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PyABSA_Hospital_English_allenai_tk-instruct-base-def-pos_FinedTuned_Model
amir22010/PyABSA_Hospital_English_allenai_tk-instruct-base-def-pos_FinedTuned_Model
PyABSA_Hospital_English_allenai_tk-instruct-base-def-pos_FinedTuned_Model is a machine learning model from amir22010. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for transformers. The card lists the license as cc-by-nc-4.0.
allenai/tk-instruct-base-def-pos model fined tuned on custom pyabsa english model from 'ATEPCENGLISHCHECKPOINT' auto annotated hospital reviews [keywords,polarity] dataset.
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At a glance
- Library
- transformers
- License
- cc-by-nc-4.0
- Model type
- t5
- Access
- Public
- Created
- Sep 23, 2023
- Updated
- Sep 30, 2023
- SHA
- 5b0ac782
Model card
From the Hugging Face model README
allenai/tk-instruct-base-def-pos model fined tuned on custom pyabsa english model from 'ATEPC_ENGLISH_CHECKPOINT' auto annotated hospital reviews [keywords,polarity] dataset.
Training Results:
Epoch|Training Loss|Validation Loss
1|0.150800|0.112104
2|0.103700|0.074400
3|0.074500|0.065034
4|0.065900|0.062676
5|0.059700|0.058017
6|0.050700|0.056635
7|0.046500|0.056589
8|0.046300|0.056924
Evaluation Results:
Train Precision: 0.9516791241183282
Train Recall: 0.9584393553859203
Train F1: 0.9550472769531456
Test Precision: 0.9533479692645445
Test Recall: 0.9540461369461736
Test F1: 0.953696925329429
UnseenTest Precision: 0.9549444119368051
UnseenTest Recall: 0.9538281706604325
UnseenTest F1: 0.9543859649122807
- Library
- transformers
- Type
- t5
- License
- cc-by-nc-4.0
- Created
- Sep 23, 2023
- Updated
- Sep 30, 2023