Download Corresponding Datasets

mkdir datasetscd datasetswget'https://data.statmt.org/news-crawl/en/news.2021.en.shuffled.deduped.gz'wget'https://nlp.stanford.edu/data/glove.840B.300d.zip'unzip glove.840B.300d.zipgzip -d news.2021.en.shuffled.deduped.gz

Environment

pip install -r requirements.txt

Experiment

python heuds/main.py train --task UDSTask --arch Bert_UDS --save-dir'Bert_naive' --encoder-output-dim 1024 --layer-in-use 0,0,1,1,1,1,1

python heuds/main.py train --task UDSTask --arch Bert_UDS --save-dir'Bert_incorpsyn' --encoder-output-dim 1024 --contact-ud --syntax-edge-gcn

python heuds/main.py train --task UDSTask --arch Bert_Syntactic --save-dir'Bert_syntactic' --encoder-output-dim 1024python heuds/main.py generate --task ConlluTask --arch Bert_Syntactic --save-dir'Bert_syntactic' --encoder-output-dim 1024 --mono-file datasets/news.2021.en.shuffled.deduped --conllu-file datasets/news.conllupython heuds/main.py train --task PredPattTask --arch Bert_UDS --save-dir'Bert_best_pretrained' --max-epoch 30 --encoder-output-dim 1024 --layer-in-use 1,1,1,1,1,0,0 --conllu datasets/news.conllu --name news --validate-interval -1 --contact-ud --syntax-edge-gcnpython heuds/main.py train --task UDSTask --arch Bert_UDS --save-dir'Bert_best' --pretrained-model-dir'Bert_best_pretrained' --encoder-output-dim 1024 --lr 2e-5 --pretrained-lr 1e-6 --contact-ud --syntax-edge-gcn

Citation

@inproceedings{deng-etal-2024-holistic,title ="Holistic Exploration on Universal Decompositional Semantic Parsing: Architecture, Data Augmentation, and {LLM} Paradigm",author ="Deng, Hexuan  and      Zhang, Xin  and      Zhang, Meishan  and      Liu, Xuebo  and      Zhang, Min",editor ="Wong, Kam-Fai  and      Zhang, Min  and      Xu, Ruifeng  and      Li, Jing  and      Wei, Zhongyu  and      Gui, Lin  and      Liang, Bin  and      Zhao, Runcong",booktitle ="Proceedings of the 10th SIGHAN Workshop on Chinese Language Processing (SIGHAN-10)",month = aug,year ="2024",address ="Bangkok, Thailand",publisher ="Association for Computational Linguistics",url ="https://aclanthology.org/2024.sighan-1.6",pages ="45--57"}