ML Research Wiki / Benchmarks / Intent Detection / MixSNIPS

MixSNIPS

Intent Detection Benchmark

Performance Over Time

📊 Showing 11 results | 📏 Metric: Accuracy

Top Performing Models

Rank Model Paper Accuracy Date Code
1 SSRAN A Scope Sensitive and Result Attentive Model for Multi-Intent Spoken Language Understanding 98.40 2022-11-22 -
2 BiSLU Joint Multiple Intent Detection and Slot Filling with Supervised Contrastive Learning and Self-Distillation 97.80 2023-08-28 📦 anhtunguyen98/bislu
3 DGIF A Dynamic Graph Interactive Framework with Label-Semantic Injection for Spoken Language Understanding 97.80 2022-11-08 -
4 Co-guiding Net Co-guiding Net: Achieving Mutual Guidances between Multiple Intent Detection and Slot Filling via Heterogeneous Semantics-Label Graphs 97.70 2022-10-19 📦 xingbowen714/co-guiding
5 TFMN (PACL) A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU 97.40 2024-05-05 -
6 MISCA MISCA: A Joint Model for Multiple Intent Detection and Slot Filling with Intent-Slot Co-Attention 97.30 2023-12-10 📦 vinairesearch/misca
7 SLIM SLIM: Explicit Slot-Intent Mapping with BERT for Joint Multi-Intent Detection and Slot Filling 97.20 2021-08-26 📦 TRUMANCFY/SLIM
8 SLIM (PACL) A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU 96.90 2024-05-05 -
9 AGIF AGIF: An Adaptive Graph-Interactive Framework for Joint Multiple Intent Detection and Slot Filling 96.50 2020-04-21 📦 LooperXX/AGIF
10 RoBERTa (PACL) A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU 96.50 2024-05-05 -

All Papers (11)

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