1k citations · 1.3k across the 4 of their papers we have counts for
4 papers
Emergent Abilities of Large Language Models
Jason Wei, Yi Tay, Rishi Bommasani +13
Scaling up language models has been shown to predictably improve performance and sample efficiency on a wide range of downstream tasks. This paper instead discusses an unpredictabl…
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…
Lambda Dependency-Based Compositional Semantics
Percy Liang
This short note presents a new formal language, lambda dependency-based compositional semantics (lambda DCS) for representing logical forms in semantic parsing. By eliminating vari…
Learning Dependency-Based Compositional Semantics
Percy Liang, Michael I. Jordan, Dan Klein
Suppose we want to build a system that answers a natural language question by representing its semantics as a logical form and computing the answer given a structured database of f…