activity
20112023
most citedExplaining Machine Learning Classifiers through Diverse Counterfactual Explanations

1.2k citations · 2.5k across the 39 of their papers we have counts for

collaborators

42 papers

cs.CL2023

Language of Bargaining

Mourad Heddaya, Solomon Dworkin, Chenhao Tan +2

Leveraging an established exercise in negotiation education, we build a novel dataset for studying how the use of language shapes bilateral bargaining. Our dataset extends existing…

cs.CL2023

Entity-Based Evaluation of Political Bias in Automatic Summarization

Karen Zhou, Chenhao Tan

Growing literature has shown that NLP systems may encode social biases; however, the political bias of summarization models remains relatively unknown. In this work, we use an enti…

cs.LG2022★ 5 cited

Probing Classifiers are Unreliable for Concept Removal and Detection

Abhinav Kumar, Chenhao Tan, Amit Sharma

Neural network models trained on text data have been found to encode undesirable linguistic or sensitive concepts in their representation. Removing such concepts is non-trivial bec…

cs.CL2021

On Positivity Bias in Negative Reviews

Madhusudhan Aithal, Chenhao Tan

Prior work has revealed that positive words occur more frequently than negative words in human expressions, which is typically attributed to positivity bias, a tendency for people…

cs.AI2021★ 96 cited

Understanding the Effect of Out-of-distribution Examples and Interactive Explanations on Human-AI Decision Making

Han Liu, Vivian Lai, Chenhao Tan

Although AI holds promise for improving human decision making in societally critical domains, it remains an open question how human-AI teams can reliably outperform AI alone and hu…

cs.LG2020★ 74 cited

Towards Unifying Feature Attribution and Counterfactual Explanations: Different Means to the Same End

Ramaravind Kommiya Mothilal, Divyat Mahajan, Chenhao Tan +1

Feature attributions and counterfactual explanations are popular approaches to explain a ML model. The former assigns an importance score to each input feature, while the latter pr…