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Abhishek Shah

2 accepted papers

2021

Benchmarking Commercial Intent Detection Services with Practice-Driven Evaluations

NAACL 2021industry

Intent detection is a key component of modern goal-oriented dialog systems that accomplish a user task by predicting the intent of users’ text input. There are three primary challenges in designing robust and accurate intent detection models. First, typical intent detection models require a large am…

2021

Multilingual BERT Post-Pretraining Alignment

NAACL 2021long

We propose a simple method to align multilingual contextual embeddings as a post-pretraining step for improved cross-lingual transferability of the pretrained language models. Using parallel data, our method aligns embeddings on the word level through the recently proposed Translation Language Model…

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