SOTAVerified

Spoken Language Understanding

Papers

Showing 2650 of 550 papers

TitleStatusHype
ESPnet-SLU: Advancing Spoken Language Understanding through ESPnetCode1
SLUE: New Benchmark Tasks for Spoken Language Understanding Evaluation on Natural SpeechCode1
A Label-Aware BERT Attention Network for Zero-Shot Multi-Intent Detection in Spoken Language UnderstandingCode1
Knowledge Distillation from BERT Transformer to Speech Transformer for Intent ClassificationCode1
What Helps Transformers Recognize Conversational Structure? Importance of Context, Punctuation, and Labels in Dialog Act RecognitionCode1
N-Best ASR Transformer: Enhancing SLU Performance using Multiple ASR HypothesesCode1
SpeechBrain: A General-Purpose Speech ToolkitCode1
LeBenchmark: A Reproducible Framework for Assessing Self-Supervised Representation Learning from SpeechCode1
RNN Transducer Models For Spoken Language UnderstandingCode1
Speak or Chat with Me: End-to-End Spoken Language Understanding System with Flexible InputsCode1
A Survey on Spoken Language Understanding: Recent Advances and New FrontiersCode1
C2C-GenDA: Cluster-to-Cluster Generation for Data Augmentation of Slot FillingCode1
Triplet Entropy Loss: Improving The Generalisation of Short Speech Language Identification SystemsCode1
SLURP: A Spoken Language Understanding Resource PackageCode1
Adapting Pretrained Transformer to Lattices for Spoken Language UnderstandingCode1
Semi-Supervised Spoken Language Understanding via Self-Supervised Speech and Language Model PretrainingCode1
A Co-Interactive Transformer for Joint Slot Filling and Intent DetectionCode1
Injecting Word Information with Multi-Level Word Adapter for Chinese Spoken Language UnderstandingCode1
SlotRefine: A Fast Non-Autoregressive Model for Joint Intent Detection and Slot FillingCode1
SPLAT: Speech-Language Joint Pre-Training for Spoken Language UnderstandingCode1
Cross-lingual Spoken Language Understanding with Regularized Representation AlignmentCode1
Learning Spoken Language Representations with Neural Lattice Language ModelingCode1
Jointly Encoding Word Confusion Network and Dialogue Context with BERT for Spoken Language UnderstandingCode1
Data Augmentation for Spoken Language Understanding via Pretrained Language ModelsCode1
AGIF: An Adaptive Graph-Interactive Framework for Joint Multiple Intent Detection and Slot FillingCode1
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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