Riccorl/transformer-srl
Reimplementation of a BERT based model (Shi et al, 2019), currently the state-of-the-art for English SRL. This model implements also predicate disambiguation.
Built on AllenNLP's SRL framework, this implementation supports training on both PropBank and VerbAtlas semantic role inventories, with unified handling of argument identification, disambiguation, and predicate disambiguation tasks. The model leverages BERT-based transformers as the language encoder and exposes both CLI and Python APIs for inference, with pre-trained checkpoints achieving 86.0 F1 on argument identification and 95.5 F1 on predicate disambiguation on CoNLL 2012.
No commits in the last 6 months.
Stars
71
Forks
9
Language
Perl
License
—
Category
Last pushed
Mar 19, 2022
Commits (30d)
0
Get this data via API
curl "https://pt-edge.onrender.com/api/v1/quality/transformers/Riccorl/transformer-srl"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.
Higher-rated alternatives
deeppavlov/AutoIntent
Automated machine learning for text classification
Graphlet-AI/eridu
Deep fuzzy matching people and company names for multilingual entity resolution using...
shushanxingzhe/transformers_ner
Add CRF or LSTM+CRF for huggingface transformers bert to perform better on NER task. It is very...
liuyukid/transformers-ner
Pytorch-Named-Entity-Recognition-with-transformers
dsindex/iclassifier
reference pytorch code for intent classification