4 papers
JobResQA: A Benchmark for LLM Machine Reading Comprehension on Multilingual Résumés and JDs
Casimiro Pio Carrino, Paula Estrella, Rabih Zbib +2
We introduce JobResQA, a multilingual Question Answering benchmark for evaluating Machine Reading Comprehension (MRC) capabilities of LLMs on HR-specific tasks involving résumés an…
Language Modelling for Speaker Diarization in Telephonic Interviews
Miquel India, Javier Hernando, José A. R. Fonollosa
The aim of this paper is to investigate the benefit of combining both language and acoustic modelling for speaker diarization. Although conventional systems only use acoustic featu…
Pushing the Limits of Zero-shot End-to-End Speech Translation
Ioannis Tsiamas, Gerard I. Gállego, José A. R. Fonollosa +1
Data scarcity and the modality gap between the speech and text modalities are two major obstacles of end-to-end Speech Translation (ST) systems, thus hindering their performance. P…
Promoting Generalized Cross-lingual Question Answering in Few-resource Scenarios via Self-knowledge Distillation
Casimiro Pio Carrino, Carlos Escolano, José A. R. Fonollosa
Despite substantial progress in multilingual extractive Question Answering (QA), models with high and uniformly distributed performance across languages remain challenging, especia…