SOTAVerified

Spoken Language Understanding

Papers

Showing 101125 of 550 papers

TitleStatusHype
End-to-end spoken language understanding using joint CTC loss and self-supervised, pretrained acoustic encoders0
The Pipeline System of ASR and NLU with MLM-based Data Augmentation toward STOP Low-resource Challenge0
A Study on the Integration of Pipeline and E2E SLU systems for Spoken Semantic Parsing toward STOP Quality Challenge0
Joint Modelling of Spoken Language Understanding Tasks with Integrated Dialog History0
Non-autoregressive End-to-end Approaches for Joint Automatic Speech Recognition and Spoken Language Understanding0
A Preliminary Evaluation of ChatGPT for Zero-shot Dialogue Understanding0
A Deep Learning System for Domain-specific Speech Recognition0
Improving the Intent Classification accuracy in Noisy Environment0
Adaptive Knowledge Distillation between Text and Speech Pre-trained Models0
SpeechPrompt v2: Prompt Tuning for Speech Classification Tasks0
Fillers in Spoken Language Understanding: Computational and Psycholinguistic Perspectives0
HIT-SCIR at MMNLU-22: Consistency Regularization for Multilingual Spoken Language UnderstandingCode0
Skit-S2I: An Indian Accented Speech to Intent datasetCode1
Spoken Language Understanding for Conversational AI: Recent Advances and Future Direction0
SLUE Phase-2: A Benchmark Suite of Diverse Spoken Language Understanding Tasks0
A Robust Semantic Frame Parsing Pipeline on a New Complex Twitter Dataset0
Effectiveness of Text, Acoustic, and Lattice-based representations in Spoken Language Understanding tasksCode0
Bidirectional Representations for Low Resource Spoken Language Understanding0
Multitask Learning for Low Resource Spoken Language Understanding0
A Scope Sensitive and Result Attentive Model for Multi-Intent Spoken Language Understanding0
Introducing Semantics into Speech Encoders0
An Investigation of the Combination of Rehearsal and Knowledge Distillation in Continual Learning for Spoken Language UnderstandingCode0
A Study on the Integration of Pre-trained SSL, ASR, LM and SLU Models for Spoken Language Understanding0
Comparative layer-wise analysis of self-supervised speech modelsCode1
Robust Unstructured Knowledge Access in Conversational Dialogue with ASR ErrorsCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Finstreder (Conformer + AMT, character-based)Accuracy (%)99.8Unverified
2UniverSLUAccuracy (%)99.8Unverified
3E2E SLP two-stepAccuracy (%)99.7Unverified
4textual-kd-sluAccuracy (%)99.7Unverified
5Wav2Vec2.0-ClassifierAccuracy (%)99.7Unverified
6Finstreder (Quartznet + AMT)Accuracy (%)99.7Unverified
7Wav2vec 2.0 SSLAccuracy (%)99.6Unverified
8Finstreder (Conformer)Accuracy (%)99.5Unverified
9AT-ATAccuracy (%)99.5Unverified
10BERT, AC PretrainingAccuracy (%)99.4Unverified
#ModelMetricClaimedVerifiedStatus
1Finstreder (Conformer, character-based)Accuracy (%)89Unverified
2Finstreder (Conformer)Accuracy (%)88Unverified
3AT-ATAccuracy (%)84.9Unverified
4Finstreder (Quartznet)Accuracy (%)84.8Unverified
5SnipsAccuracy (%)84.2Unverified
6GoogleAccuracy (%)79.3Unverified
7Real + syntheticAccuracy (%)71.4Unverified
#ModelMetricClaimedVerifiedStatus
1Finstreder (Conformer, character-based)Accuracy-EN (%)87.9Unverified
2Finstreder (Conformer)Accuracy-EN (%)80.4Unverified
3Finstreder (Quartznet)Accuracy-EN (%)77.6Unverified
4SnipsAccuracy-EN (%)68.7Unverified
5GoogleAccuracy-EN (%)47.8Unverified
#ModelMetricClaimedVerifiedStatus
1ALBERTF1 score77.1Unverified
2SpeechBERTF1 score71.75Unverified
3QANet + GANF1 score63.11Unverified
4BaselineF1 score58.71Unverified
#ModelMetricClaimedVerifiedStatus
1Finstreder (Conformer)Accuracy (%)95.4Unverified
2Finstreder (Quartznet)Accuracy (%)90Unverified
3BaselineAccuracy (%)81.6Unverified