SOTAVerified

Spoken Language Understanding

Papers

Showing 26–50 of 550 papers

TitleStatusHype
AISHELL-NER: Named Entity Recognition from Chinese SpeechCode1
Comparative layer-wise analysis of self-supervised speech modelsCode1
"Alexa, can you forget me?" Machine Unlearning Benchmark in Spoken Language UnderstandingCode1
Spoken Language Understanding on the EdgeCode1
A Label-Aware BERT Attention Network for Zero-Shot Multi-Intent Detection in Spoken Language UnderstandingCode1
A Survey on Spoken Language Understanding: Recent Advances and New FrontiersCode1
BLSP: Bootstrapping Language-Speech Pre-training via Behavior Alignment of Continuation WritingCode1
Bootstrapping meaning through listening: Unsupervised learning of spoken sentence embeddingsCode1
C2C-GenDA: Cluster-to-Cluster Generation for Data Augmentation of Slot FillingCode1
Cross-lingual Spoken Language Understanding with Regularized Representation AlignmentCode1
Data Augmentation for Spoken Language Understanding via Pretrained Language ModelsCode1
ESPnet-SLU: Advancing Spoken Language Understanding through ESPnetCode1
Improving fairness for spoken language understanding in atypical speech with Text-to-SpeechCode1
A Co-Interactive Transformer for Joint Slot Filling and Intent DetectionCode1
Joint Multiple Intent Detection and Slot Filling with Supervised Contrastive Learning and Self-DistillationCode1
Large Language Models for Expansion of Spoken Language Understanding Systems to New LanguagesCode1
Contrastive Learning for Improving ASR Robustness in Spoken Language UnderstandingCode1
Jointly Encoding Word Confusion Network and Dialogue Context with BERT for Spoken Language UnderstandingCode1
Mitigating the Impact of Speech Recognition Errors on Spoken Question Answering by Adversarial Domain AdaptationCode1
N-Best ASR Transformer: Enhancing SLU Performance using Multiple ASR HypothesesCode1
OpenSLU: A Unified, Modularized, and Extensible Toolkit for Spoken Language UnderstandingCode1
Adapting Pretrained Transformer to Lattices for Spoken Language UnderstandingCode1
Skit-S2I: An Indian Accented Speech to Intent datasetCode1
A Hierarchical Decoding Model For Spoken Language Understanding From Unaligned DataCode1
Semi-Supervised Spoken Language Understanding via Self-Supervised Speech and Language Model PretrainingCode1
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Benchmark Results

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