no code implementations • 23 May 2023 • Jonas Pfeiffer, Francesco Piccinno, Massimo Nicosia, Xinyi Wang, Machel Reid, Sebastian Ruder
Multilingual sequence-to-sequence models perform poorly with increased language coverage and fail to consistently generate text in the correct target language in few-shot settings.
1 code implementation • 19 May 2023 • Sebastian Ruder, Jonathan H. Clark, Alexander Gutkin, Mihir Kale, Min Ma, Massimo Nicosia, Shruti Rijhwani, Parker Riley, Jean-Michel A. Sarr, Xinyi Wang, John Wieting, Nitish Gupta, Anna Katanova, Christo Kirov, Dana L. Dickinson, Brian Roark, Bidisha Samanta, Connie Tao, David I. Adelani, Vera Axelrod, Isaac Caswell, Colin Cherry, Dan Garrette, Reeve Ingle, Melvin Johnson, Dmitry Panteleev, Partha Talukdar
We evaluate commonly used models on the benchmark.
no code implementations • 14 Dec 2022 • Massimo Nicosia, Francesco Piccinno
Token free approaches have been successfully applied to a series of word and span level tasks.
no code implementations • Findings (EMNLP) 2021 • Massimo Nicosia, Zhongdi Qu, Yasemin Altun
While multilingual pretrained language models (LMs) fine-tuned on a single language have shown substantial cross-lingual task transfer capabilities, there is still a wide performance gap in semantic parsing tasks when target language supervision is available.
no code implementations • IJCNLP 2019 • Thomas Müller, Francesco Piccinno, Massimo Nicosia, Peter Shaw, Yasemin Altun
We present a novel approach to answering sequential questions based on structured objects such as knowledge bases or tables without using a logical form as an intermediate representation.
no code implementations • EMNLP 2018 • Massimo Nicosia, Aless Moschitti, ro
State-of-the-art networks that model relations between two pieces of text often use complex architectures and attention.
no code implementations • CONLL 2017 • Massimo Nicosia, Aless Moschitti, ro
In this paper, we combine them by modeling context word similarity in semantic TKs.
no code implementations • SEMEVAL 2015 • Massimo Nicosia, Simone Filice, Alberto Barr{\'o}n-Cede{\~n}o, Iman Saleh, Hamdy Mubarak, Wei Gao, Preslav Nakov, Giovanni Da San Martino, Aless Moschitti, ro, Kareem Darwish, Llu{\'\i}s M{\`a}rquez, Shafiq Joty, Walid Magdy