ML Research Wiki / Benchmarks / Slot Filling / ATIS

ATIS

Slot Filling Benchmark

Performance Over Time

📊 Showing 12 results | 📏 Metric: F1

Top Performing Models

Rank Model Paper F1 Date Code
1 CTRAN CTRAN: CNN-Transformer-based Network for Natural Language Understanding 0.98 2023-03-19 📦 rafiepour/CTran
2 Bi-model with a decoder A Bi-model based RNN Semantic Frame Parsing Model for Intent Detection and Slot Filling 0.97 2018-12-26 📦 ray075hl/Bi-Model-Intent-And-Slot
3 Joint BERT BERT for Joint Intent Classification and Slot Filling 0.96 2019-02-28 📦 monologg/JointBERT 📦 alibaba-damo-academy/spokennlp 📦 MahmoudWahdan/dialog-nlu
4 Stack-Propagation (+BERT) A Stack-Propagation Framework with Token-Level Intent Detection for Spoken Language Understanding 0.96 2019-09-05 📦 LeePleased/StackPropagation-SLU 📦 MetaronWang/StackPropagation-SLU-TF
5 Joint BERT + CRF BERT for Joint Intent Classification and Slot Filling 0.96 2019-02-28 📦 monologg/JointBERT 📦 alibaba-damo-academy/spokennlp 📦 MahmoudWahdan/dialog-nlu
6 AGIF AGIF: An Adaptive Graph-Interactive Framework for Joint Multiple Intent Detection and Slot Filling 0.96 2020-04-21 📦 LooperXX/AGIF
7 Attention Encoder-Decoder NN Attention-Based Recurrent Neural Network Models for Joint Intent Detection and Slot Filling 0.96 2016-09-06 📦 DSKSD/RNN-for-Joint-NLU 📦 pengshuang/Joint-Slot-Filling 📦 yinghao1019/Joint_learn
8 SF-ID A Novel Bi-directional Interrelated Model for Joint Intent Detection and Slot Filling 0.96 2019-06-30 📦 ZephyrChenzf/SF-ID-Network-For-NLU 📦 Polly42Rose/SiriusIntentPredictionSlotFilling
9 Context Encoder Improving Slot Filling by Utilizing Contextual Information 0.96 2019-11-05 -
10 Capsule-NLU Joint Slot Filling and Intent Detection via Capsule Neural Networks 0.95 2018-12-22 📦 czhang99/Capsule-NLU 📦 Fireblossom/DeepDarkHomeword 📦 Fireblossom/DeepDarkHomework

All Papers (12)