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Explainability for Large Language Models: A Survey
v1v2v3 (latest)

Explainability for Large Language Models: A Survey

ACM Transactions on Intelligent Systems and Technology (ACM TIST), 2023
2 September 2023
Haiyan Zhao
Hanjie Chen
Fan Yang
Ninghao Liu
Huiqi Deng
Hengyi Cai
Shuaiqiang Wang
D. Yin
Jundong Li
    LRM
ArXiv (abs)PDFHTML

Papers citing "Explainability for Large Language Models: A Survey"

50 / 287 papers shown
Title
Towards Trustworthy AI: A Review of Ethical and Robust Large Language
  Models
Towards Trustworthy AI: A Review of Ethical and Robust Large Language Models
Meftahul Ferdaus
Mahdi Abdelguerfi
Elias Ioup
Kendall N. Niles
Ken Pathak
Steve Sloan
386
24
0
01 Jun 2024
SaySelf: Teaching LLMs to Express Confidence with Self-Reflective
  Rationales
SaySelf: Teaching LLMs to Express Confidence with Self-Reflective Rationales
Tianyang Xu
Shujin Wu
Shizhe Diao
Xiaoze Liu
Xingyao Wang
Yangyi Chen
Jing Gao
LRM
364
72
0
31 May 2024
Retrieval Meets Reasoning: Even High-school Textbook Knowledge Benefits
  Multimodal Reasoning
Retrieval Meets Reasoning: Even High-school Textbook Knowledge Benefits Multimodal Reasoning
Cheng Tan
Jingxuan Wei
Linzhuang Sun
Zhangyang Gao
Siyuan Li
Bihui Yu
Ruifeng Guo
Stan Z. Li
ReLMLRM3DV
255
13
0
31 May 2024
Generative AI Voting: Fair Collective Choice is Resilient to LLM Biases and Inconsistencies
Generative AI Voting: Fair Collective Choice is Resilient to LLM Biases and Inconsistencies
Srijoni Majumdar
Edith Elkind
Evangelos Pournaras
SyDa
321
7
0
31 May 2024
Tool Learning with Large Language Models: A Survey
Tool Learning with Large Language Models: A Survey
Changle Qu
Sunhao Dai
Xiaochi Wei
Hengyi Cai
Shuaiqiang Wang
D. Yin
Jun Xu
Jirong Wen
LLMAG
320
203
0
28 May 2024
Transformer Encoder Satisfiability: Complexity and Impact on Formal Reasoning
Transformer Encoder Satisfiability: Complexity and Impact on Formal Reasoning
Marco Sälzer
Eric Alsmann
Martin Lange
LRM
157
0
0
28 May 2024
Exploring the LLM Journey from Cognition to Expression with Linear
  Representations
Exploring the LLM Journey from Cognition to Expression with Linear Representations
Yuzi Yan
J. Li
Yipin Zhang
Dong Yan
215
4
0
27 May 2024
Large Language Models for Explainable Decisions in Dynamic Digital Twins
Large Language Models for Explainable Decisions in Dynamic Digital Twins
Nan Zhang
Christian Vergara-Marcillo
G. Diamantopoulos
Jingran Shen
Nikos Tziritas
Rami Bahsoon
Georgios Theodoropoulos
176
9
0
23 May 2024
Image-of-Thought Prompting for Visual Reasoning Refinement in Multimodal
  Large Language Models
Image-of-Thought Prompting for Visual Reasoning Refinement in Multimodal Large Language Models
Qiji Zhou
Ruochen Zhou
Zike Hu
Panzhong Lu
Siyang Gao
Yue Zhang
LRM
289
42
0
22 May 2024
Token-wise Influential Training Data Retrieval for Large Language Models
Token-wise Influential Training Data Retrieval for Large Language Models
Huawei Lin
Jikai Long
Zhaozhuo Xu
Weijie Zhao
232
11
0
20 May 2024
Challenges and Opportunities in Text Generation Explainability
Challenges and Opportunities in Text Generation Explainability
Kenza Amara
Rita Sevastjanova
Mennatallah El-Assady
SILM
187
3
0
14 May 2024
Navigating the Future of Federated Recommendation Systems with Foundation Models
Navigating the Future of Federated Recommendation Systems with Foundation Models
Zhiwei Li
Guodong Long
Chunxu Zhang
Honglei Zhang
Jing Jiang
Chengqi Zhang
729
2
0
12 May 2024
Critical Infrastructure Protection: Generative AI, Challenges, and
  Opportunities
Critical Infrastructure Protection: Generative AI, Challenges, and Opportunities
Yagmur Yigit
M. Ferrag
Iqbal H. Sarker
Leandros A. Maglaras
Christos Chrysoulas
Naghmeh Moradpoor
Helge Janicke
121
19
0
08 May 2024
Large Language Models Cannot Explain Themselves
Large Language Models Cannot Explain Themselves
Advait Sarkar
LRM
213
18
0
07 May 2024
A Causal Explainable Guardrails for Large Language Models
A Causal Explainable Guardrails for Large Language Models
Zhixuan Chu
Yan Wang
Longfei Li
Peng Kuang
Zhan Qin
Kui Ren
LLMSV
181
12
0
07 May 2024
Conformal Prediction for Natural Language Processing: A Survey
Conformal Prediction for Natural Language Processing: A SurveyTransactions of the Association for Computational Linguistics (TACL), 2024
Margarida M. Campos
António Farinhas
Chrysoula Zerva
Mário A. T. Figueiredo
André F. T. Martins
AI4CE
414
36
0
03 May 2024
A Framework for Leveraging Human Computation Gaming to Enhance Knowledge
  Graphs for Accuracy Critical Generative AI Applications
A Framework for Leveraging Human Computation Gaming to Enhance Knowledge Graphs for Accuracy Critical Generative AI Applications
Stephanie Buongiorno
Corey Clark
171
0
0
30 Apr 2024
Assessing LLMs in Malicious Code Deobfuscation of Real-world Malware
  Campaigns
Assessing LLMs in Malicious Code Deobfuscation of Real-world Malware Campaigns
Constantinos Patsakis
Fran Casino
Nikolaos Lykousas
221
46
0
30 Apr 2024
Graph Machine Learning in the Era of Large Language Models (LLMs)
Graph Machine Learning in the Era of Large Language Models (LLMs)
Wenqi Fan
Shijie Wang
Jiani Huang
Zhikai Chen
Yu Song
...
Haitao Mao
Hui Liu
Xiaorui Liu
D. Yin
Qing Li
AI4CE
409
41
0
23 Apr 2024
Explaining Arguments' Strength: Unveiling the Role of Attacks and
  Supports (Technical Report)
Explaining Arguments' Strength: Unveiling the Role of Attacks and Supports (Technical Report)
Xiang Yin
Potyka Nico
Francesca Toni
FAtt
166
8
0
22 Apr 2024
A Survey on the Memory Mechanism of Large Language Model based Agents
A Survey on the Memory Mechanism of Large Language Model based Agents
Zeyu Zhang
Xiaohe Bo
Chen Ma
Rui Li
Xu Chen
Quanyu Dai
Jieming Zhu
Zhenhua Dong
Ji-Rong Wen
LLMAGKELM
255
288
0
21 Apr 2024
FakeBench: Uncover the Achilles' Heels of Fake Images with Large
  Multimodal Models
FakeBench: Uncover the Achilles' Heels of Fake Images with Large Multimodal Models
Yixuan Li
Xuelin Liu
Xiaoyang Wang
Shiqi Wang
Weisi Lin
282
13
0
20 Apr 2024
F5C-finder: An Explainable and Ensemble Biological Language Model for
  Predicting 5-Formylcytidine Modifications on mRNA
F5C-finder: An Explainable and Ensemble Biological Language Model for Predicting 5-Formylcytidine Modifications on mRNA
Guohao Wang
Ting Liu
Hongqiang Lyu
Ze Liu
67
2
0
20 Apr 2024
A critical review of methods and challenges in large language models
A critical review of methods and challenges in large language models
M. Moradi
Ke Yan
David Colwell
Matthias Samwald
Rhona Asgari
OffRL
169
3
0
18 Apr 2024
Characterizing and modeling harms from interactions with design patterns
  in AI interfaces
Characterizing and modeling harms from interactions with design patterns in AI interfaces
Lujain Ibrahim
Luc Rocher
Ana Valdivia
279
14
0
17 Apr 2024
Large Language Models Meet User Interfaces: The Case of Provisioning
  Feedback
Large Language Models Meet User Interfaces: The Case of Provisioning Feedback
Stanislav Pozdniakov
Jonathan Brazil
Solmaz Abdi
Aneesha Bakharia
Shazia Sadiq
D. Gašević
Paul Denny
Hassan Khosravi
ELM
225
26
0
17 Apr 2024
Explainable Generative AI (GenXAI): A Survey, Conceptualization, and
  Research Agenda
Explainable Generative AI (GenXAI): A Survey, Conceptualization, and Research Agenda
Johannes Schneider
242
73
0
15 Apr 2024
Transformers for molecular property prediction: Lessons learned from the
  past five years
Transformers for molecular property prediction: Lessons learned from the past five years
Afnan Sultan
Jochen Sieg
M. Mathea
Andrea Volkamer
AI4CE
153
23
0
05 Apr 2024
Towards detecting unanticipated bias in Large Language Models
Towards detecting unanticipated bias in Large Language Models
Anna Kruspe
233
8
0
03 Apr 2024
Targeted Visualization of the Backbone of Encoder LLMs
Targeted Visualization of the Backbone of Encoder LLMs
Isaac Roberts
Alexander Schulz
L. Hermes
Barbara Hammer
80
0
0
26 Mar 2024
Large Language Models and Causal Inference in Collaboration: A Survey
Large Language Models and Causal Inference in Collaboration: A Survey
Xiaoyu Liu
Paiheng Xu
Junda Wu
Jiaxin Yuan
Yifan Yang
...
Haoliang Wang
Tong Yu
Julian McAuley
Wei Ai
Furong Huang
ELMLRM
477
5
0
14 Mar 2024
Knowledge Conflicts for LLMs: A Survey
Knowledge Conflicts for LLMs: A SurveyConference on Empirical Methods in Natural Language Processing (EMNLP), 2024
Rongwu Xu
Zehan Qi
Zhijiang Guo
Cunxiang Wang
Hongru Wang
Yue Zhang
Wei Xu
1.0K
195
0
13 Mar 2024
generAItor: Tree-in-the-Loop Text Generation for Language Model
  Explainability and Adaptation
generAItor: Tree-in-the-Loop Text Generation for Language Model Explainability and Adaptation
Thilo Spinner
Rebecca Kehlbeck
Rita Sevastjanova
Tobias Stähle
Daniel A. Keim
Oliver Deussen
Mennatallah El-Assady
245
5
0
12 Mar 2024
Materials science in the era of large language models: a perspective
Materials science in the era of large language models: a perspectiveDigital Discovery (DD), 2024
Ge Lei
Ronan Docherty
Samuel J. Cooper
207
41
0
11 Mar 2024
Evaluating Large Language Models as Virtual Annotators for Time-series
  Physical Sensing Data
Evaluating Large Language Models as Virtual Annotators for Time-series Physical Sensing Data
Aritra Hota
S. Chatterjee
Sandip Chakraborty
375
22
0
02 Mar 2024
TV-TREES: Multimodal Entailment Trees for Neuro-Symbolic Video Reasoning
TV-TREES: Multimodal Entailment Trees for Neuro-Symbolic Video Reasoning
Kate Sanders
Nathaniel Weir
Benjamin Van Durme
LRM
247
13
0
29 Feb 2024
Towards Tracing Trustworthiness Dynamics: Revisiting Pre-training Period
  of Large Language Models
Towards Tracing Trustworthiness Dynamics: Revisiting Pre-training Period of Large Language Models
Chao Qian
Jie Zhang
Wei Yao
Dongrui Liu
Zhen-fei Yin
Yu Qiao
Yong Liu
Jing Shao
LLMSVLRM
200
16
0
29 Feb 2024
Exploring the Potential of Large Language Models for Improving Digital Forensic Investigation Efficiency
Exploring the Potential of Large Language Models for Improving Digital Forensic Investigation Efficiency
Akila Wickramasekara
Frank Breitinger
Mark Scanlon
454
23
0
29 Feb 2024
Whispers that Shake Foundations: Analyzing and Mitigating False Premise
  Hallucinations in Large Language Models
Whispers that Shake Foundations: Analyzing and Mitigating False Premise Hallucinations in Large Language Models
Hongbang Yuan
Pengfei Cao
Zhuoran Jin
Yubo Chen
Daojian Zeng
Kang Liu
Jun Zhao
HILM
196
9
0
29 Feb 2024
Content-Centric Prototyping of Generative AI Applications: Emerging
  Approaches and Challenges in Collaborative Software Teams
Content-Centric Prototyping of Generative AI Applications: Emerging Approaches and Challenges in Collaborative Software Teams
Hari Subramonyam
Divy Thakkar
Jurgen Dieber
Anoop Sinha
172
26
0
27 Feb 2024
TruthX: Alleviating Hallucinations by Editing Large Language Models in
  Truthful Space
TruthX: Alleviating Hallucinations by Editing Large Language Models in Truthful Space
Shaolei Zhang
Tian Yu
Yang Feng
HILMKELM
289
79
0
27 Feb 2024
Natural Language Processing Methods for Symbolic Music Generation and
  Information Retrieval: a Survey
Natural Language Processing Methods for Symbolic Music Generation and Information Retrieval: a Survey
Dinh-Viet-Toan Le
Louis Bigo
Mikaela Keller
Dorien Herremans
MedIm
227
29
0
27 Feb 2024
Determinants of LLM-assisted Decision-Making
Determinants of LLM-assisted Decision-Making
Eva Eigner
Thorsten Händler
268
79
0
27 Feb 2024
Self-AMPLIFY: Improving Small Language Models with Self Post Hoc
  Explanations
Self-AMPLIFY: Improving Small Language Models with Self Post Hoc Explanations
Milan Bhan
Jean-Noel Vittaut
Nicolas Chesneau
Marie-Jeanne Lesot
ReLMLRM
410
10
0
19 Feb 2024
Towards Uncovering How Large Language Model Works: An Explainability
  Perspective
Towards Uncovering How Large Language Model Works: An Explainability Perspective
Haiyan Zhao
Fan Yang
Bo Shen
Himabindu Lakkaraju
Jundong Li
322
25
0
16 Feb 2024
SyntaxShap: Syntax-aware Explainability Method for Text Generation
SyntaxShap: Syntax-aware Explainability Method for Text Generation
Kenza Amara
Rita Sevastjanova
Mennatallah El-Assady
156
6
0
14 Feb 2024
Large Language Models for the Automated Analysis of Optimization
  Algorithms
Large Language Models for the Automated Analysis of Optimization Algorithms
Camilo Chacón Sartori
Christian Blum
Gabriela Ochoa
238
8
0
13 Feb 2024
Assessing the Brittleness of Safety Alignment via Pruning and Low-Rank
  Modifications
Assessing the Brittleness of Safety Alignment via Pruning and Low-Rank Modifications
Boyi Wei
Kaixuan Huang
Yangsibo Huang
Tinghao Xie
Xiangyu Qi
Mengzhou Xia
Prateek Mittal
Mengdi Wang
Peter Henderson
AAML
295
170
0
07 Feb 2024
FaithLM: Towards Faithful Explanations for Large Language Models
FaithLM: Towards Faithful Explanations for Large Language Models
Yu-Neng Chuang
Guanchu Wang
Chia-Yuan Chang
Ruixiang Tang
Shaochen Zhong
Fan Yang
Mengnan Du
Xuanting Cai
Helen Zhou
Xia Hu
LRM
276
4
0
07 Feb 2024
NetLLM: Adapting Large Language Models for Networking
NetLLM: Adapting Large Language Models for Networking
Duo Wu
Xianda Wang
Yaqi Qiao
Zhi Wang
Junchen Jiang
Shuguang Cui
Fangxin Wang
310
110
0
04 Feb 2024
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