Slot Filling on MixSNIPS

Metric: Micro F1 (higher is better)

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#	Model↕	Micro F1▼	Extra Data	Paper	Date↕	Code
1	BiSLU	97.2	No	Joint Multiple Intent Detection and Slot Filling...	2023-08-28	Code
2	SLIM (PACL)	96.8	No	A Two-Stage Prediction-Aware Contrastive Learnin...	2024-05-05	-
3	SLIM	96.5	No	SLIM: Explicit Slot-Intent Mapping with BERT for...	2021-08-26	Code
4	Uni-MIS	96.4	No	-	-	Code
5	TFMN	96.4	No	-	-	-
6	TFMN (PACL)	96.3	No	A Two-Stage Prediction-Aware Contrastive Learnin...	2024-05-05	-
7	RoBERTa (PACL)	96.2	No	A Two-Stage Prediction-Aware Contrastive Learnin...	2024-05-05	-
8	DGIF	95.9	No	A Dynamic Graph Interactive Framework with Label...	2022-11-08	-
9	SSRAN	95.8	No	A Scope Sensitive and Result Attentive Model for...	2022-11-22	-
10	MISCA	95.2	No	MISCA: A Joint Model for Multiple Intent Detecti...	2023-12-10	Code
11	Co-guiding Net	95.1	No	Co-guiding Net: Achieving Mutual Guidances betwe...	2022-10-19	Code
12	Global Intent-Slot Co-occurence	95	No	-	-	Code
13	UGEN	95	No	-	-	Code
14	GL-GIN	94.9	No	GL-GIN: Fast and Accurate Non-Autoregressive Mod...	2021-06-03	Code
15	AGIF	94.5	No	AGIF: An Adaptive Graph-Interactive Framework fo...	2020-04-21	Code
16	Topic Information	94.4	No	-	-	-

#1BiSLUSOTA
97.2
Micro F1· 2023-08-28
Joint Multiple Intent Detection and Slot Filling with Supervised Contrastive Learning and Self-Distillation Code
#2SLIM (PACL)
96.8
Micro F1· 2024-05-05
A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU
#3SLIMSOTA
96.5
Micro F1· 2021-08-26
SLIM: Explicit Slot-Intent Mapping with BERT for Joint Multi-Intent Detection and Slot Filling Code
#4Uni-MIS
96.4
Micro F1
No paperCode
#5TFMN
96.4
Micro F1
No paper
#6TFMN (PACL)
96.3
Micro F1· 2024-05-05
A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU
#7RoBERTa (PACL)
96.2
Micro F1· 2024-05-05
A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU
#8DGIF
95.9
Micro F1· 2022-11-08
A Dynamic Graph Interactive Framework with Label-Semantic Injection for Spoken Language Understanding
#9SSRAN
95.8
Micro F1· 2022-11-22
A Scope Sensitive and Result Attentive Model for Multi-Intent Spoken Language Understanding
#10MISCA
95.2
Micro F1· 2023-12-10
MISCA: A Joint Model for Multiple Intent Detection and Slot Filling with Intent-Slot Co-Attention Code
#11Co-guiding Net
95.1
Micro F1· 2022-10-19
Co-guiding Net: Achieving Mutual Guidances between Multiple Intent Detection and Slot Filling via Heterogeneous Semantics-Label Graphs Code
#12Global Intent-Slot Co-occurence
95
Micro F1
No paperCode
#13UGEN
95
Micro F1
No paperCode
#14GL-GINSOTA
94.9
Micro F1· 2021-06-03
GL-GIN: Fast and Accurate Non-Autoregressive Model for Joint Multiple Intent Detection and Slot Filling Code
#15AGIFSOTA
94.5
Micro F1· 2020-04-21
AGIF: An Adaptive Graph-Interactive Framework for Joint Multiple Intent Detection and Slot Filling Code
#16Topic Information
94.4
Micro F1
No paper