Search Results for author: Fernando Ferraretto

Found 2 papers, 2 papers with code

ExaRanker-Open: Synthetic Explanation for IR using Open-Source LLMs

1 code implementation9 Feb 2024 Fernando Ferraretto, Thiago Laitz, Roberto Lotufo, Rodrigo Nogueira

ExaRanker recently introduced an approach to training information retrieval (IR) models, incorporating natural language explanations as additional labels.

Data Augmentation Information Retrieval +1

ExaRanker: Explanation-Augmented Neural Ranker

1 code implementation25 Jan 2023 Fernando Ferraretto, Thiago Laitz, Roberto Lotufo, Rodrigo Nogueira

Recent work has shown that inducing a large language model (LLM) to generate explanations prior to outputting an answer is an effective strategy to improve performance on a wide range of reasoning tasks.

Language Modelling Large Language Model +1

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