Sentence Classification
Papers
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Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | SciBERT | F1 | 84.9 | — | Unverified |
| 2 | Structural-scaffolds | F1 | 84 | — | Unverified |
| 3 | BiLSTM-Attention + ELMo | F1 | 82.6 | — | Unverified |
| 4 | Feature-Rich Random Forest | F1 | 79.6 | — | Unverified |
| 5 | BiLSTM-Attention | F1 | 77.2 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | FE-MLM + Span | F1 | 78.1 | — | Unverified |
| 2 | SciBERT | F1 | 70.98 | — | Unverified |
| 3 | Structural-scaffolds | F1 | 67.9 | — | Unverified |
| 4 | Random Forest | F1 | 53 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | SciBERT (SciVocab) | F1 | 65.71 | — | Unverified |
| 2 | SciBERT (Base Vocab) | F1 | 64.02 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Hierarchical Neural Networks | F1 | 92.6 | — | Unverified |
| 2 | SciBERT (Base Vocab) | F1 | 86.81 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | SciBERT (SciVocab) | F1 | 84.99 | — | Unverified |
| 2 | SciBERT (Base Vocab) | F1 | 84.43 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | RoBERTa-large | Macro F1 | 70.9 | — | Unverified |