Search Results for author: Saibo Geng

Found 5 papers, 2 papers with code

Sketch-Guided Constrained Decoding for Boosting Blackbox Large Language Models without Logit Access

no code implementations18 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.

Constituency Parsing Language Modelling +1

Grammar-Constrained Decoding for Structured NLP Tasks without Finetuning

2 code implementations23 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.

Code Generation Constituency Parsing +2

Legal Transformer Models May Not Always Help

no code implementations14 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.

An Enhanced MeanSum Method For Generating Hotel Multi-Review Summarizations

no code implementations7 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.

Abstractive Text Summarization

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