Machine Learning

A Two-stage Identifier for Nested Named Entity Recognition

locate-and-label

Code for Two-stage Identifier: “Locate and Label: A Two-stage Identifier for Nested Named Entity Recognition”, accepted at ACL 2021.

Setup

Requirements

conda create --name acl python=3.8
conda activate acl
pip install -r requirements.txt

Datasets

The datasets used in our experiments:

Data format:

 {

       "tokens": ["2004-12-20T15:37:00", "Microscopic", "microcap", "Everlast", ",", "mainly", "a", "maker", "of", "boxing", "equipment", ",", "has", "soared", "over", "the", "last", "several", "days", "thanks", "to", "a", "licensing", "deal", "with", "Jacques", "Moret", "allowing", "Moret", "to", "buy", "out", "their", "women", "'s", "apparel", "license", "for", "$", "30", "million", ",", "on", "top", "of", "a", "$", "12.5", "million", "payment", "now", "."],

       "pos": ["JJ", "JJ", "NN", "NNP", ",", "RB", "DT", "NN", "IN", "NN", "NN", ",", "VBZ", "VBN", "IN", "DT", "JJ", "JJ", "NNS", "NNS", "TO", "DT", "NN", "NN", "IN", "NNP",


 


 




 


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