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# Linking Actions
This folder contains information regarding the linking actions task.
### Requirements
Implemented with Python 3.7, using the following libraries:
```
tqdm
torch==1.7.0
transformers
numpy
```
### Data
Find the necessary data files in the ```data``` folder.
Linking actions task follows the data format formulated by [Show Me More Details: Discovering Hierarchies of Procedures from Semi-structured Web Data](https://github.com/shuyanzhou/wikihow_hierarchy).
```data/wikihow.json```: wikiHow dump in a single .json file.
```data/hyperlinks.json```: Ground-truth data for goal - step matches, obtained from wikiHow.
```data/step2goal.json```: Each step from the wikiHow dumped, matched with the goal of its tutorial.
Please refer to [Show Me More Details: Discovering Hierarchies of Procedures from Semi-structured Web Data](https://github.com/shuyanzhou/wikihow_hierarchy) to obtain data files used in training and testing.
### Training and Testing
Training and testing scripts are provided.
For training, simply run the following command:
```
python3 reranking/train.py \
--train_null \
--add_goal \
--use_para_score \
--model_name MODEL_NAME \
--context_length 1 \
--train_file ./data/gold.rerank.org.t30.train.json \
--dev_file ./data/gold.rerank.org.t30.dev.json \
--gold_step_goal_para_score ./data/gold.para.base.all.score \
--save_path OUTPUT_PATH \
--neg_num 29 --bs 1 \
--mega_bs 4 --val_bs 1 \
--min_save_ep 0 \
--epochs 5
```
For testing, simply run the following command:
```
python3 reranking/inference.py \
--model_path MODEL_PATH \
--test_path ./data/all_wikihow_step_t30goals.json \
--save_path ./data/all.result \
--no_label
``` |