语言大模型 / LLM

Prompt-Response Semantic Divergence Metrics for Faithfulness Hallucination and Misalignment Detection in Large Language Models

Igor Halperin

机构 * Fidelity Investments（fidelity投资公司） 纠错

专题命中 知识编辑与模型理解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments 24 pages, 3 figures

MedRep: Medical Concept Representation for General Electronic Health Record Foundation Models

Junmo Kim, Namkyeong Lee, Jiwon Kim, Kwangsoo Kim

专题命中 知识编辑与模型理解 ：foundation model(title,abstract)；LLM(abstract)；large language model(abstract)；language model(abstract)

Comments 18 pages

eDIF: A European Deep Inference Fabric for Remote Interpretability of LLM

Irma Heithoff. Marc Guggenberger, Sandra Kalogiannis, Susanne Mayer, Fabian Maag, Sigurd Schacht, Carsten Lanquillon

专题命中 知识编辑与模型理解 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

Comments 9 pages

The Illusion of Progress: Re-evaluating Hallucination Detection in LLMs

Denis Janiak, Jakub Binkowski, Albert Sawczyn, Bogdan Gabrys, Ravid Shwartz-Ziv, Tomasz Kajdanowicz

机构 * Wroclaw University of Science and Technology（沃拉日市科学与技术大学） ； University of Technology Sydney（悉尼技术大学） ； New York University（纽约大学） 纠错

专题命中 知识编辑与模型理解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Preprint, under review

Conformal P-Value in Multiple-Choice Question Answering Tasks with Provable Risk Control

Yuanchang Ye

专题命中 知识编辑与模型理解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

A New Query Expansion Approach via Agent-Mediated Dialogic Inquiry

Wonduk Seo, Hyunjin An, Seunghyun Lee

机构 * Enhans Seoul, South Korea（首尔增强韩国） 纠错

专题命中 知识编辑与模型理解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.LG

Comments Accepted by ACM SIGKDD 2025 Workshop on AI Agent for Information Retrieval (Agent4IR)

Layer-Wise Perturbations via Sparse Autoencoders for Adversarial Text Generation

Huizhen Shu, Xuying Li, Qirui Wang, Yuji Kosuga, Mengqiu Tian, Zhuo Li

专题命中 知识编辑与模型理解 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Hallucination vs interpretation: rethinking accuracy and precision in AI-assisted data extraction for knowledge synthesis

Xi Long, Christy Boscardin, Lauren A. Maggio, Joseph A. Costello, Ralph Gonzales, Rasmyah Hammoudeh, Ki Lai, Yoon Soo Park, Brian C. Gin

专题命中 知识编辑与模型理解 ：large language model(abstract)；language model(abstract)；分类 cs.AI