OpenCodePapers

slot-filling-on-mixsnips

DialogueDialogue UnderstandingSlot Filling
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PaperCodeMicro F1ModelNameReleaseDate
Joint Multiple Intent Detection and Slot Filling with Supervised Contrastive Learning and Self-Distillation✓ Link97.2BiSLU2023-08-28
A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU96.8SLIM (PACL)2024-05-05
SLIM: Explicit Slot-Intent Mapping with BERT for Joint Multi-Intent Detection and Slot Filling✓ Link96.5SLIM2021-08-26
Uni-MIS: United Multiple Intent Spoken Language Understanding via Multi-View Intent-Slot Interaction✓ Link96.4Uni-MIS2024-03-24
A Transformer-based Threshold-Free Framework for Multi-Intent NLU96.4TFMN
A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU96.3TFMN (PACL)2024-05-05
A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU96.2RoBERTa (PACL)2024-05-05
A Dynamic Graph Interactive Framework with Label-Semantic Injection for Spoken Language Understanding95.9DGIF2022-11-08
A Scope Sensitive and Result Attentive Model for Multi-Intent Spoken Language Understanding95.8SSRAN2022-11-22
MISCA: A Joint Model for Multiple Intent Detection and Slot Filling with Intent-Slot Co-Attention✓ Link95.2MISCA2023-12-10
Co-guiding Net: Achieving Mutual Guidances between Multiple Intent Detection and Slot Filling via Heterogeneous Semantics-Label Graphs✓ Link95.1Co-guiding Net2022-10-19
Enhancing Joint Multiple Intent Detection and Slot Filling with Global Intent-Slot Co-occurrence✓ Link95.0Global Intent-Slot Co-occurence2022-12-01
Incorporating Instructional Prompts into a Unified Generative Framework for Joint Multiple Intent Detection and Slot Filling✓ Link95.0UGEN
GL-GIN: Fast and Accurate Non-Autoregressive Model for Joint Multiple Intent Detection and Slot Filling✓ Link94.9GL-GIN2021-06-03
AGIF: An Adaptive Graph-Interactive Framework for Joint Multiple Intent Detection and Slot Filling✓ Link94.5AGIF2020-04-21
Exploiting Topic Information for Joint Intent Detection and Slot Filling94.4Topic Information2022-01-16
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