Spoken Language Understanding
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Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Finstreder (Conformer + AMT, character-based) | Accuracy (%) | 99.8 | — | Unverified |
| 2 | UniverSLU | Accuracy (%) | 99.8 | — | Unverified |
| 3 | E2E SLP two-step | Accuracy (%) | 99.7 | — | Unverified |
| 4 | textual-kd-slu | Accuracy (%) | 99.7 | — | Unverified |
| 5 | Wav2Vec2.0-Classifier | Accuracy (%) | 99.7 | — | Unverified |
| 6 | Finstreder (Quartznet + AMT) | Accuracy (%) | 99.7 | — | Unverified |
| 7 | Wav2vec 2.0 SSL | Accuracy (%) | 99.6 | — | Unverified |
| 8 | Finstreder (Conformer) | Accuracy (%) | 99.5 | — | Unverified |
| 9 | AT-AT | Accuracy (%) | 99.5 | — | Unverified |
| 10 | BERT, AC Pretraining | Accuracy (%) | 99.4 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Finstreder (Conformer, character-based) | Accuracy (%) | 89 | — | Unverified |
| 2 | Finstreder (Conformer) | Accuracy (%) | 88 | — | Unverified |
| 3 | AT-AT | Accuracy (%) | 84.9 | — | Unverified |
| 4 | Finstreder (Quartznet) | Accuracy (%) | 84.8 | — | Unverified |
| 5 | Snips | Accuracy (%) | 84.2 | — | Unverified |
| 6 | Accuracy (%) | 79.3 | — | Unverified | |
| 7 | Real + synthetic | Accuracy (%) | 71.4 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Finstreder (Conformer, character-based) | Accuracy-EN (%) | 87.9 | — | Unverified |
| 2 | Finstreder (Conformer) | Accuracy-EN (%) | 80.4 | — | Unverified |
| 3 | Finstreder (Quartznet) | Accuracy-EN (%) | 77.6 | — | Unverified |
| 4 | Snips | Accuracy-EN (%) | 68.7 | — | Unverified |
| 5 | Accuracy-EN (%) | 47.8 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | ALBERT | F1 score | 77.1 | — | Unverified |
| 2 | SpeechBERT | F1 score | 71.75 | — | Unverified |
| 3 | QANet + GAN | F1 score | 63.11 | — | Unverified |
| 4 | Baseline | F1 score | 58.71 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Finstreder (Conformer) | Accuracy (%) | 95.4 | — | Unverified |
| 2 | Finstreder (Quartznet) | Accuracy (%) | 90 | — | Unverified |
| 3 | Baseline | Accuracy (%) | 81.6 | — | Unverified |