34 citations · 78 across the 6 of their papers we have counts for
6 papers
Constrained Language Models Yield Few-Shot Semantic Parsers
Richard Shin, Christopher H. Lin, Sam Thomson +7
We explore the use of large pretrained language models as few-shot semantic parsers. The goal in semantic parsing is to generate a structured meaning representation given a natural…
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…
Characterizing and Predicting Email Deferral Behavior
Bahareh Sarrafzadeh, Ahmed Hassan Awadallah, Christopher H. Lin +3
Email triage involves going through unhandled emails and deciding what to do with them. This familiar process can become increasingly challenging as the number of unhandled email g…
A Programming Language With a POMDP Inside
Christopher H. Lin, Mausam, Daniel S. Weld
We present POAPS, a novel planning system for defining Partially Observable Markov Decision Processes (POMDPs) that abstracts away from POMDP details for the benefit of non-expert…
Metareasoning for Planning Under Uncertainty
Christopher H. Lin, Andrey Kolobov, Ece Kamar +1
The conventional model for online planning under uncertainty assumes that an agent can stop and plan without incurring costs for the time spent planning. However, planning time is…
Crowdsourcing Control: Moving Beyond Multiple Choice
Christopher H. Lin, Mausam, Daniel Weld
To ensure quality results from crowdsourced tasks, requesters often aggregate worker responses and use one of a plethora of strategies to infer the correct answer from the set of n…