语言大模型 / LLM

On Subjective Uncertainty Quantification and Calibration in Natural Language Generation

Ziyu Wang, Chris Holmes

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、cs.LG

Jet Expansions of Residual Computation

Yihong Chen, Xiangxiang Xu, Yao Lu, Pontus Stenetorp, Luca Franceschi

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、cs.LG

BehAV: Behavioral Rule Guided Autonomy Using VLMs for Robot Navigation in Outdoor Scenes

Kasun Weerakoon, Mohamed Elnoor, Gershom Seneviratne, Vignesh Rajagopal, Senthil Hariharan Arul, Jing Liang, Mohamed Khalid M Jaffar, Dinesh Manocha

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

Video-LLaVA: Learning United Visual Representation by Alignment Before Projection

Bin Lin, Yang Ye, Bin Zhu, Jiaxi Cui, Munan Ning, Peng Jin, Li Yuan

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

ECHO: Environmental Sound Classification with Hierarchical Ontology-guided Semi-Supervised Learning

Pranav Gupta, Raunak Sharma, Rashmi Kumari, Sri Krishna Aditya, Shwetank Choudhary, Sumit Kumar, Kanchana M, Thilagavathy R

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

Comments IEEE CONECCT 2024, Signal Processing and Pattern Recognition, Environmental Sound Classification, ESC

LLM4GEN: Leveraging Semantic Representation of LLMs for Text-to-Image Generation

Mushui Liu, Yuhang Ma, Yang Zhen, Jun Dan, Yunlong Yu, Zeng Zhao, Zhipeng Hu, Bai Liu, Changjie Fan

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

Comments 11 pages, 13 figures

Explain then Rank: Scale Calibration of Neural Rankers Using Natural Language Explanations from LLMs

Puxuan Yu, Daniel Cohen, Hemank Lamba, Joel Tetreault, Alex Jaimes

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

DSTI at LLMs4OL 2024 Task A: Intrinsic versus extrinsic knowledge for type classification

Hanna Abi Akl

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、cs.LG

Comments 8 pages, 4 figures, accepted for the LLMs4OL challenge at the International Semantic Web Conference (ISWC) 2024

Model Merging by Uncertainty-Based Gradient Matching

Nico Daheim, Thomas Möllenhoff, Edoardo Maria Ponti, Iryna Gurevych, Mohammad Emtiyaz Khan

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、cs.LG

Comments ICLR 2024; Code: https://github.com/UKPLab/iclr2024-model-merging

Cost-Effective Hallucination Detection for LLMs

Simon Valentin, Jinmiao Fu, Gianluca Detommaso, Shaoyuan Xu, Giovanni Zappella, Bryan 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、cs.LG

Comments Accepted to GenAI Evaluation Workshop at KDD 2024

Evaluating and Enhancing Trustworthiness of LLMs in Perception Tasks

Malsha Ashani Mahawatta Dona, Beatriz Cabrero-Daniel, Yinan Yu, Christian Berger

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

Comments Accepted in 27th IEEE International Conference on Intelligent Transportation Systems (ITSC) 2024

Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMs

Shi Liu, Kecheng Zheng, Wei Chen

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

Similarity over Factuality: Are we making progress on multimodal out-of-context misinformation detection?

Stefanos-Iordanis Papadopoulos, Christos Koutlis, Symeon Papadopoulos, Panagiotis C. Petrantonakis

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

Semantic Entropy Probes: Robust and Cheap Hallucination Detection in LLMs

Jannik Kossen, Jiatong Han, Muhammed Razzak, Lisa Schut, Shreshth Malik, Yarin Gal

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、cs.LG

Comments First three authors contributed equally

Variational Learning is Effective for Large Deep Networks

Yuesong Shen, Nico Daheim, Bai Cong, Peter Nickl, Gian Maria Marconi, Clement Bazan, Rio Yokota, Iryna Gurevych, Daniel Cremers, Mohammad Emtiyaz Khan, Thomas Möllenhoff

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、cs.LG

Comments Published at International Conference on Machine Learning (ICML), 2024. The first two authors contributed equally. Code is available here: https://github.com/team-approx-bayes/ivon

Leveraging Logical Rules in Knowledge Editing: A Cherry on the Top

Keyuan Cheng, Muhammad Asif Ali, Shu Yang, Gang Lin, Yuxuan Zhai, Haoyang Fei, Ke Xu, Lu Yu, Lijie Hu, Di 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、cs.LG

Comments 18 pages

Semantic API Alignment: Linking High-level User Goals to APIs

Robert Feldt, Riccardo Coppola

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

Is Bigger Edit Batch Size Always Better? -- An Empirical Study on Model Editing with Llama-3

Junsang Yoon, Akshat Gupta, Gopala Anumanchipalli

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、cs.LG

Naturally Supervised 3D Visual Grounding with Language-Regularized Concept Learners

Chun Feng, Joy Hsu, Weiyu Liu, Jiajun Wu

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、cs.LG

Comments CVPR 2024. The first two authors contributed equally

OSCaR: Object State Captioning and State Change Representation

Nguyen Nguyen, Jing Bi, Ali Vosoughi, Yapeng Tian, Pooyan Fazli, Chenliang Xu

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、cs.LG

Comments NAACL 2024

Multi-hop Question Answering under Temporal Knowledge Editing

Keyuan Cheng, Gang Lin, Haoyang Fei, Yuxuan zhai, Lu Yu, Muhammad Asif Ali, Lijie Hu, Di 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、cs.LG

Comments 23 pages

MLLMs-Augmented Visual-Language Representation Learning

Yanqing Liu, Kai Wang, Wenqi Shao, Ping Luo, Yu Qiao, Mike Zheng Shou, Kaipeng Zhang, Yang You

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、cs.LG

PMET: Precise Model Editing in a Transformer

Xiaopeng Li, Shasha Li, Shezheng Song, Jing Yang, Jun Ma, Jie Yu

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、cs.LG

Comments AAAI24

Examining LLMs' Uncertainty Expression Towards Questions Outside Parametric Knowledge

Genglin Liu, Xingyao Wang, Lifan Yuan, Yangyi Chen, Hao Peng

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、cs.LG

Comments 20 pages

Natural Language Reinforcement Learning

Xidong Feng, Ziyu Wan, Mengyue Yang, Ziyan Wang, Girish A. Koushik, Yali Du, Ying Wen, Jun 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、cs.LG

Comments Work in Progress

Energy-based Models are Zero-Shot Planners for Compositional Scene Rearrangement

Nikolaos Gkanatsios, Ayush Jain, Zhou Xian, Yunchu Zhang, Christopher Atkeson, Katerina Fragkiadaki

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、cs.LG

Comments First two authors contributed equally | RSS 2023

Knowledge Trees: Gradient Boosting Decision Trees on Knowledge Neurons as Probing Classifier

Sergey A. Saltykov

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、cs.LG

Comments 10 pages, 7 figures, 4 tables

Successor Heads: Recurring, Interpretable Attention Heads In The Wild

Rhys Gould, Euan Ong, George Ogden, Arthur Conmy

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、cs.LG

Comments 12 main text pages, with appendix

Building Trustworthy NeuroSymbolic AI Systems: Consistency, Reliability, Explainability, and Safety

Manas Gaur, Amit Sheth

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、cs.LG

Comments To Appear in AAAI AI Magazine. 15 pages, 7 figures

LanGWM: Language Grounded World Model

Rudra P. K. Poudel, Harit Pandya, Chao Zhang, Roberto Cipolla

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、cs.LG