152 citations · 266 across the 21 of their papers we have counts for
9 papers · 1 filter
Unsupervised Parsing via Constituency Tests
Steven Cao, Nikita Kitaev, Dan Klein
We propose a method for unsupervised parsing based on the linguistic notion of a constituency test. One type of constituency test involves modifying the sentence via some transform…
Semantic Evaluation for Text-to-SQL with Distilled Test Suites
Ruiqi Zhong, Tao Yu, Dan Klein
We propose test suite accuracy to approximate semantic accuracy for Text-to-SQL models. Our method distills a small test suite of databases that achieves high code coverage for the…
Constructing Taxonomies from Pretrained Language Models
Catherine Chen, Kevin Lin, Dan Klein
We present a method for constructing taxonomic trees (e.g., WordNet) using pretrained language models. Our approach is composed of two modules, one that predicts parenthood relatio…
Modular Networks for Compositional Instruction Following
Rodolfo Corona, Daniel Fried, Coline Devin +2
Standard architectures used in instruction following often struggle on novel compositions of subgoals (e.g. navigating to landmarks or picking up objects) observed during training.…
A Streaming Approach For Efficient Batched Beam Search
Kevin Yang, Violet Yao, John DeNero +1
We propose an efficient batching strategy for variable-length decoding on GPU architectures. During decoding, when candidates terminate or are pruned according to heuristics, our s…
Task-Oriented Dialogue as Dataflow Synthesis
Semantic Machines, Jacob Andreas, John Bufe +43
We describe an approach to task-oriented dialogue in which dialogue state is represented as a dataflow graph. A dialogue agent maps each user utterance to a program that extends th…