From the 1 of 33 linked papers with an AI index.
521 citations · 1.5k across the 28 of their papers we have counts for
4 papers · 1 filter
CapWAP: Captioning with a Purpose
Adam Fisch, Kenton Lee, Ming-Wei Chang +2
The traditional image captioning task uses generic reference captions to provide textual information about images. Different user populations, however, will care about different vi…
Compositional Generalization and Natural Language Variation: Can a Semantic Parsing Approach Handle Both?
Peter Shaw, Ming-Wei Chang, Panupong Pasupat +1
Sequence-to-sequence models excel at handling natural language variation, but have been shown to struggle with out-of-distribution compositional generalization. This has motivated…
Open Question Answering over Tables and Text
Wenhu Chen, Ming-Wei Chang, Eva Schlinger +2
In open question answering (QA), the answer to a question is produced by retrieving and then analyzing documents that might contain answers to the question. Most open QA systems ha…
REALM: Retrieval-Augmented Language Model Pre-Training
Kelvin Guu, Kenton Lee, Zora Tung +2
The paper introduces REALM, a language model that retrieves relevant documents from a large corpus during pre‑training and inference, enabling it to use external knowledge for task…