vlux-berlin/HeSyFu

Integrating Syntactic Constituency and Dependency Representations for Semantic Role Labeling

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

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

---

@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",
}