ML Research Wiki / Benchmarks / Slot Filling / SNIPS

SNIPS

Slot Filling Benchmark

Performance Over Time

📊 Showing 7 results | 📏 Metric: F1

Top Performing Models

Rank Model Paper F1 Date Code
1 CTRAN CTRAN: CNN-Transformer-based Network for Natural Language Understanding 98.30 2023-03-19 📦 rafiepour/CTran
2 Stack-Propagation (+BERT) A Stack-Propagation Framework with Token-Level Intent Detection for Spoken Language Understanding 97.00 2019-09-05 📦 LeePleased/StackPropagation-SLU 📦 MetaronWang/StackPropagation-SLU-TF
3 AGIF AGIF: An Adaptive Graph-Interactive Framework for Joint Multiple Intent Detection and Slot Filling 94.80 2020-04-21 📦 LooperXX/AGIF
4 Stack-Propagation A Stack-Propagation Framework with Token-Level Intent Detection for Spoken Language Understanding 94.20 2019-09-05 📦 LeePleased/StackPropagation-SLU 📦 MetaronWang/StackPropagation-SLU-TF
5 Context Encoder Improving Slot Filling by Utilizing Contextual Information 93.60 2019-11-05 -
6 SF-ID A Novel Bi-directional Interrelated Model for Joint Intent Detection and Slot Filling 92.23 2019-06-30 📦 ZephyrChenzf/SF-ID-Network-For-NLU 📦 Polly42Rose/SiriusIntentPredictionSlotFilling
7 Capsule-NLU Joint Slot Filling and Intent Detection via Capsule Neural Networks 0.92 2018-12-22 📦 czhang99/Capsule-NLU 📦 Fireblossom/DeepDarkHomeword 📦 Fireblossom/DeepDarkHomework

All Papers (7)

rafiepour/CTran
LeePleased/StackPropagation-SLU MetaronWang/StackPropagation-SLU-TF
LooperXX/AGIF
LeePleased/StackPropagation-SLU MetaronWang/StackPropagation-SLU-TF
ZephyrChenzf/SF-ID-Network-For-NLU Polly42Rose/SiriusIntentPredictionSlotFilling
czhang99/Capsule-NLU Fireblossom/DeepDarkHomeword Fireblossom/DeepDarkHomework