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Truth-value judgment in language models: ‘truth directions’ are context sensitive
Stefan F. Schouten, Peter Bloem, Ilia Markov, Piek Vossen
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
Out-of-Distribution Detection using Synthetic Data Generation
Momin Abbas, Muneeza Azmat, Raya Horesh, Mikhail Yurochkin
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
Cutting the Root of Hallucination: Structural Trimming for Vulnerability Mitigation in Code LLMs
Yage Zhang
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
RWKV-7 "Goose" with Expressive Dynamic State Evolution
Bo Peng, Ruichong Zhang, Daniel Goldstein, Eric Alcaide, Xingjian Du, Haowen Hou, Jiaju Lin, Jiaxing Liu, Janna Lu, William Merrill, Guangyu Song, Kaifeng Tan, Saiteja Utpala, Nathan Wilce, Johan S. Wind, Tianyi Wu, Daniel Wuttke, Christian Zhou-Zheng
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
Ensemble Debiasing Across Class and Sample Levels for Fairer Prompting Accuracy
Ruixi Lin, Ziqiao Wang, Yang You
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
Imagine All The Relevance: Scenario-Profiled Indexing with Knowledge Expansion for Dense Retrieval
Sangam Lee, Ryang Heo, SeongKu Kang, Dongha Lee
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
You Cannot Feed Two Birds with One Score: the Accuracy-Naturalness Tradeoff in Translation
Gergely Flamich, David Vilar, Jan-Thorsten Peter, Markus Freitag
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
Mixture of Attention Spans: Optimizing LLM Inference Efficiency with Heterogeneous Sliding-Window Lengths
Tianyu Fu, Haofeng Huang, Xuefei Ning, Genghan Zhang, Boju Chen, Tianqi Wu, Hongyi Wang, Zixiao Huang, Shiyao Li, Shengen Yan, Guohao Dai, Huazhong Yang, Yu Wang
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
Understanding the Uncertainty of LLM Explanations: A Perspective Based on Reasoning Topology
Longchao Da, Xiaoou Liu, Jiaxin Dai, Lu Cheng, Yaqing Wang, Hua Wei
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
How does Watermarking Affect Visual Language Models in Document Understanding?
Chunxue Xu, Yiwei Wang, Bryan Hooi, Yujun Cai, Songze Li
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning
Chengqi Lyu, Songyang Gao, Yuzhe Gu, Wenwei Zhang, Jianfei Gao, Kuikun Liu, Ziyi Wang, Shuaibin Li, Qian Zhao, Haian Huang, Weihan Cao, Jiangning Liu, Hongwei Liu, Junnan Liu, Songyang Zhang, Dahua Lin, Kai Chen
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
When To Solve, When To Verify: Compute-Optimal Problem Solving and Generative Verification for LLM Reasoning
Nishad Singhi, Hritik Bansal, Arian Hosseini, Aditya Grover, Kai-Wei Chang, Marcus Rohrbach, Anna Rohrbach
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
R2E-Gym: Procedural Environment Generation and Hybrid Verifiers for Scaling Open-Weights SWE Agents
Naman Jain, Jaskirat Singh, Manish Shetty, Tianjun Zhang, Liang Zheng, Koushik Sen, Ion Stoica
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
Robo-Instruct: Simulator-Augmented Instruction Alignment For Finetuning Code LLMs
Zichao Hu, Junyi Jessy Li, Arjun Guha, Joydeep Biswas
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
CodeARC: Benchmarking Reasoning Capabilities of LLM Agents for Inductive Program Synthesis
Anjiang Wei, Tarun Suresh, Jiannan Cao, Naveen Kannan, Yuheng Wu, Kai Yan, Thiago S. F. X. Teixeira, Ke Wang, Alex Aiken
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
C3PO: Critical-Layer, Core-Expert, Collaborative Pathway Optimization for Test-Time Expert Re-Mixing
Zhongyang Li, Ziyue Li, Tianyi Zhou
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
Gating is Weighting: Understanding Gated Linear Attention through In-context Learning
Yingcong Li, Davoud Ataee Tarzanagh, Ankit Singh Rawat, Maryam Fazel, Samet Oymak
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
$100K or 100 Days: Trade-offs when Pre-Training with Academic Resources
Apoorv Khandelwal, Tian Yun, Nihal V. Nayak, Jack Merullo, Stephen Bach, Chen Sun, Ellie Pavlick
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
Shared Global and Local Geometry of Language Model Embeddings
Andrew Lee, Melanie Weber, Fernanda Viégas, Martin Wattenberg
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
D3: A Dataset for Training Code LMs to Act Diff-by-Diff
Ulyana Piterbarg, Kanishk Gandhi, Lerrel Pinto, Noah Goodman, Rob Fergus
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
LLM-based Multi-Agents System Attack via Continuous Optimization with Discrete Efficient Search
Weichen Yu, Kai Hu, Tianyu Pang, Chao Du, Min Lin, Matt Fredrikson
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
Do Biased Models Have Biased Thoughts?
Swati Rajwal, Shivank Garg, Reem Abdel-Salam, Abdelrahman Zayed
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
BEARCUBS: A benchmark for computer-using web agents
Yixiao Song, Katherine Thai, Chau Minh Pham, Yapei Chang, Mazin Nadaf, Mohit Iyyer
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
CUPID: Evaluating Personalized and Contextualized Alignment of LLMs from Interactions
Tae Soo Kim, Yoonjoo Lee, Yoonah Park, Jiho Kim, Young-Ho Kim, Juho Kim
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone
Supposedly Equivalent Facts That Aren’t? Entity Frequency in Pre-training Induces Asymmetry in LLMs
Yuan He, Bailan He, Zifeng Ding, Alisia Maria Lupidi, Yuqicheng Zhu, Shuo Chen, Caiqi Zhang, Jiaoyan Chen, Yunpu Ma, Volker Tresp, Ian Horrocks
- Published: 08 Jul 2025, Last Modified: 26 Aug 2025
- COLM 2025
- Readers: Everyone

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