Spoken Language Understanding on Fluent Speech Commands

Metric: Accuracy (%) (higher is better)

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#	Model↕	Accuracy (%)▼	Extra Data	Paper	Date↕	Code
1	Finstreder (Conformer + AMT, character-based)	99.8	Yes	Finstreder: Simple and fast Spoken Language Unde...	2022-06-29	Code
2	UniverSLU	99.8	Yes	UniverSLU: Universal Spoken Language Understandi...	2023-10-04	-
3	Finstreder (Quartznet + AMT)	99.7	Yes	Finstreder: Simple and fast Spoken Language Unde...	2022-06-29	Code
4	textual-kd-slu	99.7	Yes	Two-stage Textual Knowledge Distillation for End...	2020-10-25	Code
5	Wav2Vec2.0-Classifier	99.7	Yes	Integration of Pre-trained Networks with Continu...	2021-04-15	-
6	E2E SLP two-step	99.7	Yes	Speech-language Pre-training for End-to-end Spok...	2021-02-11	-
7	Wav2vec 2.0 SSL	99.6	Yes	Do We Still Need Automatic Speech Recognition fo...	2021-11-29	-
8	Finstreder (Conformer)	99.5	Yes	Finstreder: Simple and fast Spoken Language Unde...	2022-06-29	Code
9	AT-AT	99.5	Yes	Exploring Transfer Learning For End-to-End Spoke...	2020-12-15	-
10	BERT, AC Pretraining	99.4	Yes	End-to-End Spoken Language Understanding for Gen...	2021-06-16	-
11	3D-CNN+LSTM+CE	99.3	Yes	Sequential End-to-End Intent and Slot Label Clas...	2021-06-08	-
12	Finstreder (Quartznet)	99.2	Yes	Finstreder: Simple and fast Spoken Language Unde...	2022-06-29	Code
13	Reptile	99.2	Yes	Improving End-to-End Speech-to-Intent Classifica...	2020-08-05	-
14	FANS	99	Yes	FANS: Fusing ASR and NLU for on-device SLU	2021-10-31	-
15	Pooling classifier pre-trained using force-aligned phoneme and word labels on LibriSpeech	98.8	Yes	Speech Model Pre-training for End-to-End Spoken ...	2019-04-07	Code
16	Amazon Alexa	98.7	Yes	Finstreder: Simple and fast Spoken Language Unde...	2022-06-29	Code
17	pGSLM+	98.2	Yes	SpeechPrompt v2: Prompt Tuning for Speech Classi...	2023-03-01	-