no code implementations • SIGDIAL (ACL) 2021 • Haytham Assem, Sourav Dutta, Edward Burgin
Automated Frequently Asked Question (FAQ) retrieval provides an effective procedure to provide prompt responses to natural language based queries, providing an efficient platform for large-scale service-providing companies for presenting readily available information pertaining to customers’ questions.
no code implementations • COLING 2022 • Silviu Vlad Oprea, Sourav Dutta, Haytham Assem
Cross-lingual alignment of word embeddings are important in knowledge transfer across languages, for improving machine translation and other multi-lingual applications.
no code implementations • EMNLP 2021 • Koustava Goswami, Sourav Dutta, Haytham Assem, Theodorus Fransen, John P. McCrae
We demonstrate the efficacy of an unsupervised as well as a weakly supervised variant of our framework on STS, BUCC and Tatoeba benchmark tasks.
no code implementations • Findings (ACL) 2022 • James O' Neill, Sourav Dutta, Haytham Assem
While various avenues of research have been explored for iterative pruning, little is known what effect pruning has on zero-shot test performance and its potential implications on the choice of pruning criteria.
no code implementations • 30 Sep 2021 • James O' Neill, Sourav Dutta, Haytham Assem
Pruning aims to reduce the number of parameters while maintaining performance close to the original network.
no code implementations • 29 Sep 2021 • James O' Neill, Sourav Dutta, Haytham Assem
Pruning aims to reduce the number of parameters while maintaining performance close to the original network.
no code implementations • 23 Aug 2021 • Sourav Dutta, Haytham Assem, Edward Burgin
Frequently-Asked-Question (FAQ) retrieval provides an effective procedure for responding to user's natural language based queries.
no code implementations • 26 Nov 2020 • Silviu Oprea, Sourav Dutta, Haytham Assem
Cross-lingual alignment of word embeddings play an important role in knowledge transfer across languages, for improving machine translation and other multi-lingual applications.