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JailDAM: Jailbreak Detection with Adaptive Memory for Vision-Language Model
Yi Nian, Shenzhe Zhu, Yuehan Qin, Li Li, Ziyi Wang, Chaowei Xiao, Yue Zhao
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
IMPersona: Evaluating Individual Level LLM Impersonation
Quan Shi, Carlos E Jimenez, Stephen Dong, Brian Seo, Caden Yao, Adam Kelch, Karthik R Narasimhan
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
ProsodyLM: Uncovering the Emerging Prosody Processing Capabilities in Speech Language Models
Kaizhi Qian, Xulin Fan, Junrui Ni, Slava Shechtman, Mark A. Hasegawa-Johnson, Chuang Gan, Yang Zhang
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
Bootstrapping Visual Assistant Modeling with Situated Interaction Simulation
Yichi Zhang, Run Peng, Yinpei Dai, Lingyun Wu, Xuweiyi Chen, Qiaozi Gao, Joyce Chai
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
Context-Adaptive Multi-Prompt Embedding with Large Language Models for Vision-Language Alignment
Dahun Kim, Anelia Angelova
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
Understanding Layer Significance in LLM Alignment
Guangyuan SHI, ZEXIN LU, Xiaoyu DONG, Wenlong Zhang, Xuanyu Zhang, Yujie Feng, Xiao-Ming Wu
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
EnrichIndex: Using LLMs to Enrich Retrieval Indices Offline
Peter Baile Chen, Tomer Wolfson, Mike Cafarella, Dan Roth
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
Scalable Zeroth-Order Fine-Tuning for Extremely Large Language Models with Limited GPU Memory
Liangyu Wang, Jie Ren, Hang Xu, Junxiao Wang, Huanyi Xie, David E. Keyes, Di Wang
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
Deep Binding of Language Model Virtual Personas: a Study on Approximating Political Partisan Misperceptions
Minwoo Kang, Suhong Moon, Seung Hyeong Lee, Ayush Raj, Joseph Suh, David Chan
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
SAT: Dynamic Spatial Aptitude Training for Multimodal Language Models
Arijit Ray, Jiafei Duan, Ellis L Brown II, Reuben Tan, Dina Bashkirova, Rose Hendrix, Kiana Ehsani, Aniruddha Kembhavi, Bryan A. Plummer, Ranjay Krishna, Kuo-Hao Zeng, Kate Saenko
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
DeepRetrieval: Hacking Real Search Engines and Retrievers with Large Language Models via Reinforcement Learning
Pengcheng Jiang, Jiacheng Lin, Lang Cao, Runchu Tian, SeongKu Kang, Zifeng Wang, Jimeng Sun, Jiawei Han
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
Exposing and Patching the Flaws of Large Language Models in Social Character Simulation
Yue Huang, Zhengqing Yuan, Yujun Zhou, Kehan Guo, Xiangqi Wang, Haomin Zhuang, Weixiang Sun, Lichao Sun, Jindong Wang, Yanfang Ye, Xiangliang Zhang
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
Rank1: Test-Time Compute for Reranking in Information Retrieval
Orion Weller, Kathryn Ricci, Eugene Yang, Andrew Yates, Dawn Lawrie, Benjamin Van Durme
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
Can Language Models Falsify? Evaluating Algorithmic Reasoning with Counterexample Creation
Shiven Sinha, Shashwat Goel, Ponnurangam Kumaraguru, Jonas Geiping, Matthias Bethge, Ameya Prabhu
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
Plato: Plan to Efficient Decode for Large Language Model Inference
Shuowei Jin, Xueshen Liu, Yongji Wu, Haizhong Zheng, Qingzhao Zhang, Atul Prakash, Matthew Lentz, Danyang Zhuo, Feng Qian, Zhuoqing Mao
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
Correctness-Guaranteed Code Generation via Constrained Decoding
Lingxiao Li, salar rahili, Yiwei Zhao
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
StagFormer: Time Staggering Decoder only Transformers
Dylan J Cutler, Arun Kandoor, Nishanth Dikkala, Nikunj Saunshi, Xin Wang, Rina Panigrahy
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
MLGym: A New Framework and Benchmark for Advancing AI Research Agents
Deepak Nathani, Lovish Madaan, Nicholas Roberts, Nikolay Bashlykov, Ajay Menon, Vincent Moens, Mikhail Plekhanov, Amar Budhiraja, Despoina Magka, Vladislav Vorotilov, Gaurav Chaurasia, Dieuwke Hupkes, Ricardo Silveira Cabral, Tatiana Shavrina, Jakob Nicolaus Foerster, Yoram Bachrach, William Yang Wang, Roberta Raileanu
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
Limitations of refinement methods for weak to strong generalization
Seamus Somerstep, Yaacov Ritov, Mikhail Yurochkin, Subha Maity, Yuekai Sun
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
How do language models learn facts? Dynamics, curricula and hallucinations
Nicolas Zucchet, Jorg Bornschein, Stephanie C.Y. Chan, Andrew Kyle Lampinen, Razvan Pascanu, Soham De
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
DualEdit: Dual Editing for Knowledge Updating in Vision-Language Models
Zhiyi Shi, Binjie Wang, Chongjie Si, Yichen Wu, Junsik Kim, Hanspeter Pfister
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
Improving Table Understanding with LLMs and Entity-Oriented Search
Thi-Nhung Nguyen, Hoang Ngo, Dinh Phung, Thuy-Trang Vu, Dat Quoc Nguyen
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
LongProc: Benchmarking Long-Context Language Models on Long Procedural Generation
Xi Ye, Fangcong Yin, Yinghui He, Joie Zhang, Howard Yen, Tianyu Gao, Greg Durrett, Danqi Chen
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
ScholarCopilot: Training Large Language Models for Academic Writing with Accurate Citations
Yubo Wang, Xueguang Ma, Ping Nie, Huaye Zeng, Zhiheng Lyu, Yuxuan Zhang, Benjamin Schneider, Yi Lu, Xiang Yue, Wenhu Chen
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
Short-PHD: Detecting Short LLM-generated Text with Topological Data Analysis After Off-topic Content Insertion
Dongjun Wei, Minjia Mao, Xiao Fang, Michael Chau
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone

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COLM 2025

Readers: Everyone