Intent Detection on MixATIS

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Accuracy

Rank	Model	Accuracy	Paper	Code	Year
1	DGIF	83.3	A Dynamic Graph Interactive Framework with Label-Semantic Injection for Spoken Language Understanding		2022
2	UGEN	83.0	Incorporating Instructional Prompts into a Unified Generative Framework for Joint Multiple Intent Detection and Slot Filling	young1993/ugen
3	TFMN (PACL)	82.9	A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU		2024
4	SLIM (PACL)	81.9	A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU		2024
5	BiSLU	81.5	Joint Multiple Intent Detection and Slot Filling with Supervised Contrastive Learning and Self-Distillation	anhtunguyen98/bislu	2023
6	TFMN	79.8	A Transformer-based Threshold-Free Framework for Multi-Intent NLU
7	RoBERTa (PACL)	79.1	A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU		2024
7	Co-guiding Net	79.1	Co-guiding Net: Achieving Mutual Guidances between Multiple Intent Detection and Slot Filling via Heterogeneous Semantics-Label Graphs	xingbowen714/co-guiding	2022
9	Uni-MIS	78.5	Uni-MIS: United Multiple Intent Spoken Language Understanding via Multi-View Intent-Slot Interaction	SJY8460/Uni-MIS	2024
10	SLIM	78.3	SLIM: Explicit Slot-Intent Mapping with BERT for Joint Multi-Intent Detection and Slot Filling	TRUMANCFY/SLIM	2021
11	SSRAN	77.9	A Scope Sensitive and Result Attentive Model for Multi-Intent Spoken Language Understanding		2022
12	MISCA	76.7	MISCA: A Joint Model for Multiple Intent Detection and Slot Filling with Intent-Slot Co-Attention	vinairesearch/misca	2023
13	GL-GIN	76.3	GL-GIN: Fast and Accurate Non-Autoregressive Model for Joint Multiple Intent Detection and Slot Filling	yizhen20133868/GL-GIN	2021
14	Global Intent-Slot Co-occurence	75.0	Enhancing Joint Multiple Intent Detection and Slot Filling with Global Intent-Slot Co-occurrence	smxiao/GISCo	2022
15	Topic Information	73.0	Exploiting Topic Information for Joint Intent Detection and Slot Filling		2022