyu Zhang, Zixiao Wang, Paul Pu Liang, Daniel Khashabi, Lauren M Gardner, Tianxing He
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
LongPerceptualThoughts: Distilling System-2 Reasoning for System-1 Perception
Yuan-Hong Liao, Sven Elflein, Liu He, Laura Leal-Taixé, Yejin Choi, Sanja Fidler, David Acuna
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
RARe: Retrieval Augmented Retrieval with In-Context Examples
Atula Tejaswi, Yoonsang Lee, sujay sanghavi, Eunsol Choi
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
Reasoning-SQL: Reinforcement Learning with SQL Tailored Partial Rewards for Reasoning-Enhanced Text-to-SQL
Mohammadreza Pourreza, Shayan Talaei, Ruoxi Sun, Xingchen Wan, Hailong Li, Azalia Mirhoseini, Amin Saberi, Sercan O Arik
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
PersonaEval: Are LLM Evaluators Human Enough to Judge Role-Play?
Lingfeng Zhou, Jialing Zhang, Jin Gao, Mohan Jiang, Dequan Wang
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
MapIQ: Evaluating Multimodal Large Language Models for Map Question Answering
Varun Srivastava, Fan Lei, Srija Mukhopadhyay, Vivek Gupta, Ross Maciejewski
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
Bayesian scaling laws for in-context learning
Aryaman Arora, Dan Jurafsky, Christopher Potts, Noah Goodman
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
DoomArena: A framework for Testing AI Agents Against Evolving Security Threats
Léo Boisvert, Abhay Puri, Gabriel Huang, Mihir Bansal, Chandra Kiran Reddy Evuru, Avinandan Bose, Maryam Fazel, Quentin Cappart, Alexandre Lacoste, Alexandre Drouin, Krishnamurthy Dj Dvijotham
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
Texture or Semantics? Vision-Language Models Get Lost in Font Recognition
Zhecheng Li, Guoxian Song, Yujun Cai, Zhen Xiong, Junsong Yuan, Yiwei Wang
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
Speculative Thinking: Enhancing Small-Model Reasoning with Large Model Guidance at Inference Time
Van Yang, Xiang Yue, Vipin Chaudhary, Xiaotian Han
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
Transformers are Efficient Compilers, Provably
Xiyu Zhai, Runlong Zhou, Liao Zhang, Simon Shaolei Du
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
Scaling Web Agent Training through Automatic Data Generation and Fine-grained Evaluation
Lajanugen Logeswaran, Jaekyeom Kim, Sungryull Sohn, Creighton Glasscock, Honglak Lee
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
Pretrained Hybrids with MAD Skills
Nicholas Roberts, Samuel Guo, Zhiqi Gao, Satya Sai Srinath Namburi GNVV, Sonia Cromp, Chengjun Wu, Chengyu Duan, Frederic Sala
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone