OpenCodePapers

intent-detection-on-mixatis

Intent Detection
Results over time
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Leaderboard
PaperCodeAccuracyModelNameReleaseDate
A Dynamic Graph Interactive Framework with Label-Semantic Injection for Spoken Language Understanding83.3DGIF2022-11-08
Incorporating Instructional Prompts into a Unified Generative Framework for Joint Multiple Intent Detection and Slot Filling✓ Link83.0UGEN
A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU82.9TFMN (PACL)2024-05-05
A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU81.9SLIM (PACL)2024-05-05
Joint Multiple Intent Detection and Slot Filling with Supervised Contrastive Learning and Self-Distillation✓ Link81.5BiSLU2023-08-28
A Transformer-based Threshold-Free Framework for Multi-Intent NLU79.8TFMN
A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU79.1RoBERTa (PACL)2024-05-05
Co-guiding Net: Achieving Mutual Guidances between Multiple Intent Detection and Slot Filling via Heterogeneous Semantics-Label Graphs✓ Link79.1Co-guiding Net2022-10-19
Uni-MIS: United Multiple Intent Spoken Language Understanding via Multi-View Intent-Slot Interaction✓ Link78.5Uni-MIS2024-03-24
SLIM: Explicit Slot-Intent Mapping with BERT for Joint Multi-Intent Detection and Slot Filling✓ Link78.3SLIM2021-08-26
A Scope Sensitive and Result Attentive Model for Multi-Intent Spoken Language Understanding77.9SSRAN2022-11-22
MISCA: A Joint Model for Multiple Intent Detection and Slot Filling with Intent-Slot Co-Attention✓ Link76.7MISCA2023-12-10
GL-GIN: Fast and Accurate Non-Autoregressive Model for Joint Multiple Intent Detection and Slot Filling✓ Link76.3GL-GIN2021-06-03
Enhancing Joint Multiple Intent Detection and Slot Filling with Global Intent-Slot Co-occurrence✓ Link75.0Global Intent-Slot Co-occurence2022-12-01
Exploiting Topic Information for Joint Intent Detection and Slot Filling73.0Topic Information2022-01-16