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Published in Student Research Workshop at RANLP, 2021
SQuAD-like approach to temporal Question Answering, with a curated datasets of 6000 examples and a LSTM-based model with an attention mechanism.
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Published in Arxiv, 2022
Topic modeling analysis of Schema-Guided Dialogues and MultiWOZ, where we search for topics that are most similar to a set of social-talk-related keywords.
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Published in YRRSDS, workshop associated with SIGDial, 2023
Position paper on the intersection between chitchat and task-oriented dialogues (TODs), with a focus on integrating capabilities typically associated with chitchat systems into task-oriented agents.
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Published in Under Review, 2023
Novel chitchat augmentation for MultiWOZ using in-context learning with Llama-2-70B. A chatty user adds elements of backstory to their request, interfering with the smooth progression of the task.
Published in Under Review, 2023
A unified approach to user emotion detection and TOD modeling. Tasks are learned with a single language modeling objective and lead to improved task success rates and more empathetic responses.
Published in ASRU, 2023
Comparative study based on entropy of recent Task-Oriented Dialogue datasets enhanced with chitchat.
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Class, INALCO, Department of Computational Linguistics, 2021
Intro to NLP for M1 students at INALCO (2021 - 2024)