语言大模型 / LLM - arXivDaily 专题

2408.03095 2025-04-01 cs.SE 85%

TestART: Improving LLM-based Unit Testing via Co-evolution of Automated Generation and Repair Iteration

Siqi Gu, Quanjun Zhang, Kecheng Li, Chunrong Fang, Fangyuan Tian, Liuchuan Zhu, Jianyi Zhou, Zhenyu Chen

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

2503.20188 2025-03-27 cs.CV 85%

Rethinking Vision-Language Model in Face Forensics: Multi-Modal Interpretable Forged Face Detector

Xiao Guo, Xiufeng Song, Yue Zhang, Xiaohong Liu, Xiaoming Liu

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

Comments 8 figures; 6 tables

2503.08588 2025-03-12 cs.CL cs.AI cs.CY cs.LG 85%

BiasEdit: Debiasing Stereotyped Language Models via Model Editing

Xin Xu, Wei Xu, Ningyu Zhang, Julian McAuley

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

Comments Accepted by TrustNLP @ NAACL 2025

2406.16985 2025-02-25 cs.LG cs.AI cs.CL 85%

Unveiling LLM Mechanisms Through Neural ODEs and Control Theory

Yukun Zhang, Qi Dong

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

2502.13632 2025-02-20 cs.LG cs.AI cs.CL 85%

Concept Layers: Enhancing Interpretability and Intervenability via LLM Conceptualization

Or Raphael Bidusa, Shaul Markovitch

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

2411.14257 2025-02-11 cs.CL cs.AI cs.LG 85%

Do I Know This Entity? Knowledge Awareness and Hallucinations in Language Models

Javier Ferrando, Oscar Obeso, Senthooran Rajamanoharan, Neel Nanda

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

Comments Accepted at ICLR 2025

2501.07224 2025-01-14 cs.RO 85%

Touched by ChatGPT: Using an LLM to Drive Affective Tactile Interaction

Qiaoqiao Ren, Tony Belpaeme

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

2501.04908 2025-01-10 cs.PL cs.AR 85%

HaVen: Hallucination-Mitigated LLM for Verilog Code Generation Aligned with HDL Engineers

Yiyao Yang, Fu Teng, Pengju Liu, Mengnan Qi, Chenyang Lv, Ji Li, Xuhong Zhang, Zhezhi He

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

2404.14233 2025-01-07 cs.CV cs.AI cs.CL cs.LG 85%

Detecting and Mitigating Hallucination in Large Vision Language Models via Fine-Grained AI Feedback

Wenyi Xiao, Ziwei Huang, Leilei Gan, Wanggui He, Haoyuan Li, Zhelun Yu, Fangxun Shu, Hao Jiang, Linchao Zhu

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

Comments repo: https://github.com/Mr-Loevan/HSA-DPO

2406.16254 2024-11-11 cs.LG cs.AI cs.CL 85%

Confidence Regulation Neurons in Language Models

Alessandro Stolfo, Ben Wu, Wes Gurnee, Yonatan Belinkov, Xingyi Song, Mrinmaya Sachan, Neel Nanda

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

Comments NeurIPS 2024

2410.11815 2024-10-16 cs.CV 85%

SGEdit: Bridging LLM with Text2Image Generative Model for Scene Graph-based Image Editing

Zhiyuan Zhang, DongDong Chen, Jing Liao

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

Comments Accepted by ACM Transactions on Graphics and SIGGRAPH Asia 2024. Project page: https://bestzzhang.github.io/SGEdit

2410.10039 2024-10-15 cs.MA 85%

A Multi-LLM Orchestration Engine for Personalized, Context-Rich Assistance

Sumedh Rasal

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

2409.00558 2024-09-30 cs.CV 85%

Compositional 3D-aware Video Generation with LLM Director

Hanxin Zhu, Tianyu He, Anni Tang, Junliang Guo, Zhibo Chen, Jiang Bian

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

Journal ref NeurIPS 2024

2407.15051 2024-09-17 cs.CV 85%

Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval

Yiyang Jiang, Wengyu Zhang, Xulu Zhang, Xiaoyong Wei, Chang Wen Chen, Qing Li

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

Comments Accepted to ACM Multimedia 2024

2404.03163 2024-09-17 cs.CL cs.AI cs.LG stat.ML 85%

Uncertainty in Language Models: Assessment through Rank-Calibration

Xinmeng Huang, Shuo Li, Mengxin Yu, Matteo Sesia, Hamed Hassani, Insup Lee, Osbert Bastani, Edgar Dobriban

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

2408.10794 2024-08-21 cs.CV 85%

Tapping in a Remote Vehicle's onboard LLM to Complement the Ego Vehicle's Field-of-View

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(title,abstract)；large language model(abstract)；language model(abstract)

Comments 50th Euromicro Conference Series on Software Engineering and Advanced Applications (SEAA) 2024 - WiP

2403.19631 2024-08-15 cs.CL cs.AI cs.LG 85%

Retrieval-enhanced Knowledge Editing in Language Models for Multi-Hop Question Answering

Yucheng Shi, Qiaoyu Tan, Xuansheng Wu, Shaochen Zhong, Kaixiong Zhou, Ninghao Liu

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

Comments Accepted by CIKM 2024

2408.01703 2024-08-06 cs.HC 85%

WaitGPT: Monitoring and Steering Conversational LLM Agent in Data Analysis with On-the-Fly Code Visualization

Liwenhan Xie, Chengbo Zheng, Haijun Xia, Huamin Qu, Chen Zhu-Tian

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

Comments Accepted in the 37th Annual ACM Symposium on User Interface Software and Technology (UIST'24)

2402.11622 2024-07-01 cs.CV cs.AI cs.CL cs.LG 85%

Logical Closed Loop: Uncovering Object Hallucinations in Large Vision-Language Models

Junfei Wu, Qiang Liu, Ding Wang, Jinghao Zhang, Shu Wu, Liang Wang, Tieniu Tan

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

Comments Accept to ACL 2024; 19 Pages, 15 Figures, 6 Tables

2311.09627 2024-06-06 cs.AI cs.CL cs.LG 85%

Mitigating Biases for Instruction-following Language Models via Bias Neurons Elimination

Nakyeong Yang, Taegwan Kang, Jungkyu Choi, Honglak Lee, Kyomin Jung

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

Comments accepted to ACL 2024

2402.15300 2024-04-24 cs.CV cs.AI cs.CL cs.LG cs.MM 85%

Seeing is Believing: Mitigating Hallucination in Large Vision-Language Models via CLIP-Guided Decoding

Ailin Deng, Zhirui Chen, Bryan Hooi

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

Comments Code URL: https://github.com/d-ailin/CLIP-Guided-Decoding

2404.11943 2024-04-19 cs.HC 85%

AgentCoord: Visually Exploring Coordination Strategy for LLM-based Multi-Agent Collaboration

Bo Pan, Jiaying Lu, Ke Wang, Li Zheng, Zhen Wen, Yingchaojie Feng, Minfeng Zhu, Wei Chen

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

2403.12532 2024-03-20 cs.CV 85%

UniBind: LLM-Augmented Unified and Balanced Representation Space to Bind Them All

Yuanhuiyi Lyu, Xu Zheng, Jiazhou Zhou, Lin Wang

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

Comments Accepted to CVPR2024

2402.04380 2024-02-08 cs.SE 85%

Assured LLM-Based Software Engineering

Nadia Alshahwan, Mark Harman, Inna Harper, Alexandru Marginean, Shubho Sengupta, Eddy Wang

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

Comments 6 pages, 1 figure, InteNSE 24: ACM International Workshop on Interpretability, Robustness, and Benchmarking in Neural Software Engineering, April, 2024, Lisbon, Portugal

2401.13222 2024-01-26 cs.IR 85%

It's About Time: Incorporating Temporality in Retrieval Augmented Language Models

Anoushka Gade, Jorjeta Jetcheva

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

2401.07457 2024-01-17 cs.CV 85%

Concept-Guided Prompt Learning for Generalization in Vision-Language Models

Yi Zhang, Ce Zhang, Ke Yu, Yushun Tang, Zhihai He

专题命中知识编辑与模型理解：language model(title,abstract)；pretraining(abstract)；prompting(abstract)

Comments Accepted by AAAI 2024

2311.15131 2023-11-28 cs.LG cs.AI cs.CL 85%

Localizing Lying in Llama: Understanding Instructed Dishonesty on True-False Questions Through Prompting, Probing, and Patching

James Campbell, Richard Ren, Phillip Guo

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

Comments 14 pages, 12 figures

2301.04213 2023-10-17 cs.LG cs.AI cs.CL 85%

Does Localization Inform Editing? Surprising Differences in Causality-Based Localization vs. Knowledge Editing in Language Models

Peter Hase, Mohit Bansal, Been Kim, Asma Ghandeharioun

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

Comments NeurIPS 2023 (Spotlight). 26 pages, 22 figures

2608.22614 2026-08-25 cs.LG astro-ph.IM 新提交 84%

What AstroPT knows about galaxies, and what that can teach us about LLMs

AstroPT对星系的认知，以及这能为我们提供关于大型语言模型（LLMs）的启示

UniverseTBD, :, Kshitij Duraphe, Aman Kumar, Michael J. Smith, Shashwat Sourav

机构 * IUCAA（印度大学间天文和天体物理中心）； AstroAI ； Washington University in St. Louis（圣路易斯华盛顿大学）

专题命中知识编辑与模型理解：LLM(summary_cn,abstract)；language model(abstract)；分类 cs.LG

AI总结该研究利用基于星系图像训练的类LLM模型AstroPT作为测试平台，探究星系属性的出现顺序，为校准应用于LLMs的机械可解释性方法提供了受控沙盒。

Comments 13 pages, 12 figures, code at https://github.com/Smith42/astroPT, accepted at Sci-FM@COLM 2026

2608.05238 2026-08-07 cs.LG 新提交 84%

Decoupling Perception from Description: Computation-Grounded Representation Alignment between Multivariate Time Series and Language

感知与描述解耦：多变量时间序列与语言间的计算基础表示对齐

Xinran Feng, Yi Xie, Chao Zhang, Ruikun Li, Wanyun Ling, Ziyue Li, Chenxi Liu

专题命中知识编辑与模型理解：LLM(summary_cn,abstract)；language model(abstract)；分类 cs.LG

AI总结该研究针对多模态时间序列语言对齐的三难困境，提出CGTime模型，通过计算处理感知、LLM处理描述，在多变量理解任务上优于更大的通用模型。

Comments 46 pages, 9 figures, including supplementary material. Submitted to AAAI 2027. Xinran Feng and Yi Xie contributed equally

1. 知识编辑与模型理解 7596 篇

TestART: Improving LLM-based Unit Testing via Co-evolution of Automated Generation and Repair Iteration

Rethinking Vision-Language Model in Face Forensics: Multi-Modal Interpretable Forged Face Detector

BiasEdit: Debiasing Stereotyped Language Models via Model Editing

Unveiling LLM Mechanisms Through Neural ODEs and Control Theory

Concept Layers: Enhancing Interpretability and Intervenability via LLM Conceptualization

Do I Know This Entity? Knowledge Awareness and Hallucinations in Language Models

Touched by ChatGPT: Using an LLM to Drive Affective Tactile Interaction

HaVen: Hallucination-Mitigated LLM for Verilog Code Generation Aligned with HDL Engineers

Detecting and Mitigating Hallucination in Large Vision Language Models via Fine-Grained AI Feedback

Confidence Regulation Neurons in Language Models

SGEdit: Bridging LLM with Text2Image Generative Model for Scene Graph-based Image Editing

A Multi-LLM Orchestration Engine for Personalized, Context-Rich Assistance

Compositional 3D-aware Video Generation with LLM Director

Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval

Uncertainty in Language Models: Assessment through Rank-Calibration

Tapping in a Remote Vehicle's onboard LLM to Complement the Ego Vehicle's Field-of-View

Retrieval-enhanced Knowledge Editing in Language Models for Multi-Hop Question Answering

WaitGPT: Monitoring and Steering Conversational LLM Agent in Data Analysis with On-the-Fly Code Visualization

Logical Closed Loop: Uncovering Object Hallucinations in Large Vision-Language Models

Mitigating Biases for Instruction-following Language Models via Bias Neurons Elimination

Seeing is Believing: Mitigating Hallucination in Large Vision-Language Models via CLIP-Guided Decoding

AgentCoord: Visually Exploring Coordination Strategy for LLM-based Multi-Agent Collaboration

UniBind: LLM-Augmented Unified and Balanced Representation Space to Bind Them All

Assured LLM-Based Software Engineering

It's About Time: Incorporating Temporality in Retrieval Augmented Language Models

Concept-Guided Prompt Learning for Generalization in Vision-Language Models

Localizing Lying in Llama: Understanding Instructed Dishonesty on True-False Questions Through Prompting, Probing, and Patching

Does Localization Inform Editing? Surprising Differences in Causality-Based Localization vs. Knowledge Editing in Language Models

What AstroPT knows about galaxies, and what that can teach us about LLMs

Decoupling Perception from Description: Computation-Grounded Representation Alignment between Multivariate Time Series and Language