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Antoine Tixier

3 accepted papers

2022

FrugalScore: Learning Cheaper, Lighter and Faster Evaluation Metrics for Automatic Text Generation

ACL 2022long

Fast and reliable evaluation metrics are key to R&D progress. While traditional natural language generation metrics are fast, they are not very reliable. Conversely, new metrics based on large pretrained language models are much more reliable, but require significant computational resources. In this…

2021

BARThez: a Skilled Pretrained French Sequence-to-Sequence Model

EMNLP 2021main

Inductive transfer learning has taken the entire NLP field by storm, with models such as BERT and BART setting new state of the art on countless NLU tasks. However, most of the available models and research have been conducted for English. In this work, we introduce BARThez, the first large-scale pr…

2020

Speaker-change Aware CRF for Dialogue Act Classification

COLING 2020main

Recent work in Dialogue Act (DA) classification approaches the task as a sequence labeling problem, using neural network models coupled with a Conditional Random Field (CRF) as the last layer. CRF models the conditional probability of the target DA label sequence given the input utterance sequence.…