Title
Chain-of-Thought Prompting Obscures Hallucination Cues in Large Language Models: An Empirical Evaluation Jiahao Cheng Tiancheng Su Jia Yuan Guoxiu He Jiawei Liu Xinqi Tao Jingwen Xie Huaxia Li HILM LRM 26 0 0 20 Jun 2025
MinosEval: Distinguishing Factoid and Non-Factoid for Tailored Open-Ended QA Evaluation with LLMs Yongqi Fan Yating Wang Guandong Wang Jie Zhai Jingping Liu Qi Ye Tong Ruan 23 0 0 18 Jun 2025
MoR: Better Handling Diverse Queries with a Mixture of Sparse, Dense, and Human Retrievers Jushaan Singh Kalra Xinran Zhao To Eun Kim Fengyu Cai Fernando Diaz Tongshuang Wu VLM 20 0 0 18 Jun 2025
A Vision for Geo-Temporal Deep Research Systems: Towards Comprehensive, Transparent, and Reproducible Geo-Temporal Information Synthesis Bruno Martins Piotr Szymañski Piotr Gramacki 27 0 0 17 Jun 2025
GenerationPrograms: Fine-grained Attribution with Executable Programs David Wan Eran Hirsch Elias Stengel-Eskin Ido Dagan Mohit Bansal 25 0 0 17 Jun 2025
Improving Factuality for Dialogue Response Generation via Graph-Based Knowledge Augmentation Xiangyan Chen Yujian Gan Matthew Purver HILM 35 0 0 14 Jun 2025
RealFactBench: A Benchmark for Evaluating Large Language Models in Real-World Fact-Checking Shuo Yang Yuqin Dai Guoqing Wang Xinran Zheng Jinfeng Xu Jinze Li ZhenZhe Ying Weiqiang Wang Edith C. -H. Ngai HILM LRM 26 0 0 14 Jun 2025
How Grounded is Wikipedia? A Study on Structured Evidential Support William Walden Kathryn Ricci Miriam Wanner Zhengping Jiang Chandler May Rongkun Zhou Benjamin Van Durme HILM 31 0 0 14 Jun 2025
Textual Bayes: Quantifying Uncertainty in LLM-Based Systems Brendan Leigh Ross Noël Vouitsis Atiyeh Ashari Ghomi Rasa Hosseinzadeh Ji Xin ... Yi Sui Shiyi Hou Kin Kwan Leung Gabriel Loaiza-Ganem Jesse C. Cresswell 72 0 0 11 Jun 2025
KG-Infused RAG: Augmenting Corpus-Based RAG with External Knowledge Graphs Dingjun Wu Y. Yan Zhenghao Liu Zhiyuan Liu Maosong Sun 49 0 0 11 Jun 2025
LLM-as-a-qualitative-judge: automating error analysis in natural language generation Nadezhda Chirkova Tunde Oluwaseyi Ajayi Seth Aycock Zain Muhammad Mujahid Vladana Perlić Ekaterina Borisova Markarit Vartampetian ELM 30 0 0 10 Jun 2025
MiniCPM4: Ultra-Efficient LLMs on End Devices MiniCPM Team Chaojun Xiao Yuxuan Li Xu Han Yuzhuo Bai ... Zhiyuan Liu Guoyang Zeng Chao Jia Dahai Li Maosong Sun MLLM 34 0 0 09 Jun 2025
ConfQA: Answer Only If You Are Confident Yin Huang Yifan Ethan Xu Kai Sun Vera Yan Alicia Sun ... Yue Liu Aaron Colak Anuj Kumar Wen-tau Yih Xin Luna Dong HILM 20 0 0 08 Jun 2025
Beyond Facts: Evaluating Intent Hallucination in Large Language Models Yijie Hao Haofei Yu Jiaxuan You HILM LRM 28 0 0 06 Jun 2025
Generating Grounded Responses to Counter Misinformation via Learning Efficient Fine-Grained Critiques Xiaofei Xu Xiuzhen Zhang Ke Deng HILM 50 0 0 06 Jun 2025
CLATTER: Comprehensive Entailment Reasoning for Hallucination Detection Ron Eliav Arie Cattan Eran Hirsch Shahaf Bassan Elias Stengel-Eskin Mohit Bansal Ido Dagan LRM 86 0 0 05 Jun 2025
SPARTA ALIGNMENT: Collectively Aligning Multiple Language Models through Combat Yuru Jiang Wenxuan Ding Shangbin Feng Greg Durrett Yulia Tsvetkov 90 0 0 05 Jun 2025
SUCEA: Reasoning-Intensive Retrieval for Adversarial Fact-checking through Claim Decomposition and Editing Hongjun Liu Yilun Zhao Arman Cohan Chen Zhao AAML LRM 106 0 0 05 Jun 2025
Micro-Act: Mitigate Knowledge Conflict in Question Answering via Actionable Self-Reasoning Nan Huo Jinyang Li Bowen Qin Ge Qu Xiaolong Li Xiaodong Li Chenhao Ma Reynold Cheng RALM 118 0 0 05 Jun 2025
High Accuracy, Less Talk (HALT): Reliable LLMs through Capability-Aligned Finetuning Tim Franzmeyer Archie Sravankumar Lijuan Liu Yuning Mao Rui Hou Sinong Wang Jakob Foerster Luke Zettlemoyer Madian Khabsa KELM ALM 83 0 0 04 Jun 2025
TracLLM: A Generic Framework for Attributing Long Context LLMs Yanting Wang Wei Zou Runpeng Geng Jinyuan Jia LLMAG 126 0 0 04 Jun 2025
Shaking to Reveal: Perturbation-Based Detection of LLM Hallucinations Jinyuan Luo Zhen Fang Yixuan Li Seongheon Park Ling Chen AAML HILM 61 0 0 03 Jun 2025
Reconsidering LLM Uncertainty Estimation Methods in the Wild Yavuz Faruk Bakman D. Yaldiz Sungmin Kang Tuo Zhang Baturalp Buyukates Salman Avestimehr Sai Praneeth Karimireddy 45 0 0 01 Jun 2025
LAQuer: Localized Attribution Queries in Content-grounded Generation Eran Hirsch Aviv Slobodkin David Wan Elias Stengel-Eskin Mohit Bansal Ido Dagan 38 0 0 01 Jun 2025
Vid2Coach: Transforming How-To Videos into Task Assistants Mina Huh Zihui Xue Ujjaini Das Kumar Ashutosh Kristen Grauman Amy Pavel 19 0 0 31 May 2025
Inter-Passage Verification for Multi-evidence Multi-answer QA Bingsen Chen Shengjie Wang Xi Ye Chen Zhao RALM 35 0 0 31 May 2025
WikiGap: Promoting Epistemic Equity by Surfacing Knowledge Gaps Between English Wikipedia and other Language Editions Zining Wang Yuxuan Zhang Dongwook Yoon Nicholas Vincent Farhan Samir Vered Shwartz KELM 26 0 0 30 May 2025
HD-NDEs: Neural Differential Equations for Hallucination Detection in LLMs Qing Li Jiahui Geng Zongxiong Chen Derui Zhu Yuxia Wang Congbo Ma Chenyang Lyu Fakhri Karray 9 0 0 30 May 2025
Improving Reliability and Explainability of Medical Question Answering through Atomic Fact Checking in Retrieval-Augmented LLMs Juraj Vladika Annika Domres Mai Nguyen Rebecca Moser Jana Nano ... Denise Bernhardt Stephanie E. Combs Kai J. Borm Florian Matthes J. Peeken HILM 24 0 0 30 May 2025
LaMP-QA: A Benchmark for Personalized Long-form Question Answering Alireza Salemi Hamed Zamani 20 0 0 30 May 2025
Reinforcement Learning for Better Verbalized Confidence in Long-Form Generation Caiqi Zhang Xiaochen Zhu Chengzu Li Nigel Collier Andreas Vlachos OffRL HILM 53 1 0 29 May 2025
How Does Response Length Affect Long-Form Factuality James Xu Zhao Jimmy Z.J. Liu Bryan Hooi See-Kiong Ng HILM KELM 61 0 0 29 May 2025
ARC: Argument Representation and Coverage Analysis for Zero-Shot Long Document Summarization with Instruction Following LLMs Mohamed S. Elaraby Diane Litman LLMAG 36 0 0 29 May 2025
From Parameters to Prompts: Understanding and Mitigating the Factuality Gap between Fine-Tuned LLMs Xuan Gong Hanbo Huang Shiyu Liang 42 0 0 29 May 2025
LegalSearchLM: Rethinking Legal Case Retrieval as Legal Elements Generation Chaeeun Kim Jinu Lee Wonseok Hwang AILaw RALM ELM 30 0 0 28 May 2025
Retrieval-Augmented Generation: A Comprehensive Survey of Architectures, Enhancements, and Robustness Frontiers Chaitanya Sharma RALM 3DV 40 0 0 28 May 2025
Found in Translation: Measuring Multilingual LLM Consistency as Simple as Translate then Evaluate Ashim Gupta Maitrey Mehta Zhichao Xu Vivek Srikumar 49 0 0 28 May 2025
MedHELM: Holistic Evaluation of Large Language Models for Medical Tasks Suhana Bedi Hejie Cui Miguel Fuentes Alyssa Unell Michael Wornow ... M. Lungren Eric Horvitz Percy Liang M. Pfeffer N. Shah ELM LM&MA AI4MH 49 0 0 26 May 2025
Uncertainty-Aware Attention Heads: Efficient Unsupervised Uncertainty Quantification for LLMs Artem Vazhentsev Lyudmila Rvanova Gleb Kuzmin Ekaterina Fadeeva Ivan Lazichny ... Maxim Panov Timothy Baldwin Mrinmaya Sachan Preslav Nakov Artem Shelmanov EDL HILM 84 0 0 26 May 2025
Does quantization affect models' performance on long-context tasks? Anmol Mekala Anirudh Atmakuru Yixiao Song Marzena Karpinska Mohit Iyyer MQ 47 0 0 26 May 2025
Reasoning Is Not All You Need: Examining LLMs for Multi-Turn Mental Health Conversations Mohit Chandra Siddharth Sriraman Harneet Singh Khanuja Yiqiao Jin Munmun De Choudhury LM&MA AI4MH LRM 34 0 0 26 May 2025
ExAnte: A Benchmark for Ex-Ante Inference in Large Language Models Yachuan Liu Xiaochun Wei Lin Shi Xinnuo Li Bohan Zhang Paramveer S. Dhillon Qiaozhu Mei 65 0 0 26 May 2025
DeepResearchGym: A Free, Transparent, and Reproducible Evaluation Sandbox for Deep Research Joao Coelho Jingjie Ning Jingyuan He Kangrui Mao Abhijay Paladugu ... Jiahe Jin Jamie Callan João Magalhães Bruno Martins Chenyan Xiong 76 2 0 25 May 2025
Dynamic Manifold Evolution Theory: Modeling and Stability Analysis of Latent Representations in Large Language Models Yukun Zhang Qi Dong AI4CE 28 0 0 24 May 2025
Writing Like the Best: Exemplar-Based Expository Text Generation Yuxiang Liu Kevin Chen-Chuan Chang 44 0 0 24 May 2025
MedScore: Factuality Evaluation of Free-Form Medical Answers Heyuan Huang Alexandra DeLucia Vijay Murari Tiyyala Mark Dredze HILM MedIm 51 0 0 24 May 2025
CUB: Benchmarking Context Utilisation Techniques for Language Models Lovisa Hagström Youna Kim Haeun Yu Sang-goo Lee Richard Johansson Hyunsoo Cho Isabelle Augenstein 63 1 0 22 May 2025
UNCLE: Uncertainty Expressions in Long-Form Generation Ruihan Yang Caiqi Zhang Zhisong Zhang Xinting Huang Dong Yu Nigel Collier Deqing Yang ELM 69 2 0 22 May 2025
Advancing the Scientific Method with Large Language Models: From Hypothesis to Discovery Yanbo Zhang S. Khan Adnan Mahmud Huck Yang Alexander Lavin ... James A. Evans Alan R. Bundy Jannis Brugger Jesper Tegner Hector Zenil LM&MA 100 1 0 22 May 2025
HASH-RAG: Bridging Deep Hashing with Retriever for Efficient, Fine Retrieval and Augmented Generation Jinyu Guo Xunlei Chen Qiyang Xia Zhaokun Wang Jie Ou Libo Qin Shunyu Yao Wenhong Tian 207 0 0 22 May 2025