OpenCodePapers

spoken-language-understanding-on-fluent

Dialogue UnderstandingSpoken Language Understanding
Dataset Link
Results over time
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Leaderboard
PaperCodeAccuracy (%)ModelNameReleaseDate
Finstreder: Simple and fast Spoken Language Understanding with Finite State Transducers using modern Speech-to-Text models✓ Link99.8Finstreder (Conformer + AMT, character-based)2022-06-29
UniverSLU: Universal Spoken Language Understanding for Diverse Tasks with Natural Language Instructions99.8UniverSLU2023-10-04
Finstreder: Simple and fast Spoken Language Understanding with Finite State Transducers using modern Speech-to-Text models✓ Link99.7Finstreder (Quartznet + AMT)2022-06-29
Two-stage Textual Knowledge Distillation for End-to-End Spoken Language Understanding✓ Link99.7textual-kd-slu2020-10-25
Integration of Pre-trained Networks with Continuous Token Interface for End-to-End Spoken Language Understanding99.7Wav2Vec2.0-Classifier2021-04-15
Speech-language Pre-training for End-to-end Spoken Language Understanding99.7E2E SLP two-step2021-02-11
Do We Still Need Automatic Speech Recognition for Spoken Language Understanding?99.6Wav2vec 2.0 SSL2021-11-29
Finstreder: Simple and fast Spoken Language Understanding with Finite State Transducers using modern Speech-to-Text models✓ Link99.5Finstreder (Conformer)2022-06-29
Exploring Transfer Learning For End-to-End Spoken Language Understanding99.5AT-AT2020-12-15
End-to-End Spoken Language Understanding for Generalized Voice Assistants99.4BERT, AC Pretraining2021-06-16
Sequential End-to-End Intent and Slot Label Classification and Localization99.33D-CNN+LSTM+CE2021-06-08
Finstreder: Simple and fast Spoken Language Understanding with Finite State Transducers using modern Speech-to-Text models✓ Link99.2Finstreder (Quartznet)2022-06-29
Improving End-to-End Speech-to-Intent Classification with Reptile99.2Reptile2020-08-05
FANS: Fusing ASR and NLU for on-device SLU99.0FANS2021-10-31
Speech Model Pre-training for End-to-End Spoken Language Understanding✓ Link98.8Pooling classifier pre-trained using force-aligned phoneme and word labels on LibriSpeech2019-04-07
Finstreder: Simple and fast Spoken Language Understanding with Finite State Transducers using modern Speech-to-Text models✓ Link98.7Amazon Alexa2022-06-29
SpeechPrompt v2: Prompt Tuning for Speech Classification Tasks98.2pGSLM+2023-03-01