179 citations · 352 across the 24 of their papers we have counts for
4 papers · 1 filter
On the ability of monolingual models to learn language-agnostic representations
Leandro Rodrigues de Souza, Rodrigo Nogueira, Roberto Lotufo
Pretrained multilingual models have become a de facto default approach for zero-shot cross-lingual transfer. Previous work has shown that these models are able to achieve cross-lin…
mMARCO: A Multilingual Version of the MS MARCO Passage Ranking Dataset
Luiz Bonifacio, Vitor Jeronymo, Hugo Queiroz Abonizio +4
The MS MARCO ranking dataset has been widely used for training deep learning models for IR tasks, achieving considerable effectiveness on diverse zero-shot scenarios. However, this…
A cost-benefit analysis of cross-lingual transfer methods
Guilherme Moraes Rosa, Luiz Henrique Bonifacio, Leandro Rodrigues de Souza +2
An effective method for cross-lingual transfer is to fine-tune a bilingual or multilingual model on a supervised dataset in one language and evaluating it on another language in a…
Yes, BM25 is a Strong Baseline for Legal Case Retrieval
Guilherme Moraes Rosa, Ruan Chaves Rodrigues, Roberto Lotufo +1
We describe our single submission to task 1 of COLIEE 2021. Our vanilla BM25 got second place, well above the median of submissions. Code is available at https://github.com/neuralm…