← Spoken Language Understanding

Papers with Code · CC BY-SA 4.0

Fluent Speech Commands

아카이브 평가 17건 · 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
Finstreder (Conformer + AMT, character-based)	Accuracy (%) 99.8	Finstreder: Simple and fast Spoken Language Understanding with Finite State Transducers using modern Speech-to-Text models 2022-06-29	코드 1 · 코드 2
UniverSLU	Accuracy (%) 99.8	UniverSLU: Universal Spoken Language Understanding for Diverse Tasks with Natural Language Instructions 2023-10-04	연결 없음
Finstreder (Quartznet + AMT)	Accuracy (%) 99.7	Finstreder: Simple and fast Spoken Language Understanding with Finite State Transducers using modern Speech-to-Text models 2022-06-29	코드 1 · 코드 2
textual-kd-slu	Accuracy (%) 99.7	Two-stage Textual Knowledge Distillation for End-to-End Spoken Language Understanding 2020-10-25	코드 1
Wav2Vec2.0-Classifier	Accuracy (%) 99.7	Integration of Pre-trained Networks with Continuous Token Interface for End-to-End Spoken Language Understanding 2021-04-15	연결 없음
E2E SLP two-step	Accuracy (%) 99.7	Speech-language Pre-training for End-to-end Spoken Language Understanding 2021-02-11	연결 없음
Wav2vec 2.0 SSL	Accuracy (%) 99.6	Do We Still Need Automatic Speech Recognition for Spoken Language Understanding? 2021-11-29	연결 없음
Finstreder (Conformer)	Accuracy (%) 99.5	Finstreder: Simple and fast Spoken Language Understanding with Finite State Transducers using modern Speech-to-Text models 2022-06-29	코드 1 · 코드 2
AT-AT	Accuracy (%) 99.5	Exploring Transfer Learning For End-to-End Spoken Language Understanding 2020-12-15	연결 없음
BERT, AC Pretraining	Accuracy (%) 99.4	End-to-End Spoken Language Understanding for Generalized Voice Assistants 2021-06-16	연결 없음
3D-CNN+LSTM+CE	Accuracy (%) 99.3	Sequential End-to-End Intent and Slot Label Classification and Localization 2021-06-08	연결 없음
Finstreder (Quartznet)	Accuracy (%) 99.2	Finstreder: Simple and fast Spoken Language Understanding with Finite State Transducers using modern Speech-to-Text models 2022-06-29	코드 1 · 코드 2
Reptile	Accuracy (%) 99.2	Improving End-to-End Speech-to-Intent Classification with Reptile 2020-08-05	연결 없음
FANS	Accuracy (%) 99.0	FANS: Fusing ASR and NLU for on-device SLU 2021-10-31	연결 없음
Pooling classifier pre-trained using force-aligned phoneme and word labels on LibriSpeech	Accuracy (%) 98.8	Speech Model Pre-training for End-to-End Spoken Language Understanding 2019-04-07	코드 1 · 코드 2
Amazon Alexa	Accuracy (%) 98.7	Finstreder: Simple and fast Spoken Language Understanding with Finite State Transducers using modern Speech-to-Text models 2022-06-29	코드 1 · 코드 2
pGSLM+	Accuracy (%) 98.2	SpeechPrompt v2: Prompt Tuning for Speech Classification Tasks 2023-03-01	연결 없음