الرئيسية الأخبار أحدث الأوراق البحثية الدروس مجموعات البيانات الموسوعة SOTA نماذج LLM لوحة الأداء GPU الفعاليات

العربية

Intent Detection On Mixatis

المقاييس

Accuracy

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	Accuracy	Paper Title	Repository
TFMN (PACL)	82.9	A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU	-
RoBERTa (PACL)	79.1	A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU	-
DGIF	83.3	A Dynamic Graph Interactive Framework with Label-Semantic Injection for Spoken Language Understanding	-
Co-guiding Net	79.1	Co-guiding Net: Achieving Mutual Guidances between Multiple Intent Detection and Slot Filling via Heterogeneous Semantics-Label Graphs
SLIM	78.3	SLIM: Explicit Slot-Intent Mapping with BERT for Joint Multi-Intent Detection and Slot Filling
GL-GIN	76.3	GL-GIN: Fast and Accurate Non-Autoregressive Model for Joint Multiple Intent Detection and Slot Filling
TFMN	79.8	A Transformer-based Threshold-Free Framework for Multi-Intent NLU	-
Global Intent-Slot Co-occurence	75.0	Enhancing Joint Multiple Intent Detection and Slot Filling with Global Intent-Slot Co-occurrence
UGEN	83.0	Incorporating Instructional Prompts into a Unified Generative Framework for Joint Multiple Intent Detection and Slot Filling
Uni-MIS	78.5	Uni-MIS: United Multiple Intent Spoken Language Understanding via Multi-View Intent-Slot Interaction
MISCA	76.7	MISCA: A Joint Model for Multiple Intent Detection and Slot Filling with Intent-Slot Co-Attention
Topic Information	73.0	Exploiting Topic Information for Joint Intent Detection and Slot Filling	-
SLIM (PACL)	81.9	A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU	-
SSRAN	77.9	A Scope Sensitive and Result Attentive Model for Multi-Intent Spoken Language Understanding	-
BiSLU	81.5	Joint Multiple Intent Detection and Slot Filling with Supervised Contrastive Learning and Self-Distillation

0 of 15 row(s) selected.