ARGCN for SIGIR 2022 Training Entire-Space Models for Target-oriented OpinionWords Extraction

requirement

• python==3.7.7
• numpy==1.19.4
• pandas==1.1.4
• torch==1.7.0
• torch-cluster==1.5.8
• torch-scatter==2.0.5
• torch-sparse==0.6.8
• torch-spline-conv==1.2.0
• torch-geometric==1.6.1
• tqdm==4.46.0
• fitlog==0.9.13
• spacy==2.3.4
• transformers==4.1.1

pre-requisites

1. create folders ./models , ./log , ./logs in the root directory of this project.
   • ./models is the folder where model store.
   • ./log is the folder stored log recording train and valid process.
   • ./logs is the folder stored logs which fitlog generate.
2. prepare bert model.
   • please download https://huggingface.co/bert-base-uncased
   • put bert-base-uncased in the ./models

ARGCN non-entire-space (Training-validation instance type: Type I instance, Test instance type: Entire space)

./repeat_non_bert.sh 0 0,1,2,3,4 towe/main.py --config_filename conf_gnn_lstm_venus.ini --dataset ASOTEDataRest14 --dataset_suffix non-entire-space

./repeat_non_bert.sh 0 0,1,2,3,4 towe/main.py --config_filename conf_gnn_lstm_venus.ini --dataset ASOTEDataLapt14 --dataset_suffix non-entire-space

./repeat_non_bert.sh 0 0,1,2,3,4 towe/main.py --config_filename conf_gnn_lstm_venus.ini --dataset ASOTEDataRest15 --dataset_suffix non-entire-space

./repeat_non_bert.sh 0 0,1,2,3,4 towe/main.py --config_filename conf_gnn_lstm_venus.ini --dataset ASOTEDataRest16 --dataset_suffix non-entire-space

ARGCN non-non (Training-validation instance type: Type I instance, Test instance type: Type I instance)

./repeat_non_bert.sh 0 0,1,2,3,4 towe/main.py --config_filename conf_gnn_lstm_venus.ini --dataset ASOTEDataRest14 --dataset_suffix non-non

./repeat_non_bert.sh 0 0,1,2,3,4 towe/main.py --config_filename conf_gnn_lstm_venus.ini --dataset ASOTEDataLapt14 --dataset_suffix non-non

./repeat_non_bert.sh 0 0,1,2,3,4 towe/main.py --config_filename conf_gnn_lstm_venus.ini --dataset ASOTEDataRest15 --dataset_suffix non-non

./repeat_non_bert.sh 0 0,1,2,3,4 towe/main.py --config_filename conf_gnn_lstm_venus.ini --dataset ASOTEDataRest16 --dataset_suffix non-non

ARGCN entire-space (Training-validation instance type: Entire space, Test instance type: Entire space)

./repeat_non_bert.sh 0 0,1,2,3,4 towe/main.py --config_filename conf_gnn_lstm_venus.ini --dataset ASOTEDataRest14 --dataset_suffix entire-space

./repeat_non_bert.sh 0 0,1,2,3,4 towe/main.py --config_filename conf_gnn_lstm_venus.ini --dataset ASOTEDataLapt14 --dataset_suffix entire-space

./repeat_non_bert.sh 0 0,1,2,3,4 towe/main.py --config_filename conf_gnn_lstm_venus.ini --dataset ASOTEDataRest15 --dataset_suffix entire-space

./repeat_non_bert.sh 0 0,1,2,3,4 towe/main.py --config_filename conf_gnn_lstm_venus.ini --dataset ASOTEDataRest16 --dataset_suffix entire-space

ARGCN+bert non-entire-space (Training-validation instance type: Type I instance, Test instance type: Entire space)

./repeat_non_bert.sh 0 0,1,2,3,4 towe/main.py --config_filename conf_bert_gnn_lstm_venus.ini --dataset ASOTEDataRest14 --dataset_suffix non-entire-space

./repeat_non_bert.sh 0 0,1,2,3,4 towe/main.py --config_filename conf_bert_gnn_lstm_venus.ini --dataset ASOTEDataLapt14 --dataset_suffix non-entire-space

./repeat_non_bert.sh 0 0,1,2,3,4 towe/main.py --config_filename conf_bert_gnn_lstm_venus.ini --dataset ASOTEDataRest15 --dataset_suffix non-entire-space

./repeat_non_bert.sh 0 0,1,2,3,4 towe/main.py --config_filename conf_bert_gnn_lstm_venus.ini --dataset ASOTEDataRest16 --dataset_suffix non-entire-space

ARGCN+bert non-non (Training-validation instance type: Type I instance, Test instance type: Type I instance)

./repeat_non_bert.sh 0 0,1,2,3,4 towe/main.py --config_filename conf_bert_gnn_lstm_venus.ini --dataset ASOTEDataRest14 --dataset_suffix non-non

./repeat_non_bert.sh 0 0,1,2,3,4 towe/main.py --config_filename conf_bert_gnn_lstm_venus.ini --dataset ASOTEDataLapt14 --dataset_suffix non-non

./repeat_non_bert.sh 0 0,1,2,3,4 towe/main.py --config_filename conf_bert_gnn_lstm_venus.ini --dataset ASOTEDataRest15 --dataset_suffix non-non

./repeat_non_bert.sh 0 0,1,2,3,4 towe/main.py --config_filename conf_bert_gnn_lstm_venus.ini --dataset ASOTEDataRest16 --dataset_suffix non-non

ARGCN+bert entire-space (Training-validation instance type: Entire space, Test instance type: Entire space)

./repeat_non_bert.sh 0 0,1,2,3,4 towe/main.py --config_filename conf_bert_gnn_lstm_venus.ini --dataset ASOTEDataRest14 --dataset_suffix entire-space

./repeat_non_bert.sh 0 0,1,2,3,4 towe/main.py --config_filename conf_bert_gnn_lstm_venus.ini --dataset ASOTEDataLapt14 --dataset_suffix entire-space

./repeat_non_bert.sh 0 0,1,2,3,4 towe/main.py --config_filename conf_bert_gnn_lstm_venus.ini --dataset ASOTEDataRest15 --dataset_suffix entire-space

./repeat_non_bert.sh 0 0,1,2,3,4 towe/main.py --config_filename conf_bert_gnn_lstm_venus.ini --dataset ASOTEDataRest16 --dataset_suffix entire-space