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	-	-	-