SOTAVerified

Spoken Language Understanding

Papers

Showing 251275 of 550 papers

TitleStatusHype
Speak or Chat with Me: End-to-End Spoken Language Understanding System with Flexible InputsCode1
Semantic Distance: A New Metric for ASR Performance Analysis Towards Spoken Language Understanding0
Timers and Such: A Practical Benchmark for Spoken Language Understanding with NumbersCode0
Intent Recognition and Unsupervised Slot Identification for Low Resourced Spoken Dialog Systems0
The impact of domain-specific representations on BERT-based multi-domain spoken language understanding0
An Approach to Improve Robustness of NLP Systems against ASR Errors0
Hallucination of speech recognition errors with sequence to sequence learning0
A Result based Portable Framework for Spoken Language Understanding0
A Survey on Spoken Language Understanding: Recent Advances and New FrontiersCode1
Leveraging Acoustic and Linguistic Embeddings from Pretrained speech and language Models for Intent Classification0
Do as I mean, not as I say: Sequence Loss Training for Spoken Language Understanding0
Speech-language Pre-training for End-to-end Spoken Language Understanding0
Joint Intent Detection and Slot Filling with Wheel-Graph Attention Networks0
Confusion2vec 2.0: Enriching Ambiguous Spoken Language Representations with SubwordsCode0
End2End Acoustic to Semantic Transduction0
A Light Transformer For Speech-To-Intent ApplicationsCode0
Pattern-aware Data Augmentation for Query Rewriting in Voice Assistant Systems0
Exploring Transfer Learning For End-to-End Spoken Language Understanding0
C2C-GenDA: Cluster-to-Cluster Generation for Data Augmentation of Slot FillingCode1
Triplet Entropy Loss: Improving The Generalisation of Short Speech Language Identification SystemsCode1
Federated Learning for Spoken Language Understanding0
Multi-task Learning of Spoken Language Understanding by Integrating N-Best Hypotheses with Hierarchical Attention0
Improving Spoken Language Understanding by Wisdom of Crowds0
Syntactic Graph Convolutional Network for Spoken Language Understanding0
Neural Networks approaches focused on French Spoken Language Understanding: application to the MEDIA Evaluation TaskCode0
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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