Classify Text without any data
pip install -r requirements.txt- Download tnews
cd data/agnews && bash get_data.sh && cd ../../| description | label | title |
|---|---|---|
| AMD #39;s new dual-core Opteron chip is designed mainly for corporate computing applications, including databases, Web services, and financial transactions. | 3 (Sci/Tech) | AMD Debuts Dual-Core Opteron Processor |
| Reuters - Major League Baseball\Monday announced a decision on the appeal filed by Chicago Cubs\pitcher Kerry Wood regarding a suspension stemming from an\incident earlier this season. | 1 (Sports) | Wood's Suspension Upheld (Reuters) |
| President Bush #39;s quot;revenue-neutral quot; tax reform needs losers to balance its winners, and people claiming the federal deduction for state and local taxes may be in administration planners #39; sights, news reports say. | 2 (Business) | Bush reform may have blue states seeing red |
- classify
python classify.py -model_path news -text_path data/agnews/test.txt -annotation_path data/agnews/test_labels.txt -label_path data/agnews/label_names.txt2022-05-14 10:24:39.375 | INFO | models.base_model:read_labels:23 - Read 4 from data/agnews/label_names.txt
2022-05-14 10:24:39.375 | INFO | models.base_model:read_labels:24 - Labels: ['politics', 'sports', 'business', 'technology']
2022-05-14 10:24:46.147 | INFO | __main__:main:25 - Acc: 5081 / 7600 = 0.6685526315789474
https://www.kaggle.com/code/procode/sif-embeddings-got-69-accuracy