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https://github.com/QingkaiZeng/Chain-of-Layer
Code for Chain-of-Layer
https://github.com/QingkaiZeng/Chain-of-Layer
Last synced: about 1 month ago
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Code for Chain-of-Layer
- Host: GitHub
- URL: https://github.com/QingkaiZeng/Chain-of-Layer
- Owner: QingkaiZeng
- License: mit
- Created: 2024-02-12T01:49:05.000Z (10 months ago)
- Default Branch: main
- Last Pushed: 2024-04-12T05:37:35.000Z (8 months ago)
- Last Synced: 2024-08-05T03:01:50.036Z (5 months ago)
- Language: Python
- Size: 342 KB
- Stars: 5
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
- awesome-taxonomy - https://github.com/QingkaiZeng/Chain-of-Layer
README
# Chain-of-Layer
Code for Chain-of-Layer
## Ensemble-based Ranking Filter
```
bash ./scripts/generate_filter.sh
```
- `--taxo_name`: ['wordnet', 'semeval_sci', 'wiki', 'dblp']
- `--model_path`: allenai/scibert_scivocab_uncased
- `--save_path`: the save path for the generated filter score JSON file.
## Hierarchical Format Taxonomy Induction Instruction (HF)
```
bash ./scripts/run_HF.sh
```
- `--openai_key`: your openai key
- `--taxo_name`: ['wordnet', 'semeval_sci', 'wiki', 'dblp']
- `--model`: ['gpt-3.5-turbo-16k', 'gpt-4-turbo-preview']
- `--numofExamples`: 0 for zero-shot and 5 for five shot
- `--run`: set to `False` to only evaluate the saved results
- `--save_path_model_response`: the save path of model response
- `--demo_path`: the path of the demo
- `--ChainofLayers & iteratively`: set to `False` to only use Hierarchical Format Taxonomy Induction Instruction
## Chain-of-Layer (CoL)
```
bash ./scripts/run_CoL.sh
```
- `--openai_key`: your openai key
- `--taxo_name`: ['wordnet', 'semeval_sci', 'wiki', 'dblp']
- `--model`: ['gpt-3.5-turbo-16k', 'gpt-4-turbo-preview']
- `--numofExamples`: 0 for zero-shot and 5 for five shot
- `--run`: set to `False` to only evaluate the saved results
- `--save_path_model_response`: the save path of model response
- `--demo_path`: the path of the demo
- `--ChainofLayers & iteratively`: set to `True` to use Chain-of-Layer
- `--filter_mode`: default `lm_score_ensemble`
- `--filter_model`: default `scibert_scivocab_uncased`
- `--filter_topk`: Top-K filter
## CoL-Zero
```
bash ./scripts/gen_demo_CoL_zero.sh
```
- `--taxo_name`: ['wordnet', 'semeval_sci', 'wiki', 'dblp']
- `--save_path_model_response`: the save path of raw demo
- `--save_path`: the save path of the processed demo
- `--mode`: default 1
```
bash ./scripts/run_CoL_zero.sh
```