6-way Question Classification on TREC 6-class (test)
97.6AccuracyAdam
Evaluation Results
| Method | Links | |
|---|---|---|
| AdamGeneration=Gen 32026.04 | 97.6 | |
| AdamWGeneration=Gen 32026.04 | 97.6 | |
| Lookahead+AdamWGeneration=Gen 52026.04 | 97.6 | |
| RAdamGeneration=Gen 52026.04 | 96.8 | |
| Fixed SGDGeneration=Gen 12026.04 | 96.6 | |
| SAMGeneration=Gen 52026.04 | 96.4 | |
| SGDRGeneration=Gen 22026.04 | 96.2 | |
| LSTM-CNN2017.08 | 96.1 | |
| d-TBCNN2015.04 | 96 | |
| TBCNN2017.08 | 96 | |
| BCN+Char+CoVeembeddings=GloVe, character n-gram, CoVe2017.08 | 95.8 | |
| DSCNN-P2017.08 | 95.6 | |
| SVMsource=Van-Tu and Anh-Cuong, 20162017.08 | 95.2 | |
| LARSGeneration=Gen 42026.04 | 95.2 | |
| SVMfeatures=10k features + 60 rules2015.04 | 95 | |
| SVMsource=da Silva et al., 20112017.08 | 95 | |
| SVMFeatures=unigrams, bigrams, wh-word, head word, POS tags, parser, hypernyms, WordNet synsets, 60 hand-coded rules2015.11 | 95 | |
| LionGeneration=Gen 52026.04 | 95 | |
| DALS-FastGeneration=SOTA2026.04 | 95 | |
| c-TBCNN2015.04 | 94.8 | |
| Cosine Decay SGDGeneration=Gen 22026.04 | 94.8 | |
| C-LSTMImplementation=our implementation2015.11 | 94.6 | |
| DALS-AccGeneration=SOTA2026.04 | 94.2 | |
| DALSGeneration=SOTA2026.04 | 94 | |
| CNN-non-static2015.04 | 93.6 | |
| CNN-non-static2015.11 | 93.6 | |
| LSTMImplementation=our implementation2015.11 | 93.2 | |
| Deep-CNN2015.04 | 93 | |
| DCNN2015.11 | 93 | |
| Bi-LSTMImplementation=our implementation2015.11 | 93 | |
| AdaBoundGeneration=Gen 32026.04 | 92.8 | |
| Ada-CNN2015.04 | 92.4 | |
| Ada-CNNModel Type=self-adaptive hierarchical sentence model with gating networks2015.11 | 92.4 | |
| CNN-multichannel2015.04 | 92.2 | |
| CNN-multichannel2015.11 | 92.2 | |
| Paragraph VectorDescription=infers the new paragraph vector for unseen documents2015.11 | 91.8 | |
| RNN2015.04 | 90.2 | |
| Discriminative LRGeneration=Gen 42026.04 | 84.6 | |
| SAM+DiscriminativeGeneration=SOTA2026.04 | 84.6 | |
| GrokfastGeneration=Gen 52026.04 | 84.4 | |
| STLR+DiscriminativeGeneration=Gen 52026.04 | 43.6 |