SOTAVerified

Spoken Language Understanding

Papers

Showing 276300 of 550 papers

TitleStatusHype
Meta learning to classify intent and slot labels with noisy few shot examples0
SLURP: A Spoken Language Understanding Resource PackageCode1
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
A low latency ASR-free end to end spoken language understanding system0
To What Degree Can Language Borders Be Blurred In BERT-based Multilingual Spoken Language Understanding?0
Personalized Query Rewriting in Conversational AI Agents0
Warped Language Models for Noise Robust Language Understanding0
Adapting Pretrained Transformer to Lattices for Spoken Language UnderstandingCode1
A Two-stage Model for Slot Filling in Low-resource Settings: Domain-agnostic Non-slot Reduction and Pretrained Contextual Embeddings0
Continual Learning Long Short Term Memory0
Semi-Supervised Spoken Language Understanding via Self-Supervised Speech and Language Model PretrainingCode1
Two-stage Textual Knowledge Distillation for End-to-End Spoken Language UnderstandingCode0
ST-BERT: Cross-modal Language Model Pre-training For End-to-end Spoken Language Understanding0
Ensemble Chinese End-to-End Spoken Language Understanding for Abnormal Event Detection from audio stream0
Modeling Token-level Uncertainty to Learn Unknown Concepts in SLU via Calibrated Dirichlet Prior RNN0
Style Attuned Pre-training and Parameter Efficient Fine-tuning for Spoken Language Understanding0
Injecting Word Information with Multi-Level Word Adapter for Chinese Spoken Language UnderstandingCode1
A Co-Interactive Transformer for Joint Slot Filling and Intent DetectionCode1
SlotRefine: A Fast Non-Autoregressive Model for Joint Intent Detection and Slot FillingCode1
Textual Supervision for Visually Grounded Spoken Language UnderstandingCode0
SPLAT: Speech-Language Joint Pre-Training for Spoken Language UnderstandingCode1
Cross-lingual Spoken Language Understanding with Regularized Representation AlignmentCode1
End-to-End Spoken Language Understanding Without Full Transcripts0
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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