Slot Filling and Intent Detection on MixSNIPS
87.4Overall AccuracyGEMIS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GEMISBackbone=BART-Large2026.02 | 87.4 | 97.4 | — | 98.1 | |
| Co-guiding NetBackbone=RoBERTa2022.10 | 85.3 | — | — | — | |
| GEMIS w/o AoABackbone=BART-Large, Attention-over-Attention=false2026.02 | 85.1 | 96.7 | — | 97.3 | |
| GL-GINBackbone=RoBERTa2022.10 | 82.6 | — | — | — | |
| AGIFBackbone=RoBERTa2022.10 | 80.7 | — | — | — | |
| Co-guiding Net2022.10 | 77.5 | — | — | — | |
| AGIF2020.04 | 76.4 | 94.5 | 98.6 | 96.5 | |
| Stack-Propagationdecoder_type=concatenation2020.04 | 75.5 | 93.9 | — | 96.4 | |
| GL-GIN2021.06 | 75.4 | 94.9 | — | 95.6 | |
| GL-GIN2026.02 | 75.4 | 94.9 | — | 95.6 | |
| AGIF2021.06 | 74.2 | 94.2 | — | 95.1 | |
| AGIF2022.10 | 74.2 | — | — | — | |
| AGIF2026.02 | 74.2 | 94.2 | — | 95.1 | |
| GL-GIN2022.10 | 73.7 | — | — | — | |
| Stack-Propagation2021.06 | 72.9 | 94.2 | — | 96 | |
| Stack-Propagation2026.02 | 72.9 | 94.2 | — | 96 | |
| Stack-Propagationdecoder_type=sigmoid-decoder2020.04 | 71.9 | 93.2 | 97.6 | 94.6 | |
| Joint Multiple ID-SF2020.04 | 66.6 | 91 | 98.2 | 95.7 | |
| Bi-Model2021.06 | 63.4 | 90.7 | — | 95.6 | |
| Joint Multiple ID-SF2021.06 | 62.9 | 90.6 | — | 95.1 | |
| Joint Multiple ID-SF2026.02 | 62.9 | 90.6 | — | 95.1 | |
| Attention BiRNN2020.04 | 62.2 | 89.4 | — | 94.1 | |
| SF-ID2021.06 | 59.9 | 90.6 | — | 95 | |
| SF-ID2026.02 | 59.9 | 90.6 | — | 95 | |
| Attention BiRNN2021.06 | 59.5 | 89.4 | — | 95.4 | |
| SF-ID2020.04 | 59.3 | 89.6 | — | 96.3 | |
| Slot-gated Intent2020.04 | 57.6 | 87.9 | — | 94.2 | |
| Slot-Gated2020.04 | 56.5 | 87.8 | — | 96 | |
| Slot-Gated2021.06 | 55.4 | 87.9 | — | 94.6 | |
| Slot-Gated2026.02 | 55.4 | 87.9 | — | 94.6 | |
| Bi-Model2020.04 | 53.9 | 86.8 | — | 95.3 |