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ConvXAI: Delivering Heterogeneous AI Explanations via Conversations to Support Human-AI Scientific Writing

16 May 2023

Hua Shen

Huang Chieh-Yang

Tongshuang Wu

Ting-Hao 'Kenneth' Huang

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Papers citing "ConvXAI: Delivering Heterogeneous AI Explanations via Conversations to Support Human-AI Scientific Writing"

33 / 33 papers shown

Title
Co-Writing with AI, on Human Terms: Aligning Research with User Demands Across the Writing Process Mohi Reza Jeb Mitchell Peter Dushniku Nathan Laundry J. Williams Anastasia Kuzminykh 70 1 0 16 Apr 2025
Are Shortest Rationales the Best Explanations for Human Understanding? Hua Shen Tongshuang Wu Wenbo Guo Ting-Hao 'Kenneth' Huang FAtt 60 11 0 16 Mar 2022
CoAuthor: Designing a Human-AI Collaborative Writing Dataset for Exploring Language Model Capabilities Mina Lee Percy Liang Qian Yang HAI 76 373 0 18 Jan 2022
Interpretable Directed Diversity: Leveraging Model Explanations for Iterative Crowd Ideation Yunlong Wang Priyadarshini Venkatesh Brian Y. Lim 75 20 0 21 Sep 2021
Wordcraft: a Human-AI Collaborative Editor for Story Writing Andy Coenen Luke Davis Daphne Ippolito Emily Reif Ann Yuan LLMAG 96 71 0 15 Jul 2021
Explanation-Based Human Debugging of NLP Models: A Survey Piyawat Lertvittayakumjorn Francesca Toni LRM 98 79 0 30 Apr 2021
RECAST: Enabling User Recourse and Interpretability of Toxicity Detection Models with Interactive Visualization Austin P. Wright Omar Shaikh Haekyu Park Will Epperson Muhammed Ahmed Stephane Pinel Duen Horng Chau Diyi Yang 37 22 0 08 Feb 2021
Can We Automate Scientific Reviewing? Weizhe Yuan Pengfei Liu Graham Neubig 127 88 0 30 Jan 2021
Dissonance Between Human and Machine Understanding Zijian Zhang Jaspreet Singh U. Gadiraju Avishek Anand 111 74 0 18 Jan 2021
Human Evaluation of Spoken vs. Visual Explanations for Open-Domain QA Ana Valeria González Gagan Bansal Angela Fan Robin Jia Yashar Mehdad Srini Iyer AAML 76 24 0 30 Dec 2020
Explaining NLP Models via Minimal Contrastive Editing (MiCE) Alexis Ross Ana Marasović Matthew E. Peters 71 122 0 27 Dec 2020
Interpretation of NLP models through input marginalization Siwon Kim Jihun Yi Eunji Kim Sungroh Yoon MILM FAtt 75 60 0 27 Oct 2020
The elephant in the interpretability room: Why use attention as explanation when we have saliency methods? Jasmijn Bastings Katja Filippova XAI LRM 95 177 0 12 Oct 2020
How Useful Are the Machine-Generated Interpretations to General Users? A Human Evaluation on Guessing the Incorrectly Predicted Labels Hua Shen Ting-Hao 'Kenneth' Huang FAtt HAI 58 56 0 26 Aug 2020
Does the Whole Exceed its Parts? The Effect of AI Explanations on Complementary Team Performance Gagan Bansal Tongshuang Wu Joyce Zhou Raymond Fok Besmira Nushi Ece Kamar Marco Tulio Ribeiro Daniel S. Weld 81 596 0 26 Jun 2020
DeBERTa: Decoding-enhanced BERT with Disentangled Attention Pengcheng He Xiaodong Liu Jianfeng Gao Weizhu Chen AAML 161 2,737 0 05 Jun 2020
Evaluating Explainable AI: Which Algorithmic Explanations Help Users Predict Model Behavior? Peter Hase Joey Tianyi Zhou FAtt 75 303 0 04 May 2020
Towards a Human-like Open-Domain Chatbot Daniel De Freitas Minh-Thang Luong David R. So Jamie Hall Noah Fiedel ... Zi Yang Apoorv Kulshreshtha Gaurav Nemade Yifeng Lu Quoc V. Le 114 938 0 27 Jan 2020
Explainable Active Learning (XAL): An Empirical Study of How Local Explanations Impact Annotator Experience Bhavya Ghai Q. V. Liao Yunfeng Zhang Rachel K. E. Bellamy Klaus Mueller 65 29 0 24 Jan 2020
Questioning the AI: Informing Design Practices for Explainable AI User Experiences Q. V. Liao D. Gruen Sarah Miller 127 716 0 08 Jan 2020
AllenNLP Interpret: A Framework for Explaining Predictions of NLP Models Eric Wallace Jens Tuyls Junlin Wang Sanjay Subramanian Matt Gardner Sameer Singh MILM 63 138 0 19 Sep 2019
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 1.3K 12,226 0 27 Aug 2019
Attention is not not Explanation Sarah Wiegreffe Yuval Pinter XAI AAML FAtt 120 909 0 13 Aug 2019
Explain Yourself! Leveraging Language Models for Commonsense Reasoning Nazneen Rajani Bryan McCann Caiming Xiong R. Socher ReLM LRM 82 565 0 06 Jun 2019
Do Neural Dialog Systems Use the Conversation History Effectively? An Empirical Study Chinnadhurai Sankar Sandeep Subramanian C. Pal A. Chandar Yoshua Bengio 40 121 0 04 Jun 2019
SciBERT: A Pretrained Language Model for Scientific Text Iz Beltagy Kyle Lo Arman Cohan 137 2,974 0 26 Mar 2019
e-SNLI: Natural Language Inference with Natural Language Explanations Oana-Maria Camburu Tim Rocktaschel Thomas Lukasiewicz Phil Blunsom LRM 414 638 0 04 Dec 2018
CoQA: A Conversational Question Answering Challenge Siva Reddy Danqi Chen Christopher D. Manning RALM HAI 98 1,205 0 21 Aug 2018
Datasheets for Datasets Timnit Gebru Jamie Morgenstern Briana Vecchione Jennifer Wortman Vaughan Hanna M. Wallach Hal Daumé Kate Crawford 264 2,184 0 23 Mar 2018
Explainable AI: Beware of Inmates Running the Asylum Or: How I Learnt to Stop Worrying and Love the Social and Behavioural Sciences Tim Miller Piers Howe L. Sonenberg AI4TS SyDa 53 373 0 02 Dec 2017
Explanation in Artificial Intelligence: Insights from the Social Sciences Tim Miller XAI 245 4,265 0 22 Jun 2017
ParlAI: A Dialog Research Software Platform Alexander H. Miller Will Feng Adam Fisch Jiasen Lu Dhruv Batra Antoine Bordes Devi Parikh Jason Weston 75 376 0 18 May 2017
"Why Should I Trust You?": Explaining the Predictions of Any Classifier Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 1.2K 16,990 0 16 Feb 2016