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Pei-Hao Su

2 accepted papers

2021

ConvFiT: Conversational Fine-Tuning of Pretrained Language Models

EMNLP 2021main

Transformer-based language models (LMs) pretrained on large text collections are proven to store a wealth of semantic knowledge. However, 1) they are not effective as sentence encoders when used off-the-shelf, and 2) thus typically lag behind conversationally pretrained (e.g., via response selection…

2021

Multilingual and Cross-Lingual Intent Detection from Spoken Data

EMNLP 2021main

We present a systematic study on multilingual and cross-lingual intent detection (ID) from spoken data. The study leverages a new resource put forth in this work, termed MInDS-14, a first training and evaluation resource for the ID task with spoken data. It covers 14 intents extracted from a commerc…

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