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mcn-en-smm4h
olastor/mcn-en-smm4h
mcn-en-smm4h is a text classification model from olastor. Use it when you need a label for a piece of text. It is set up for transformers.
The model was trained using clagator/biobertv1.1pubmednlists as a base and the smm4h dataset from 2017 from subtask 3.
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Repo size
1.3 GB
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At a glance
- Task
- Text Classification
- Library
- transformers
- Model type
- bert
- Access
- Public
- Created
- Mar 2, 2022
- Updated
- May 20, 2021
- SHA
- 1e5c1898
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Model card
From the Hugging Face model README
BERT MCN-Model using SMM4H 2017 (subtask 3) data
The model was trained using clagator/biobert_v1.1_pubmed_nli_sts as a base and the smm4h dataset from 2017 from subtask 3.
Dataset
See here for the scripts and datasets.
Attribution
Sarker, Abeed (2018), “Data and systems for medication-related text classification and concept normalization from Twitter: Insights from the Social Media Mining for Health (SMM4H)-2017 shared task”, Mendeley Data, V2, doi: 10.17632/rxwfb3tysd.2
Test Results
- Acc: 89.44
- Acc@2: 91.84
- Acc@3: 93.20
- Acc@5: 94.32
- Acc@10: 95.04
Acc@N denotes the accuracy taking the top N predictions of the model into account, not just the first one.
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- Created
- Mar 2, 2022
- Updated
- May 20, 2021