语言大模型 / LLM

CSS: Contrastive Semantic Similarity for Uncertainty Quantification of LLMs

Shuang Ao, Stefan Rueger, Advaith Siddharthan

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

Comments The paper is accepted by The Conference on Uncertainty in Artificial Intelligence (UAI), 2024

Unified Generation, Reconstruction, and Representation: Generalized Diffusion with Adaptive Latent Encoding-Decoding

Guangyi Liu, Yu Wang, Zeyu Feng, Qiyu Wu, Liping Tang, Yuan Gao, Zhen Li, Shuguang Cui, Julian McAuley, Zichao Yang, Eric P. Xing, Zhiting Hu

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

Comments ICML 2024 camera-ready. Code is available at https://github.com/guangyliu/EDDPM

WilKE: Wise-Layer Knowledge Editor for Lifelong Knowledge Editing

Chenhui Hu, Pengfei Cao, Yubo Chen, Kang Liu, Jun Zhao

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

Comments To be published in ACL Findings 2024

I've got the "Answer"! Interpretation of LLMs Hidden States in Question Answering

Valeriya Goloviznina, Evgeny Kotelnikov

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

Comments Accepted for NLDB-2024 conference

Observable Propagation: Uncovering Feature Vectors in Transformers

Jacob Dunefsky, Arman Cohan

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.LG

Comments 42 pages, 6 tables, 3 figures. ICML 2024

SyntaxShap: Syntax-aware Explainability Method for Text Generation

Kenza Amara, Rita Sevastjanova, Mennatallah El-Assady

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

Comments Accepted to ACL 2024

Challenges and Opportunities in Text Generation Explainability

Kenza Amara, Rita Sevastjanova, Mennatallah El-Assady

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

Comments 17 pages, 5 figures, xAI-2024 Conference, Main track

Event-level Knowledge Editing

Hao Peng, Xiaozhi Wang, Chunyang Li, Kaisheng Zeng, Jiangshan Duo, Yixin Cao, Lei Hou, Juanzi 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

Comments 18 pages, 2 figures

MolTailor: Tailoring Chemical Molecular Representation to Specific Tasks via Text Prompts

Haoqiang Guo, Sendong Zhao, Haochun Wang, Yanrui Du, Bing Qin

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

Comments Accepted by AAAI 2024

Incremental Residual Concept Bottleneck Models

Chenming Shang, Shiji Zhou, Hengyuan Zhang, Xinzhe Ni, Yujiu Yang, Yuwang Wang

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

Conversational Question Answering with Reformulations over Knowledge Graph

Lihui Liu, Blaine Hill, Boxin Du, Fei Wang, Hanghang Tong

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

Multi-Modal Hallucination Control by Visual Information Grounding

Alessandro Favero, Luca Zancato, Matthew Trager, Siddharth Choudhary, Pramuditha Perera, Alessandro Achille, Ashwin Swaminathan, Stefano Soatto

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

Journal ref IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2024

Discriminative Probing and Tuning for Text-to-Image Generation

Leigang Qu, Wenjie Wang, Yongqi Li, Hanwang Zhang, Liqiang Nie, Tat-Seng Chua

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

Comments CVPR 2024; project page: https://dpt-t2i.github.io/

Intrinsic Language-Guided Exploration for Complex Long-Horizon Robotic Manipulation Tasks

Eleftherios Triantafyllidis, Filippos Christianos, Zhibin 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.LG

Comments Accepted at the International Conference on Robotics and Automation (ICRA), 2024. The manuscript consists of 10 pages and 6 figures

Detecting Machine-Generated Texts by Multi-Population Aware Optimization for Maximum Mean Discrepancy

Shuhai Zhang, Yiliao Song, Jiahao Yang, Yuanqing Li, Bo Han, Mingkui Tan

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.LG

Comments Accepted at ICLR 2024

Potential and Challenges of Model Editing for Social Debiasing

Jianhao Yan, Futing Wang, Yafu Li, Yue Zhang

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

Comments Work in progress

Summing Up the Facts: Additive Mechanisms Behind Factual Recall in LLMs

Bilal Chughtai, Alan Cooney, Neel Nanda

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.LG

Comments NeurIPS 2023 Attributing Model Behaviour at Scale Workshop

Combining Confidence Elicitation and Sample-based Methods for Uncertainty Quantification in Misinformation Mitigation

Mauricio Rivera, Jean-François Godbout, Reihaneh Rabbany, Kellin Pelrine

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

Comments 12 pages, 11 figures

Transformer-Based Models Are Not Yet Perfect At Learning to Emulate Structural Recursion

Dylan Zhang, Curt Tigges, Zory Zhang, Stella Biderman, Maxim Raginsky, Talia Ringer

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

Comments arXiv admin note: text overlap with arXiv:2305.14699

LightHouse: A Survey of AGI Hallucination

Feng Wang

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 Detection and Hallucination Mitigation: An Investigation

Junliang Luo, Tianyu Li, Di Wu, Michael Jenkin, Steve Liu, Gregory Dudek

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

AI Hallucinations: A Misnomer Worth Clarifying

Negar Maleki, Balaji Padmanabhan, Kaushik Dutta

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

NormSAGE: Multi-Lingual Multi-Cultural Norm Discovery from Conversations On-the-Fly

Yi R. Fung, Tuhin Chakraborty, Hao Guo, Owen Rambow, Smaranda Muresan, Heng Ji

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

Generative Agent-Based Modeling: Unveiling Social System Dynamics through Coupling Mechanistic Models with Generative Artificial Intelligence

Navid Ghaffarzadegan, Aritra Majumdar, Ross Williams, Niyousha Hosseinichimeh

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

Comments System Dynamics Review (2024)

MPN: Leveraging Multilingual Patch Neuron for Cross-lingual Model Editing

Nianwen Si, Hao Zhang, Weiqiang Zhang

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

Comments Work in progress

Theory of Hallucinations based on Equivariance

Hisaichi Shibata

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.LG

Multi-Modal Cognitive Maps based on Neural Networks trained on Successor Representations

Paul Stoewer, Achim Schilling, Andreas Maier, Patrick Krauss

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

Uncertainty Resolution in Misinformation Detection

Yury Orlovskiy, Camille Thibault, Anne Imouza, Jean-François Godbout, Reihaneh Rabbany, Kellin Pelrine

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

Understanding (Un)Intended Memorization in Text-to-Image Generative Models

Ali Naseh, Jaechul Roh, Amir Houmansadr

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.LG

"You Are An Expert Linguistic Annotator": Limits of LLMs as Analyzers of Abstract Meaning Representation

Allyson Ettinger, Jena D. Hwang, Valentina Pyatkin, Chandra Bhagavatula, Yejin Choi

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

Comments EMNLP 2023 Findings (short)