SOTAVerified

Spoken Language Understanding

Papers

Showing 276300 of 550 papers

TitleStatusHype
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
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
Improving Spoken Language Understanding by Wisdom of Crowds0
Federated Learning for Spoken Language Understanding0
Syntactic Graph Convolutional Network for Spoken Language Understanding0
Neural Networks approaches focused on French Spoken Language Understanding: application to the MEDIA Evaluation TaskCode0
Multi-task Learning of Spoken Language Understanding by Integrating N-Best Hypotheses with Hierarchical Attention0
Meta learning to classify intent and slot labels with noisy few shot examples0
Tie Your Embeddings Down: Cross-Modal Latent Spaces for End-to-end Spoken Language Understanding0
End-to-end spoken language understanding using transformer networks and self-supervised pre-trained features0
Towards Semi-Supervised Semantics Understanding from Speech0
To What Degree Can Language Borders Be Blurred In BERT-based Multilingual Spoken Language Understanding?0
A low latency ASR-free end to end spoken language understanding system0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Finstreder (Conformer + AMT, character-based)Accuracy (%)99.8Unverified
2UniverSLUAccuracy (%)99.8Unverified
3Finstreder (Quartznet + AMT)Accuracy (%)99.7Unverified
4textual-kd-sluAccuracy (%)99.7Unverified
5Wav2Vec2.0-ClassifierAccuracy (%)99.7Unverified
6E2E SLP two-stepAccuracy (%)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