ML Research Wiki / Benchmarks / Slot Filling / MixATIS

MixATIS

Slot Filling Benchmark

Performance Over Time

📊 Showing 10 results | 📏 Metric: Micro F1

Top Performing Models

Rank Model Paper Micro F1 Date Code
1 MISCA MISCA: A Joint Model for Multiple Intent Detection and Slot Filling with Intent-Slot Co-Attention 90.50 2023-12-10 📦 vinairesearch/misca
2 Co-guiding Net Co-guiding Net: Achieving Mutual Guidances between Multiple Intent Detection and Slot Filling via Heterogeneous Semantics-Label Graphs 89.80 2022-10-19 📦 xingbowen714/co-guiding
3 BiSLU Joint Multiple Intent Detection and Slot Filling with Supervised Contrastive Learning and Self-Distillation 89.40 2023-08-28 📦 anhtunguyen98/bislu
4 SSRAN A Scope Sensitive and Result Attentive Model for Multi-Intent Spoken Language Understanding 89.40 2022-11-22 -
5 SLIM SLIM: Explicit Slot-Intent Mapping with BERT for Joint Multi-Intent Detection and Slot Filling 88.50 2021-08-26 📦 TRUMANCFY/SLIM
6 DGIF A Dynamic Graph Interactive Framework with Label-Semantic Injection for Spoken Language Understanding 88.50 2022-11-08 -
7 GL-GIN GL-GIN: Fast and Accurate Non-Autoregressive Model for Joint Multiple Intent Detection and Slot Filling 88.30 2021-06-03 📦 yizhen20133868/GL-GIN
8 SLIM (PACL) A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU 87.30 2024-05-05 -
9 TFMN (PACL) A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU 86.70 2024-05-05 -
10 RoBERTa (PACL) A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU 86.00 2024-05-05 -

All Papers (10)

vinairesearch/misca
xingbowen714/co-guiding
anhtunguyen98/bislu
TRUMANCFY/SLIM
yizhen20133868/GL-GIN