Metric: Micro F1 (higher is better)
| # | Model↕ | Micro F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | MISCA | 90.5 | No | MISCA: A Joint Model for Multiple Intent Detecti... | 2023-12-10 | Code |
| 2 | Co-guiding Net | 89.8 | No | Co-guiding Net: Achieving Mutual Guidances betwe... | 2022-10-19 | Code |
| 3 | BiSLU | 89.4 | No | Joint Multiple Intent Detection and Slot Filling... | 2023-08-28 | Code |
| 4 | SSRAN | 89.4 | No | A Scope Sensitive and Result Attentive Model for... | 2022-11-22 | - |
| 5 | UGEN | 89.2 | No | - | - | Code |
| 6 | Topic Information | 88.7 | No | - | - | - |
| 7 | SLIM | 88.5 | No | SLIM: Explicit Slot-Intent Mapping with BERT for... | 2021-08-26 | Code |
| 8 | Global Intent-Slot Co-occurence | 88.5 | No | - | - | Code |
| 9 | DGIF | 88.5 | No | A Dynamic Graph Interactive Framework with Label... | 2022-11-08 | - |
| 10 | GL-GIN | 88.3 | No | GL-GIN: Fast and Accurate Non-Autoregressive Mod... | 2021-06-03 | Code |
| 11 | Uni-MIS | 88.3 | No | - | - | Code |
| 12 | TFMN | 88 | No | - | - | - |
| 13 | SLIM (PACL) | 87.3 | No | A Two-Stage Prediction-Aware Contrastive Learnin... | 2024-05-05 | - |
| 14 | TFMN (PACL) | 86.7 | No | A Two-Stage Prediction-Aware Contrastive Learnin... | 2024-05-05 | - |
| 15 | RoBERTa (PACL) | 86 | No | A Two-Stage Prediction-Aware Contrastive Learnin... | 2024-05-05 | - |