语言大模型 / LLM

Randomness, Not Representation: The Unreliability of Evaluating Cultural Alignment in LLMs

Ariba Khan, Stephen Casper, Dylan Hadfield-Menell

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

Towards Interpretable Soft Prompts

Oam Patel, Jason Wang, Nikhil Shivakumar Nayak, Suraj Srinivas, Himabindu Lakkaraju

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

Comments 9 pages, 8 figures

SUNAR: Semantic Uncertainty based Neighborhood Aware Retrieval for Complex QA

V Venktesh, Mandeep Rathee, Avishek Anand

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

Comments Accepted at NAACL 2025 Main Conference

MASH-VLM: Mitigating Action-Scene Hallucination in Video-LLMs through Disentangled Spatial-Temporal Representations

Kyungho Bae, Jinhyung Kim, Sihaeng Lee, Soonyoung Lee, Gunhee Lee, Jinwoo Choi

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

Comments Accepted for CVPR 2025

GASP: Unifying Geometric and Semantic Self-Supervised Pre-training for Autonomous Driving

William Ljungbergh, Adam Lilja, Adam Tonderski. Arvid Laveno Ling, Carl Lindström, Willem Verbeke, Junsheng Fu, Christoffer Petersson, Lars Hammarstrand, Michael Felsberg

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

Transformers Struggle to Learn to Search

Abulhair Saparov, Srushti Pawar, Shreyas Pimpalgaonkar, Nitish Joshi, Richard Yuanzhe Pang, Vishakh Padmakumar, Seyed Mehran Kazemi, Najoung Kim, He He

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 as a conference paper at ICLR 2025

AxBench: Steering LLMs? Even Simple Baselines Outperform Sparse Autoencoders

Zhengxuan Wu, Aryaman Arora, Atticus Geiger, Zheng Wang, Jing Huang, Dan Jurafsky, Christopher D. Manning, Christopher Potts

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

Representation Engineering: A Top-Down Approach to AI Transparency

Andy Zou, Long Phan, Sarah Chen, James Campbell, Phillip Guo, Richard Ren, Alexander Pan, Xuwang Yin, Mantas Mazeika, Ann-Kathrin Dombrowski, Shashwat Goel, Nathaniel Li, Michael J. Byun, Zifan Wang, Alex Mallen, Steven Basart, Sanmi Koyejo, Dawn Song, Matt Fredrikson, J. Zico Kolter, Dan Hendrycks

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 Code is available at https://github.com/andyzoujm/representation-engineering

Towards General Visual-Linguistic Face Forgery Detection(V2)

Ke Sun, Shen Chen, Taiping Yao, Ziyin Zhou, Jiayi Ji, Xiaoshuai Sun, Chia-Wen Lin, Rongrong Ji

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

Comments 8 pages, 5 figures, Accpet by CVPR2025

MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation

Chenxi Wang, Xiang Chen, Ningyu Zhang, Bozhong Tian, Haoming Xu, Shumin Deng, Huajun Chen

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 2025

An explainable transformer circuit for compositional generalization

Cheng Tang, Brenden Lake, Mehrdad Jazayeri

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

FLEKE: Federated Locate-then-Edit Knowledge Editing

Zongkai Zhao, Guozeng Xu, Xiuhua Li, Kaiwen Wei, Jiang Zhong

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

Locate-then-edit for Multi-hop Factual Recall under Knowledge Editing

Zhuoran Zhang, Yongxiang Li, Zijian Kan, Keyuan Cheng, 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 24 pages

Guided Debugging of Auto-Translated Code Using Differential Testing

Shengnan Wu, Xinyu Sun, Xin Wang, Yangfan Zhou

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

Seeing with Partial Certainty: Conformal Prediction for Robotic Scene Recognition in Built Environments

Yifan Xu, Vineet Kamat, Carol Menassa

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

Comments 10 pages, 4 Figures

PolySmart and VIREO @ TRECVid 2024 Ad-hoc Video Search

Jiaxin Wu, Chong-Wah Ngo, Xiao-Yong Wei, Qing Li

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

Probing the contents of semantic representations from text, behavior, and brain data using the psychNorms metabase

Zak Hussain, Rui Mata, Ben R. Newell, Dirk U. Wulff

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 13 pages, 5 figures, 2 tables

Adaptive Circuit Behavior and Generalization in Mechanistic Interpretability

Jatin Nainani, Sankaran Vaidyanathan, AJ Yeung, Kartik Gupta, David Jensen

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, 8 figures

A Concept-Based Explainability Framework for Large Multimodal Models

Jayneel Parekh, Pegah Khayatan, Mustafa Shukor, Alasdair Newson, Matthieu Cord

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 NeurIPS 2024

MultiKG: Multi-Source Threat Intelligence Aggregation for High-Quality Knowledge Graph Representation of Attack Techniques

Jian Wang, Tiantian Zhu, Chunlin Xiong, Yan Chen

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

Comments 21 pages, 15 figures, 8 tables

Conversate: Supporting Reflective Learning in Interview Practice Through Interactive Simulation and Dialogic Feedback

Taufiq Daryanto, Xiaohan Ding, Lance T. Wilhelm, Sophia Stil, Kirk McInnis Knutsen, Eugenia H. Rho

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

On Uncertainty In Natural Language Processing

Dennis Ulmer

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 PhD thesis

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