OpenCodePapers

slot-filling-on-mixatis

DialogueDialogue UnderstandingSlot Filling

Results over time

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Leaderboard

Paper	Code	Micro F1	ModelName	ReleaseDate
MISCA: A Joint Model for Multiple Intent Detection and Slot Filling with Intent-Slot Co-Attention	✓ Link	90.5	MISCA	2023-12-10
Co-guiding Net: Achieving Mutual Guidances between Multiple Intent Detection and Slot Filling via Heterogeneous Semantics-Label Graphs	✓ Link	89.8	Co-guiding Net	2022-10-19
A Scope Sensitive and Result Attentive Model for Multi-Intent Spoken Language Understanding		89.4	SSRAN	2022-11-22
Joint Multiple Intent Detection and Slot Filling with Supervised Contrastive Learning and Self-Distillation	✓ Link	89.4	BiSLU	2023-08-28
Incorporating Instructional Prompts into a Unified Generative Framework for Joint Multiple Intent Detection and Slot Filling	✓ Link	89.2	UGEN
Exploiting Topic Information for Joint Intent Detection and Slot Filling		88.7	Topic Information	2022-01-16
SLIM: Explicit Slot-Intent Mapping with BERT for Joint Multi-Intent Detection and Slot Filling	✓ Link	88.5	SLIM	2021-08-26
A Dynamic Graph Interactive Framework with Label-Semantic Injection for Spoken Language Understanding		88.5	DGIF	2022-11-08
Enhancing Joint Multiple Intent Detection and Slot Filling with Global Intent-Slot Co-occurrence	✓ Link	88.5	Global Intent-Slot Co-occurence	2022-12-01
GL-GIN: Fast and Accurate Non-Autoregressive Model for Joint Multiple Intent Detection and Slot Filling	✓ Link	88.3	GL-GIN	2021-06-03
Uni-MIS: United Multiple Intent Spoken Language Understanding via Multi-View Intent-Slot Interaction	✓ Link	88.3	Uni-MIS	2024-03-24
A Transformer-based Threshold-Free Framework for Multi-Intent NLU		88.0	TFMN
A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU		87.3	SLIM (PACL)	2024-05-05
A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU		86.7	TFMN (PACL)	2024-05-05
A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU		86.0	RoBERTa (PACL)	2024-05-05