ACL 2025 Workshop KnowFM Submissions

Predicting Task Performance with Context-aware Scaling Laws
Kyle Montgomery, David Park, Jianhong Tu, Michael Bendersky, Beliz Gunel, Dawn Song, Chenguang Wang
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
MLAN: Language-Based Instruction Tuning Preserves and Transfers Knowledge in Multimodal Language Models
Jianhong Tu, Zhuohao Ni, Nicholas Crispino, Zihao Yu, Michael Bendersky, Beliz Gunel, Ruoxi Jia, Xin Liu, Lingjuan Lyu, Dawn Song, Chenguang Wang
- Published: 07 Jul 2025, Last Modified: 09 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
Stress-Testing Multimodal Foundation Models for Crystallographic Reasoning
Can Polat, HASAN KURBAN, Erchin Serpedin, Mustafa Kurban
- Published: 07 Jul 2025, Last Modified: 09 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
Understanding the Interplay between Parametric and Contextual Knowledge for Large Language Models
Sitao Cheng, Liangming Pan, Xunjian Yin, Xinyi Wang, William Yang Wang
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
Evaluating RAG Robustness to Symbolic Perturbations
Xinyun Zhou, Xinfeng Li, Kun Wang, Xuanwang Zhang, Ming Xu, Yinan Peng, Miao Yu, Yidong Wang, Xiaojun Jia, Qingsong Wen, XiaoFeng Wang, Wei Dong
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
Teaching Large Language Models to Maintain Contextual Faithfulness via Synthetic Tasks and Reinforcement Learning
Shuzheng Si, Haozhe Zhao, Cheng Gao, Yuzhuo Bai, Zhitong Wang, Bofei Gao, Kangyang Luo, Wenhao Li, Yufei Huang, Gang Chen, Fanchao Qi, Minjia Zhang, Baobao Chang, Maosong Sun
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
Knowledge-Grounded Detection of Cryptocurrency Scams with Retrieval-Augmented LMs
Zichao Li
- Published: 07 Jul 2025, Last Modified: 08 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation
Liqiang Jing, Viet Dac Lai, Seunghyun Yoon, Trung Bui, Xinya Du
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
A Comprehensive Analysis for Visual Object Hallucination in Large Vision-Language Models
Liqiang Jing, Hardy Chen, Ehsan Aghazadeh, Xin Eric Wang, Xinya Du
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
Latent Knowledge Scalpel: Precise and Massive Knowledge Editing for Large Language Models
Xin Liu, Qiyang Song, Shaowen Xu, Kerou Zhou, Wenbo Jiang, Xiaoqi Jia, Weijuan Zhang, Heqing Huang, Yakai Li
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
What makes Reasoning Models Different? Follow the Reasoning Leader for Efficient Decoding
Ming Li, Zhengyuan Yang, Xiyao Wang, Dianqi Li, Linjie Li, Kevin Lin, Tianyi Zhou, Lijuan Wang
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
CaKE: Circuit-aware Editing Enables Generalizable Knowledge Learners
Yunzhi Yao, Jizhan Fang, Jia-Chen Gu, Ningyu Zhang, Shumin Deng, Huajun Chen, Nanyun Peng
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
SIS-Fact: Towards Systematic, Interpretable and Scalable Factuality Evaluation for LLM
Yuzhuo Bai, Kangyang Luo, Wenhao Li, Shuzheng Si, Gang Chen, Fanchao Qi, Maosong Sun
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
Shallow Focus, Deep Fixes: Enhancing Shallow Layers Vision Attention Sinks to Alleviate Hallucination in LVLMs
Xiaofeng Zhang, Yihao Quan, Chen Shen, Chaochen Gu, Xiaosong Yuan, Shaotian Yan, Jiawei Cao, Hao Cheng, Kaijie Wu, Jieping Ye
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
How Do LLMs Acquire New Knowledge? A Knowledge Circuits Perspective on Continual Pre-Training
Yixin Ou, Yunzhi Yao, Ningyu Zhang, Hui Jin, Jiacheng Sun, Shumin Deng, Zhenguo Li, Huajun Chen
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
Teaching Large Language Models to Express Knowledge Boundary from Their Own Signals
Lida Chen, Zujie Liang, Xintao Wang, Jiaqing Liang, Yanghua Xiao, Feng Wei, Jinglei Chen, ZHENGHONG HAO, Bing Han, Wei Wang
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
AttentionRAG: Attention-Guided Context Pruning in Retrieval-Augmented Generation
Yixiong Fang, Tianran Sun, Yuling Shi, Xiaodong Gu
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
Atomic Calibration of LLMs in Long-Form Generations
ACL 2025 Workshop KnowFM Submission15 Authors
- Published: 07 Jul 2025, Last Modified: 31 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
Transparent and Coherent Procedural Mistake Detection
Shane Storks, Itamar Bar-Yossef, Yayuan Li, Zheyuan Zhang, Jason J Corso, Joyce Chai
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
CoRE: Condition-based Reasoning for Identifying Outcome Variance in Complex Events
Sai P Vallurupalli, Francis Ferraro
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
EdTec-ItemGen: Enhancing Retrieval-Augmented Item Generation Through Key Point Extraction
Alonso Palomino, David Buschhüter, Roland Roller, Niels Pinkwart, Benjamin Paassen
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
ReSCORE: Label-free Iterative Retriever Training for Multi-hop Question Answering with Relevance-Consistency Supervision
Dosung Lee, Wonjun Oh, Boyoung Kim, Minyoung Kim, Joonsuk Park, Paul Hongsuck Seo
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
Temporal Information Retrieval via Time-Specifier Model Merging
SeungYoon Han, Taeho Hwang, Sukmin Cho, Soyeong Jeong, Hoyun Song, Huije Lee, Jong C. Park
- Published: 07 Jul 2025, Last Modified: 09 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
The Mirage of Model Editing: Revisiting Evaluation in the Wild
Wanli Yang, Fei Sun, Jiajun Tan, Xinyu Ma, Qi Cao, Dawei Yin, Huawei Shen, Xueqi Cheng
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone
MT2ST: Adaptive Multi-Task to Single-Task Learning
Dong Liu, Yanxuan Yu
- Published: 07 Jul 2025, Last Modified: 07 Jul 2025
- KnowFM @ ACL 2025
- Readers: Everyone