168 citations · 503 across the 25 of their papers we have counts for
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cs.CL2024★ 2 cited
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…
cs.HC2024★ 67 cited
"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…