ACL 2025 Workshop KnowFM Submissions

Environment Free Coding Benchmarks: Evaluating Language Model Coding Capabilities without a Dedicated Environment
Laurence Liang
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
How Many Parameters for Multi-Hop? An Information-Theoretic Capacity Law for Knowledge Retrieval in Large Language Models
Thomas Y Chen
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
GeoEdit: Geometric Knowledge Editing for Large Language Models
Yujie Feng, Li-Ming Zhan, ZEXIN LU, Yongxin Xu, Xu Chu, Yasha Wang, Jiannong Cao, Philip S. Yu, Xiao-Ming Wu
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
Superfluous Instruction: Vulnerabilities Stemming from Task-Specific Superficial Expressions in Instruction Templates
Toma Suzuki, Yusuke Sakai, Justin Vasselli, Hidetaka Kamigaito, Taro Watanabe
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
DEAL: Disentangling Transformer Head Activations for LLM Steering
Li-Ming Zhan, Bo LIU, ZEXIN LU, Yujie Feng, Chengqiang Xie, Jiannong Cao, Xiao-Ming Wu
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
Reasoning or Memorization? Investigating LLMs’ Capability in Restoring Chinese Internet Homophones
Jianfei Ma, Zhaoxin Feng, Huacheng Song, Emmanuele Chersoni, Zheng CHEN
- Published: 07 Jul 2025, Last Modified: 10 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
Knowledge Mechanisms in Large Language Models: A Survey and Perspective
Mengru Wang, Yunzhi Yao, Shuofei Qiao, Shumin Deng, Jia-Chen Gu, Fei Huang, Huajun Chen, Ningyu Zhang
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
Structure-Aware Hyperbolic Representation for Coarse-to-Fine Emotion Classification in Lyrics
Yutong Hu, Menglin Yang, Reza Mohammadi
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
Theorem-of-Thought: A Multi-Agent Framework for Abductive, Deductive, and Inductive Reasoning in Language Models
Samir Abdaljalil, HASAN KURBAN, Khalid Qaraqe, Erchin Serpedin
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
IPAD: Inverse Prompt for AI Detection - A Robust and Interpretable LLM-Generated Text Detector
Zheng CHEN, Yushi Feng, Changyang He, Yue Deng, Hongxi Pu, Bo Li
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
Context-Efficient Retrieval with Factual Decomposition
Yanhong Li, David Yunis, David McAllester, Jiawei Zhou
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
Meetalk: Retrieval-Augmented and Adaptively Personalized Meeting Summarization with Knowledge Learning from User Corrections
Zheng CHEN, JIANG FUTIAN, Yue Deng, Changyang He, Bo Li
- Published: 07 Jul 2025, Last Modified: 09 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
Can LLMs Recognize Their Own Analogical Hallucinations? Evaluating Uncertainty Estimation for Analogical Reasoning
Zheng CHEN, Zhaoxin Feng, Jianfei Ma, Jiexi Xu, Bo Li
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
Democratizing LLM Benchmarking via Automated Dynamic Knowledge Evaluation
Yanhong Li, Tianyang Xu, Kenan Tang, Karen Livescu, David McAllester, Jiawei Zhou
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
A Progressive Learning Strategy for Medical Natural Language Understanding
ZHE YANG, Yi Huang, Mengfei Guo, Yaqin Chen, Xiaoting Wu, Junlan Feng, Chao Deng
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
Exploring Personalization Shifts in Representation Space of LLMs
Jiahong Liu, Wenhao Yu, Quanyu Dai, Zhongyang Li, Jieming Zhu, Menglin Yang, Tat-Seng Chua, Irwin King
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
Semantics-Preserving Adversarial Attacks on Event-Driven Stock Prediction Models
Aofan Liu, haoxuan li, Hongjian Xing, Yuguo Yin, Zijun Li, Yiyan Qi
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
Beyond Function-Level Search: Repository-Aware Dual-Encoder Code Retrieval with Adversarial Verification
Aofan Liu, Shiyuan SONG, haoxuan li, Cehao Yang, Yiyan Qi
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
MD3R: Minimizing Data Distribution Discrepancies to Tackle Inconsistencies in Multilingual Query-Code Retrieval
Aofan Liu, Yuguo Yin, Hongjian Xing, Zhen Li, Yiyan Qi
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
ATEB: Rethinking Advanced NLP Tasks in an Information Retrieval Setting
Simeng Han, Frank Palma Gomez, Tu Vu, Zefei Li, Daniel Cer, Hansi Zeng, Chris Tar, Arman Cohan, Gustavo Hernandez Abrego
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
When to Trust Context: Self-Reflective Debates for Context Reliability
Zeqi Zhou, Fang Wu, Shayan Talaei, Haokai Zhao, Cheng Meixin, Tinson Xu, Amin Saberi, Yejin Choi
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
Truth Neurons
Haohang Li, Yupeng Cao, Yangyang Yu, Jordan W. Suchow, Zining Zhu
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
FG-PRM: Fine-grained Hallucination Detection and Mitigation in Language Model Mathematical Reasoning
Ziming Luo, Ruosen Li, Xinya Du
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
ToolReAGt: Tool Retrieval for LLM-based Complex Task Solution via Retrieval Augmented Generation
Norbert Braunschweiler, Rama Doddipatla, TUDOR-CATALIN ZORILA
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
COSMIC: Generalized Refusal Direction Identification in LLM Activations
Vincent Siu, Nicholas Crispino, Zihao Yu, Sam Pan, Zhun Wang, Yang Liu, Dawn Song, Chenguang Wang
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone