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MixSNIPS

아카이브 평가 16건 · 마지막 적재/변경 2026-10-30

원본 데이터셋 링크 1

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
BiSLU	Micro F1 97.2	Joint Multiple Intent Detection and Slot Filling with Supervised Contrastive Learning and Self-Distillation 2023-08-28	코드 1
SLIM (PACL)	Micro F1 96.8	A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU 2024-05-05	연결 없음
SLIM	Micro F1 96.5	SLIM: Explicit Slot-Intent Mapping with BERT for Joint Multi-Intent Detection and Slot Filling 2021-08-26	코드 1
Uni-MIS	Micro F1 96.4	Uni-MIS: United Multiple Intent Spoken Language Understanding via Multi-View Intent-Slot Interaction 2024-03-24	코드 1
TFMN	Micro F1 96.4	A Transformer-based Threshold-Free Framework for Multi-Intent NLU 논문 날짜 미기재	연결 없음
TFMN (PACL)	Micro F1 96.3	A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU 2024-05-05	연결 없음
RoBERTa (PACL)	Micro F1 96.2	A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU 2024-05-05	연결 없음
DGIF	Micro F1 95.9	A Dynamic Graph Interactive Framework with Label-Semantic Injection for Spoken Language Understanding 2022-11-08	연결 없음
SSRAN	Micro F1 95.8	A Scope Sensitive and Result Attentive Model for Multi-Intent Spoken Language Understanding 2022-11-22	연결 없음
MISCA	Micro F1 95.2	MISCA: A Joint Model for Multiple Intent Detection and Slot Filling with Intent-Slot Co-Attention 2023-12-10	코드 1
Co-guiding Net	Micro F1 95.1	Co-guiding Net: Achieving Mutual Guidances between Multiple Intent Detection and Slot Filling via Heterogeneous Semantics-Label Graphs 2022-10-19	코드 1
Global Intent-Slot Co-occurence	Micro F1 95.0	Enhancing Joint Multiple Intent Detection and Slot Filling with Global Intent-Slot Co-occurrence 2022-12-01	코드 1
UGEN	Micro F1 95.0	Incorporating Instructional Prompts into a Unified Generative Framework for Joint Multiple Intent Detection and Slot Filling 논문 날짜 미기재	코드 1
GL-GIN	Micro F1 94.9	GL-GIN: Fast and Accurate Non-Autoregressive Model for Joint Multiple Intent Detection and Slot Filling 2021-06-03	코드 1
AGIF	Micro F1 94.5	AGIF: An Adaptive Graph-Interactive Framework for Joint Multiple Intent Detection and Slot Filling 2020-04-21	코드 1
Topic Information	Micro F1 94.4	Exploiting Topic Information for Joint Intent Detection and Slot Filling 2022-01-16	연결 없음