404 citations · 473 across the 3 of their papers we have counts for
3 papers
Automata-based constraints for language model decoding
Terry Koo, Frederick Liu, Luheng He
Language models (LMs) are often expected to generate strings in some formal language; for example, structured data, API calls, or code snippets. Although LMs can be tuned to improv…
"We Need Structured Output": Towards User-centered Constraints on Large Language Model Output
Michael Xieyang Liu, Frederick Liu, Alexander J. Fiannaca +4
Large language models can produce creative and diverse responses. However, to integrate them into current developer workflows, it is essential to constrain their outputs to follow…
Grammar as a Foreign Language
Oriol Vinyals, Lukasz Kaiser, Terry Koo +3
Syntactic constituency parsing is a fundamental problem in natural language processing and has been the subject of intensive research and engineering for decades. As a result, the…