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Natural Language Processing
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Intent Detection
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MixSNIPS
Intent Detection on MixSNIPS
Metric: Accuracy (higher is better)
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#
Model
↕
Accuracy
▼
Extra Data
Paper
Date
↕
Code
1
SSRAN
98.4
No
A Scope Sensitive and Result Attentive Model for...
2022-11-22
-
2
BiSLU
97.8
No
Joint Multiple Intent Detection and Slot Filling...
2023-08-28
Code
3
DGIF
97.8
No
A Dynamic Graph Interactive Framework with Label...
2022-11-08
-
4
TFMN
97.7
No
-
-
-
5
Co-guiding Net
97.7
No
Co-guiding Net: Achieving Mutual Guidances betwe...
2022-10-19
Code
6
TFMN (PACL)
97.4
No
A Two-Stage Prediction-Aware Contrastive Learnin...
2024-05-05
-
7
MISCA
97.3
No
MISCA: A Joint Model for Multiple Intent Detecti...
2023-12-10
Code
8
Uni-MIS
97.2
No
-
-
Code
9
SLIM
97.2
No
SLIM: Explicit Slot-Intent Mapping with BERT for...
2021-08-26
Code
10
SLIM (PACL)
96.9
No
A Two-Stage Prediction-Aware Contrastive Learnin...
2024-05-05
-
11
UGEN
96.9
No
-
-
Code
12
AGIF
96.5
No
AGIF: An Adaptive Graph-Interactive Framework fo...
2020-04-21
Code
13
RoBERTa (PACL)
96.5
No
A Two-Stage Prediction-Aware Contrastive Learnin...
2024-05-05
-
14
Topic Information
96.3
No
-
-
-
15
GL-GIN
95.6
No
GL-GIN: Fast and Accurate Non-Autoregressive Mod...
2021-06-03
Code
16
Global Intent-Slot Co-occurence
95.5
No
-
-
Code