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

العربية

Slot Filling On Mixatis

المقاييس

Micro F1

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	Micro F1	Paper Title	Repository
Co-guiding Net	89.8	Co-guiding Net: Achieving Mutual Guidances between Multiple Intent Detection and Slot Filling via Heterogeneous Semantics-Label Graphs
TFMN (PACL)	86.7	A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU	-
MISCA	90.5	MISCA: A Joint Model for Multiple Intent Detection and Slot Filling with Intent-Slot Co-Attention
DGIF	88.5	A Dynamic Graph Interactive Framework with Label-Semantic Injection for Spoken Language Understanding	-
Global Intent-Slot Co-occurence	88.5	Enhancing Joint Multiple Intent Detection and Slot Filling with Global Intent-Slot Co-occurrence
SSRAN	89.4	A Scope Sensitive and Result Attentive Model for Multi-Intent Spoken Language Understanding	-
Uni-MIS	88.3	Uni-MIS: United Multiple Intent Spoken Language Understanding via Multi-View Intent-Slot Interaction
GL-GIN	88.3	GL-GIN: Fast and Accurate Non-Autoregressive Model for Joint Multiple Intent Detection and Slot Filling
BiSLU	89.4	Joint Multiple Intent Detection and Slot Filling with Supervised Contrastive Learning and Self-Distillation
UGEN	89.2	Incorporating Instructional Prompts into a Unified Generative Framework for Joint Multiple Intent Detection and Slot Filling
Topic Information	88.7	Exploiting Topic Information for Joint Intent Detection and Slot Filling	-
RoBERTa (PACL)	86.0	A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU	-
TFMN	88.0	A Transformer-based Threshold-Free Framework for Multi-Intent NLU	-
SLIM	88.5	SLIM: Explicit Slot-Intent Mapping with BERT for Joint Multi-Intent Detection and Slot Filling
SLIM (PACL)	87.3	A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU	-

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