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Yunfeng Zhang

4 accepted papers

2021

D2S: Document-to-Slide Generation Via Query-Based Text Summarization

NAACL 2021long

Presentations are critical for communication in all areas of our lives, yet the creation of slide decks is often tedious and time-consuming. There has been limited research aiming to automate the document-to-slides generation process and all face a critical challenge: no publicly available dataset f…

2021

What Changed? Interpretable Model Comparison

IJCAI 2021poster

We consider the problem of distinguishing two machine learning (ML) models built for the same task in a human-interpretable way. As models can fail or succeed in different ways, classical accuracy metrics may mask crucial qualitative differences. This problem arises in a few contexts. In business ap…

2020

Model Agnostic Multilevel Explanations

NeurIPS 2020poster

In recent years, post-hoc local instance-level and global dataset-level explainability of black-box models has received a lot of attention. Lesser attention has been given to obtaining insights at intermediate or group levels, which is a need outlined in recent works that study the challenges in rea…