huggingface / rasa_hmtl

RASA wrapper for HMTL: Hierarchical Multi-Task Learning

Geek Repo:Geek Repo

Github PK Tool:Github PK Tool

RASA wrapper for HMTL (Hierarchical Multi-Task Learning)

🌊 A State-of-the-Art neural network model for several NLP tasks based on PyTorch and AllenNLP


@article{sanh2018hmtl,
  title={A Hierarchical Multi-task Approach for Learning Embeddings from Semantic Tasks},
  author={Sanh, Victor and Wolf, Thomas and Ruder, Sebastian},
  journal={arXiv preprint arXiv:1811.06031},
  year={2018}
}

⚠ Work in progress, this has not been thoroughly tested. ⚠

Main repo: https://github.com/huggingface/hmtl Demo: https://huggingface.co/hmtl/

This code sample demonstrates how to use rasa_nlu's Component mechanism to integrate the tasks results from HMTL:

  • Named Entity Recoginition
  • Entity Mention Detection
  • Relation Extraction
  • Coreference Resolution

About

RASA wrapper for HMTL: Hierarchical Multi-Task Learning


Languages

Language:Python 100.0%