OpenCodePapers

intent-detection-on-mixsnips

Intent Detection
Dataset Link
Results over time
Click legend items to toggle metrics. Hover points for model names.
Leaderboard
PaperCodeAccuracyf1 macroModelNameReleaseDate
A Scope Sensitive and Result Attentive Model for Multi-Intent Spoken Language Understanding98.4SSRAN2022-11-22
Joint Multiple Intent Detection and Slot Filling with Supervised Contrastive Learning and Self-Distillation✓ Link97.8BiSLU2023-08-28
A Dynamic Graph Interactive Framework with Label-Semantic Injection for Spoken Language Understanding97.8DGIF2022-11-08
A Transformer-based Threshold-Free Framework for Multi-Intent NLU97.7TFMN
Co-guiding Net: Achieving Mutual Guidances between Multiple Intent Detection and Slot Filling via Heterogeneous Semantics-Label Graphs✓ Link97.7Co-guiding Net2022-10-19
A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU97.4TFMN (PACL)2024-05-05
MISCA: A Joint Model for Multiple Intent Detection and Slot Filling with Intent-Slot Co-Attention✓ Link97.3MISCA2023-12-10
Uni-MIS: United Multiple Intent Spoken Language Understanding via Multi-View Intent-Slot Interaction✓ Link97.2Uni-MIS2024-03-24
SLIM: Explicit Slot-Intent Mapping with BERT for Joint Multi-Intent Detection and Slot Filling✓ Link97.2SLIM2021-08-26
A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU96.9SLIM (PACL)2024-05-05
Incorporating Instructional Prompts into a Unified Generative Framework for Joint Multiple Intent Detection and Slot Filling✓ Link96.9UGEN
AGIF: An Adaptive Graph-Interactive Framework for Joint Multiple Intent Detection and Slot Filling✓ Link96.598.6AGIF2020-04-21
A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU96.5RoBERTa (PACL)2024-05-05
Exploiting Topic Information for Joint Intent Detection and Slot Filling96.3Topic Information2022-01-16
GL-GIN: Fast and Accurate Non-Autoregressive Model for Joint Multiple Intent Detection and Slot Filling✓ Link95.6GL-GIN2021-06-03
Enhancing Joint Multiple Intent Detection and Slot Filling with Global Intent-Slot Co-occurrence✓ Link95.5Global Intent-Slot Co-occurence2022-12-01