ML Research Wiki / Benchmarks / Slot Filling / MixSNIPS

MixSNIPS

Slot Filling Benchmark

Performance Over Time

📊 Showing 11 results | 📏 Metric: Micro F1

Top Performing Models

Rank Model Paper Micro F1 Date Code
1 BiSLU Joint Multiple Intent Detection and Slot Filling with Supervised Contrastive Learning and Self-Distillation 97.20 2023-08-28 📦 anhtunguyen98/bislu
2 SLIM (PACL) A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU 96.80 2024-05-05 -
3 SLIM SLIM: Explicit Slot-Intent Mapping with BERT for Joint Multi-Intent Detection and Slot Filling 96.50 2021-08-26 📦 TRUMANCFY/SLIM
4 TFMN (PACL) A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU 96.30 2024-05-05 -
5 RoBERTa (PACL) A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU 96.20 2024-05-05 -
6 DGIF A Dynamic Graph Interactive Framework with Label-Semantic Injection for Spoken Language Understanding 95.90 2022-11-08 -
7 SSRAN A Scope Sensitive and Result Attentive Model for Multi-Intent Spoken Language Understanding 95.80 2022-11-22 -
8 MISCA MISCA: A Joint Model for Multiple Intent Detection and Slot Filling with Intent-Slot Co-Attention 95.20 2023-12-10 📦 vinairesearch/misca
9 Co-guiding Net Co-guiding Net: Achieving Mutual Guidances between Multiple Intent Detection and Slot Filling via Heterogeneous Semantics-Label Graphs 95.10 2022-10-19 📦 xingbowen714/co-guiding
10 GL-GIN GL-GIN: Fast and Accurate Non-Autoregressive Model for Joint Multiple Intent Detection and Slot Filling 94.90 2021-06-03 📦 yizhen20133868/GL-GIN

All Papers (11)

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