AI Transparency in the Age of LLMs: A Human-Centered Research Roadmap

2 June 2023

Papers citing "AI Transparency in the Age of LLMs: A Human-Centered Research Roadmap"

50 / 98 papers shown

Title
Accountability of Generative AI: Exploring a Precautionary Approach for "Artificially Created Nature" Yuri Nakao 11 0 0 12 May 2025
LLM-Evaluation Tropes: Perspectives on the Validity of LLM-Evaluations Laura Dietz Oleg Zendel P. Bailey Charles L. A. Clarke Ellese Cotterill Jeff Dalton Faegheh Hasibi Mark Sanderson Nick Craswell ELM 43 0 0 27 Apr 2025
Do It For Me vs. Do It With Me: Investigating User Perceptions of Different Paradigms of Automation in Copilots for Feature-Rich Software Anjali Khurana Xiaotian Su April Yi Wang Parmit K. Chilana 33 0 0 22 Apr 2025
Privacy Meets Explainability: Managing Confidential Data and Transparency Policies in LLM-Empowered Science Yashothara Shanmugarasa Shidong Pan Ming Ding Dehai Zhao Thierry Rakotoarivelo PILM 25 0 0 14 Apr 2025
Mapping the Trust Terrain: LLMs in Software Engineering -- Insights and Perspectives Dipin Khati Yijin Liu David Nader-Palacio Yixuan Zhang Denys Poshyvanyk 51 0 0 18 Mar 2025
Bridging the LLM Accessibility Divide? Performance, Fairness, and Cost of Closed versus Open LLMs for Automated Essay Scoring Kezia Oketch John P. Lalor Yi Yang Ahmed Abbasi ELM 47 0 0 14 Mar 2025
Is My Text in Your AI Model? Gradient-based Membership Inference Test applied to LLMs Gonzalo Mancera Daniel DeAlcala Julian Fierrez Ruben Tolosana Aythami Morales 46 1 0 10 Mar 2025
ACE, Action and Control via Explanations: A Proposal for LLMs to Provide Human-Centered Explainability for Multimodal AI Assistants E. A. Watkins Emanuel Moss R. Manuvinakurike Meng Shi R. Beckwith G. Raffa LLMAG 41 2 0 27 Feb 2025
Less or More: Towards Glanceable Explanations for LLM Recommendations Using Ultra-Small Devices Xinru Wang Mengjie Yu Hannah Nguyen Michael Iuzzolino Tianyi Wang ... Ting Zhang Naveen Sendhilnathan Hrvoje Benko Haijun Xia Tanya R. Jonker 48 0 0 26 Feb 2025
Beyond Release: Access Considerations for Generative AI Systems Irene Solaiman Rishi Bommasani Dan Hendrycks Ariel Herbert-Voss Yacine Jernite Aviya Skowron Andrew Trask 60 1 0 23 Feb 2025
Plan-Then-Execute: An Empirical Study of User Trust and Team Performance When Using LLM Agents As A Daily Assistant Gaole He Gianluca Demartini U. Gadiraju LLMAG 65 6 0 03 Feb 2025
Fine-Grained Appropriate Reliance: Human-AI Collaboration with a Multi-Step Transparent Decision Workflow for Complex Task Decomposition Gaole He Patrick Hemmer Michael Vossing Max Schemmer U. Gadiraju 39 0 0 19 Jan 2025
Private Yet Social: How LLM Chatbots Support and Challenge Eating Disorder Recovery Ryuhaerang Choi Taehan Kim Subin Park Jennifer G Kim Sung-Ju Lee AI4MH 61 0 0 16 Dec 2024
Challenges in Human-Agent Communication Gagan Bansal J. W. Vaughan Saleema Amershi Eric Horvitz Adam Fourney Hussein Mozannar Victor C. Dibia Daniel S. Weld LLMAG AAML AI4CE 81 4 0 28 Nov 2024
"It's a conversation, not a quiz": A Risk Taxonomy and Reflection Tool for LLM Adoption in Public Health Jiawei Zhou Amy Z. Chen Darshi Shah Laura Schwab Reese Munmun De Choudhury 20 2 0 04 Nov 2024
Automated Trustworthiness Oracle Generation for Machine Learning Text Classifiers Lam Nguyen Tung Steven Cho Xiaoning Du Neelofar Neelofar Valerio Terragni Stefano Ruberto Aldeida Aleti 65 2 0 30 Oct 2024
Analyzing Multimodal Interaction Strategies for LLM-Assisted Manipulation of 3D Scenes Junlong Chen Jens Grubert Per Ola Kristensson 26 1 0 29 Oct 2024
Evaluating the Influences of Explanation Style on Human-AI Reliance Emma Casolin Flora D. Salim Ben Newell 21 1 0 26 Oct 2024
PRISM: A Methodology for Auditing Biases in Large Language Models Leif Azzopardi Yashar Moshfeghi 16 0 0 24 Oct 2024
BIG5-CHAT: Shaping LLM Personalities Through Training on Human-Grounded Data Wenkai Li Jiarui Liu Andy Liu Xuhui Zhou Mona Diab Maarten Sap 48 6 0 21 Oct 2024
Insights from the Inverse: Reconstructing LLM Training Goals Through Inverse Reinforcement Learning Jared Joselowitz Arjun Jagota Satyapriya Krishna Sonali Parbhoo Nyal Patel Satyapriya Krishna Sonali Parbhoo 19 0 0 16 Oct 2024
Persistent Topological Features in Large Language Models Yuri Gardinazzi Giada Panerai Karthik Viswanathan A. Ansuini Alberto Cazzaniga Matteo Biagetti 39 2 0 14 Oct 2024
APOLLO: A GPT-based tool to detect phishing emails and generate explanations that warn users Giuseppe Desolda Francesco Greco Luca Viganò 24 4 0 10 Oct 2024
Why context matters in VQA and Reasoning: Semantic interventions for VLM input modalities Kenza Amara Lukas Klein Carsten T. Lüth Paul Jäger Hendrik Strobelt Mennatallah El-Assady 25 1 0 02 Oct 2024
Improving governance outcomes through AI documentation: Bridging theory and practice Amy A. Winecoff Miranda Bogen 16 2 0 13 Sep 2024
Enhancing adversarial robustness in Natural Language Inference using explanations Alexandros Koulakos Maria Lymperaiou Giorgos Filandrianos Giorgos Stamou SILM AAML 27 0 0 11 Sep 2024
Trusting Your AI Agent Emotionally and Cognitively: Development and Validation of a Semantic Differential Scale for AI Trust Ruoxi Shang Gary Hsieh Chirag Shah 22 0 0 25 Jul 2024
XAI meets LLMs: A Survey of the Relation between Explainable AI and Large Language Models Erik Cambria Lorenzo Malandri Fabio Mercorio Navid Nobani Andrea Seveso 43 11 0 21 Jul 2024
Large Language Models for Wearable Sensor-Based Human Activity Recognition, Health Monitoring, and Behavioral Modeling: A Survey of Early Trends, Datasets, and Challenges Emilio Ferrara LM&MA 32 13 0 09 Jul 2024
Applications of Generative AI in Healthcare: algorithmic, ethical, legal and societal considerations Onyekachukwu R. Okonji Kamol Yunusov Bonnie Gordon MedIm 34 3 0 15 Jun 2024
Evaluation and Continual Improvement for an Enterprise AI Assistant Akash Maharaj Kun Qian Uttaran Bhattacharya Sally Fang Horia Galatanu ... Rachel Hanessian Nishant Kapoor Ken Russell Shivakumar Vaithyanathan Yunyao Li 23 4 0 15 Jun 2024
CheckEmbed: Effective Verification of LLM Solutions to Open-Ended Tasks Maciej Besta Lorenzo Paleari Aleš Kubíček Piotr Nyczyk Robert Gerstenberger Patrick Iff Tomasz Lehmann H. Niewiadomski Torsten Hoefler 54 5 0 04 Jun 2024
Towards Transparency: Exploring LLM Trainings Datasets through Visual Topic Modeling and Semantic Frame Charles de Dampierre Andrei Mogoutov Nicolas Baumard 37 1 0 03 Jun 2024
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 32 10 0 01 Jun 2024
Facilitating Human-LLM Collaboration through Factuality Scores and Source Attributions Hyo Jin Do Rachel Ostrand Justin D. Weisz Casey Dugan P. Sattigeri Dennis L. Wei K. Murugesan Werner Geyer HILM 26 10 0 30 May 2024
Navigating LLM Ethics: Advancements, Challenges, and Future Directions Junfeng Jiao S. Afroogh Yiming Xu Connor Phillips AILaw 60 19 0 14 May 2024
Examining Humanness as a Metaphor to Design Voice User Interfaces Smit Desai Mateusz Dubiel Luis A. Leiva 20 5 0 13 May 2024
Large Language Models Cannot Explain Themselves Advait Sarkar LRM 19 7 0 07 May 2024
A Causal Explainable Guardrails for Large Language Models Zhixuan Chu Yan Wang Longfei Li Zhibo Wang Zhan Qin Kui Ren LLMSV 44 7 0 07 May 2024
Explainability for Transparent Conversational Information-Seeking Weronika Lajewska Damiano Spina Johanne Trippas K. Balog 34 7 0 06 May 2024
Argumentative Large Language Models for Explainable and Contestable Claim Verification Gabriel Freedman Adam Dejl Deniz Gorur Xiang Yin Antonio Rago Francesca Toni 25 7 0 03 May 2024
"I'm Not Sure, But...": Examining the Impact of Large Language Models' Uncertainty Expression on User Reliance and Trust Sunnie S. Y. Kim Q. V. Liao Mihaela Vorvoreanu Steph Ballard Jennifer Wortman Vaughan 32 49 0 01 May 2024
Illuminating the Unseen: Investigating the Context-induced Harms in Behavioral Sensing Han Zhang V. D. Swain Leijie Wang Nan Gao Yilun Sheng Xuhai Xu Flora D. Salim Koustuv Saha A. Dey Jennifer Mankoff 26 0 0 23 Apr 2024
The Fall of an Algorithm: Characterizing the Dynamics Toward Abandonment Nari Johnson Sanika Moharana Christina Harrington Nazanin Andalibi Hoda Heidari Motahhare Eslami 19 6 0 21 Apr 2024
Who Validates the Validators? Aligning LLM-Assisted Evaluation of LLM Outputs with Human Preferences Shreya Shankar J.D. Zamfirescu-Pereira Bjorn Hartmann Aditya G. Parameswaran Ian Arawjo ALM 19 81 0 18 Apr 2024
A Longitudinal Study of Child Wellbeing Assessment via Online Interactions with a Social Robots N. I. Abbasi Guy Laban Tasmin Ford Peter B. Jones Hatice Gunes 13 0 0 16 Apr 2024
CFlow: Supporting Semantic Flow Analysis of Students' Code in Programming Problems at Scale A. Zhang Xiaohang Tang Steve Oney Yan Chen 20 7 0 15 Apr 2024
Explainable Generative AI (GenXAI): A Survey, Conceptualization, and Research Agenda Johannes Schneider 79 26 0 15 Apr 2024
Semantic Approach to Quantifying the Consistency of Diffusion Model Image Generation Brinnae Bent 18 0 0 12 Apr 2024
PhyloLM : Inferring the Phylogeny of Large Language Models and Predicting their Performances in Benchmarks Nicolas Yax Pierre-Yves Oudeyer Stefano Palminteri 54 5 0 06 Apr 2024