Heterogeneous Syntax Fuser (HeSyFu) for SRL

Code for the ACL2021 (Finding) work Better Combine Them Together! Integrating Syntactic Constituency and Dependency Representations for Semantic Role Labeling

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🎉 Visit the project page here HeSyFu

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Data

Donwload the SRL dataset:

• CoNLL05
• CoNLL09
• CoNLL12

Ensemble the heterogeneous syntax annotations by linking the CoNLL sentences to the UPB.

Format the data as CoNLLU-like, make sure the dependency syntax (head & dependent label) and the constituency syntax are will compatible to the conllu style.

Word embedding:

• GloVe
• RoBERTa (base)

Training & Evaluating

Run run_srl.py

Run run_inference.py

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@inproceedings{fei-etal-2021-better,
    title = "Better Combine Them Together! Integrating Syntactic Constituency and Dependency Representations for Semantic Role Labeling",
    author = "Fei, Hao  and
      Wu, Shengqiong  and
      Ren, Yafeng  and
      Li, Fei  and
      Ji, Donghong",
    booktitle = "Findings of the Association for Computational Linguistics: ACL-IJCNLP 2021",
    year = "2021",
    publisher = "Association for Computational Linguistics",
    pages = "549--559",
}