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README.md
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@@ -56,14 +56,16 @@ This model fine-tunes **allenai/scibert_scivocab_uncased** across **307 ASJC sub
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## 📈 Metrics
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| Input Features | Labels | Precision | Recall | F1-Score |
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| Title + Container Title + Abstract| 307 | 0.912 | 0.885 | 0.892
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| Title + Abstract | 307 | 0.607 | 0.503 | 0.532
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| Title + Container Title | 307 | 0.949 | 0.957 | 0.952
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| Title only | 307 | 0.528 | 0.416 | 0.448
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For **26 parent subjects**, F1-score improves to **0.934**
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## 📈 Metrics
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| Input Features | Labels | Precision | Recall | F1-Score (weighted) |
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|-----------------------------------|--------|-----------|--------|---------------------|
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| Title + Container Title + Abstract| 307 | 0.912 | 0.885 | 0.892 |
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| Title + Abstract | 307 | 0.607 | 0.503 | 0.532 |
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| Title + Container Title | 307 | 0.949 | 0.957 | 0.952 |
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| Title only | 307 | 0.528 | 0.416 | 0.448 |
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For **26 parent subjects**, weighted F1-score improves to **0.934** using full metadata (Title + Container Title + Abstract) and **0.694** using Title + Abstract.
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The evaluation dataset is publicly available: [github](https://github.com/grano94/ASJC-Classifier?tab=readme-ov-file).
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