OpenCodePapers

slot-filling-on-snips

Slot Filling
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PaperCodeF1F1 (1-shot) avgF1 (5-shot) avgModelNameReleaseDate
CTRAN: CNN-Transformer-based Network for Natural Language Understanding✓ Link98.3CTRAN2023-03-19
CAE: Mechanism to Diminish the Class Imbalanced in SLU Slot Filling Task✓ Link97.0JointBERT-CAE2022-09-21
A Stack-Propagation Framework with Token-Level Intent Detection for Spoken Language Understanding✓ Link97.00Stack-Propagation (+BERT)2019-09-05
AGIF: An Adaptive Graph-Interactive Framework for Joint Multiple Intent Detection and Slot Filling✓ Link94.8AGIF2020-04-21
A Stack-Propagation Framework with Token-Level Intent Detection for Spoken Language Understanding✓ Link94.20Stack-Propagation2019-09-05
Improving Slot Filling by Utilizing Contextual Information93.60Context Encoder2019-11-05
A Novel Bi-directional Interrelated Model for Joint Intent Detection and Slot Filling✓ Link92.23SF-ID2019-06-30
Slot-Gated Modeling for Joint Slot Filling and Intent Prediction✓ Link88.8Slot-Gated BLSTM with Attension2018-06-01
Joint Slot Filling and Intent Detection via Capsule Neural Networks✓ Link0.918Capsule-NLU2018-12-22
Decomposed Meta-Learning for Few-Shot Sequence Labeling✓ Link74.8984.54DecomposedMetaSL2024-03-04
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