76 citations · 110 across the 6 of their papers we have counts for
4 papers · 1 filter
Explore BiLSTM-CRF-Based Models for Open Relation Extraction
Tao Ni, Qing Wang, Gabriela Ferraro
Extracting multiple relations from text sentences is still a challenge for current Open Relation Extraction (Open RE) tasks. In this paper, we develop several Open RE models based…
Lightme: Analysing Language in Internet Support Groups for Mental Health
Gabriela Ferraro, Brendan Loo Gee, Shenjia Ji +1
Background: Assisting moderators to triage harmful posts in Internet Support Groups is relevant to ensure its safe use. Automated text classification methods analysing the language…
Named Entity Recognition for Novel Types by Transfer Learning
Lizhen Qu, Gabriela Ferraro, Liyuan Zhou +2
In named entity recognition, we often don't have a large in-domain training corpus or a knowledge base with adequate coverage to train a model directly. In this paper, we propose a…
Big Data Small Data, In Domain Out-of Domain, Known Word Unknown Word: The Impact of Word Representation on Sequence Labelling Tasks
Lizhen Qu, Gabriela Ferraro, Liyuan Zhou +3
Word embeddings -- distributed word representations that can be learned from unlabelled data -- have been shown to have high utility in many natural language processing application…