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LLMs for Explainable AI: A Comprehensive Survey

LLMs for Explainable AI: A Comprehensive Survey

31 March 2025
Ahsan Bilal
David Ebert
Beiyu Lin
ArXiv (abs)PDFHTML

Papers citing "LLMs for Explainable AI: A Comprehensive Survey"

26 / 26 papers shown
Title
Increasing AI Explainability by LLM Driven Standard Processes
Increasing AI Explainability by LLM Driven Standard Processes
Marc Jansen
Marcel Pehlke
170
0
0
10 Nov 2025
LLEXICORP: End-user Explainability of Convolutional Neural Networks
LLEXICORP: End-user Explainability of Convolutional Neural Networks
Vojtěch Kůr
Adam Bajger
Adam Kukučka
Marek Hradil
Vít Musil
Tomáš Brázdil
77
0
0
04 Nov 2025
ProfileXAI: User-Adaptive Explainable AI
ProfileXAI: User-Adaptive Explainable AI
Gilber A. Corrales
Carlos Andrés Ferro Sánchez
Reinel Tabares-Soto
Jesús Alfonso López Sotelo
Gonzalo A. Ruz
Johan Sebastian Piña Durán
72
0
0
27 Oct 2025
ATA: A Neuro-Symbolic Approach to Implement Autonomous and Trustworthy Agents
ATA: A Neuro-Symbolic Approach to Implement Autonomous and Trustworthy Agents
David Peer
Sebastian Stabinger
LLMAG
100
0
0
18 Oct 2025
Protect: Towards Robust Guardrailing Stack for Trustworthy Enterprise LLM Systems
Protect: Towards Robust Guardrailing Stack for Trustworthy Enterprise LLM Systems
Karthik Avinash
Nikhil Pareek
Rishav Hada
68
0
0
15 Oct 2025
From Explainability to Action: A Generative Operational Framework for Integrating XAI in Clinical Mental Health Screening
From Explainability to Action: A Generative Operational Framework for Integrating XAI in Clinical Mental Health Screening
Ratna Kandala
Akshata Kishore Moharir
Divya Arvinda Nayak
101
0
0
10 Oct 2025
Two-Stage Voting for Robust and Efficient Suicide Risk Detection on Social Media
Two-Stage Voting for Robust and Efficient Suicide Risk Detection on Social Media
Yukai Song
Pengfei Zhou
César Escobar-Viera
Candice Biernesser
Wei Huang
Jingtong Hu
114
0
0
09 Oct 2025
Unified Threat Detection and Mitigation Framework (UTDMF): Combating Prompt Injection, Deception, and Bias in Enterprise-Scale Transformers
Unified Threat Detection and Mitigation Framework (UTDMF): Combating Prompt Injection, Deception, and Bias in Enterprise-Scale Transformers
Santhosh KumarRavindran
126
0
0
06 Oct 2025
Glaucoma Detection and Structured OCT Report Generation via a Fine-tuned Multimodal Large Language Model
Glaucoma Detection and Structured OCT Report Generation via a Fine-tuned Multimodal Large Language Model
Jalil Jalili
Yashraj Gavhane
Evan Walker
Anna Heinke
C. Bowd
...
Jeffrey M. Liebmann
Sally L. Baxter
R. Weinreb
L. Zangwill
Mark Christopher
131
0
0
01 Oct 2025
Protocode: Prototype-Driven Interpretability for Code Generation in LLMs
Protocode: Prototype-Driven Interpretability for Code Generation in LLMs
Krishna Vamshi Bodla
Haizhao Yang
119
0
0
27 Sep 2025
Measuring Algorithmic Partisanship via Zero-Shot Classification and Its Implications on Political Discourse
Measuring Algorithmic Partisanship via Zero-Shot Classification and Its Implications on Political Discourse
Nathan Junzi Chen
143
0
0
25 Sep 2025
Trust and Reputation in Data Sharing: A Survey
Trust and Reputation in Data Sharing: A Survey
Wenbo Wu
George Konstantinidis
80
3
0
19 Aug 2025
Deliberative Reasoning Network: An Uncertainty-Driven Paradigm for Belief-Tracked Inference with Pretrained Language Models
Deliberative Reasoning Network: An Uncertainty-Driven Paradigm for Belief-Tracked Inference with Pretrained Language Models
Anran Xu
Jincheng Wang
Baigen Cai
Tao Wen
LRM
77
0
0
06 Aug 2025
Agentic AI in 6G Software Businesses: A Layered Maturity Model
Agentic AI in 6G Software Businesses: A Layered Maturity Model
Muhammad Zohaib
Muhammad Azeem Akbar
Sami Hyrynsalmi
Arif Ali Khan
76
0
0
05 Aug 2025
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models
RACE-Align: Retrieval-Augmented and Chain-of-Thought Enhanced Preference Alignment for Large Language Models
Qihang Yan
Xinyu Zhang
Luming Guo
Tao Gui
Feifan Liu
AI4TSLRM
162
0
0
03 Jun 2025
GeoVision Labeler: Zero-Shot Geospatial Classification with Vision and Language Models
GeoVision Labeler: Zero-Shot Geospatial Classification with Vision and Language Models
G. Q. Hacheme
G. Tadesse
Caleb Robinson
Akram Zaytar
Rahul Dodhia
J. L. Ferres
VLM
136
0
0
30 May 2025
Flexible Tool Selection through Low-dimensional Attribute Alignment of Vision and Language
Flexible Tool Selection through Low-dimensional Attribute Alignment of Vision and Language
Guangfu Hao
Haojie Wen
Liangxuna Guo
Yang Chen
Yanchao Bi
S. Yu
289
0
0
28 May 2025
Unveiling Instruction-Specific Neurons & Experts: An Analytical Framework for LLM's Instruction-Following Capabilities
Unveiling Instruction-Specific Neurons & Experts: An Analytical Framework for LLM's Instruction-Following Capabilities
Junyan Zhang
Yubo Gao
Yibo Yan
Jia-Chen Gu
Zhaorui Hou
...
Qi Zheng
Song Dai
Yonghua Hei
Junzhuo Li
Xuming Hu
207
2
0
27 May 2025
Meta-Thinking in LLMs via Multi-Agent Reinforcement Learning: A Survey
Meta-Thinking in LLMs via Multi-Agent Reinforcement Learning: A Survey
Ahsan Bilal
Muhammad Ahmed Mohsin
Muhammad Umer
Muhammad Awais Khan Bangash
Muhammad Ali Jamshed
LLMAGLRMAI4CE
424
5
0
20 Apr 2025
Task and Perception-aware Distributed Source Coding for Correlated Speech under Bandwidth-constrained Channels
Task and Perception-aware Distributed Source Coding for Correlated Speech under Bandwidth-constrained Channels
Sagnik Bhattacharya
Muhammad Ahmed Mohsin
Ahsan Bilal
John M. Cioffi
198
1
0
20 Jan 2025
RAGBench: Explainable Benchmark for Retrieval-Augmented Generation Systems
RAGBench: Explainable Benchmark for Retrieval-Augmented Generation Systems
Robert Friel
Masha Belyi
Atindriyo Sanyal
423
56
0
17 Jan 2025
Leveraging Fine-Tuned Retrieval-Augmented Generation with Long-Context Support: For 3GPP Standards
Leveraging Fine-Tuned Retrieval-Augmented Generation with Long-Context Support: For 3GPP Standards
Omar Erak
Nouf Alabbasi
Omar Alhussein
Ismail Lotfi
Amr Hussein
Sami Muhaidat
Merouane Debbah
RALM
249
7
0
17 Jan 2025
Interpretable Clustering: A Survey
Interpretable Clustering: A Survey
Lianyu Hu
Mudi Jiang
Junjie Dong
Xinying Liu
Zengyou He
282
7
0
01 Sep 2024
Need of AI in Modern Education: in the Eyes of Explainable AI (xAI)
Need of AI in Modern Education: in the Eyes of Explainable AI (xAI)
Supriya Manna
Dionis Barcari
556
3
0
31 Jul 2024
A Unified Approach to Interpreting Model Predictions
A Unified Approach to Interpreting Model Predictions
Scott M. Lundberg
Su-In Lee
FAtt
3.1K
28,942
0
22 May 2017
"Why Should I Trust You?": Explaining the Predictions of Any Classifier
"Why Should I Trust You?": Explaining the Predictions of Any Classifier
Marco Tulio Ribeiro
Sameer Singh
Carlos Guestrin
FAttFaML
2.3K
19,543
0
16 Feb 2016
1