no code implementations • 18 Jan 2024 • Saibo Geng, Berkay Döner, Chris Wendler, Martin Josifoski, Robert West
This paper introduces sketch-guided constrained decoding (SGCD), a novel approach to constrained decoding for blackbox LLMs, which operates without access to the logits of the blackbox LLM.
2 code implementations • 2 Aug 2023 • Martin Josifoski, Lars Klein, Maxime Peyrard, Nicolas Baldwin, Yifei Li, Saibo Geng, Julian Paul Schnitzler, Yuxing Yao, Jiheng Wei, Debjit Paul, Robert West
To support rapid and rigorous research, we introduce the aiFlows library embodying Flows.
2 code implementations • 23 May 2023 • Saibo Geng, Martin Josifoski, Maxime Peyrard, Robert West
In this work, we demonstrate that formal grammars can describe the output space for a much wider range of tasks and argue that GCD can serve as a unified framework for structured NLP tasks in general.
no code implementations • 14 Sep 2021 • Saibo Geng, Rémi Lebret, Karl Aberer
This work investigates the value of domain adaptive pre-training and language adapters in legal NLP tasks.
no code implementations • 7 Dec 2020 • Saibo Geng, Diego Antognini
Multi-document summaritazion is the process of taking multiple texts as input and producing a short summary text based on the content of input texts.