SOTAVerified

Spoken Language Understanding

Papers

Showing 176200 of 550 papers

TitleStatusHype
End-to-End Spoken Language Understanding Without Full Transcripts0
End-to-end spoken language understanding using transformer networks and self-supervised pre-trained features0
On joint training with interfaces for spoken language understanding0
End-to-End Spoken Language Understanding: Performance analyses of a voice command task in a low resource setting0
End-to-end spoken language understanding using joint CTC loss and self-supervised, pretrained acoustic encoders0
End-to-End Spoken Language Understanding for Generalized Voice Assistants0
An Empirical Study of Automatic Chinese Word Segmentation for Spoken Language Understanding and Named Entity Recognition0
Benchmarking Transformers-based models on French Spoken Language Understanding tasks0
Engineering Statistical Dialog State Trackers: A Case Study on DSTC0
Enhancing the Generalization for Intent Classification and Out-of-Domain Detection in SLU0
Enriching ASR Lattices with POS Tags for Dependency Parsing0
Biber Redux: Reconsidering Dimensions of Variation in American English0
Ensemble Chinese End-to-End Spoken Language Understanding for Abnormal Event Detection from audio stream0
Discourse-Based Modeling for AAC0
ESPnet-SE++: Speech Enhancement for Robust Speech Recognition, Translation, and Understanding0
A low latency ASR-free end to end spoken language understanding system0
Dialogue history integration into end-to-end signal-to-concept spoken language understanding systems0
Dialog Intent Induction via Density-based Deep Clustering Ensemble0
Evaluation of the Scusi? Spoken Language Interpretation System -- A Case Study0
A Survey on Speech Large Language Models0
Exploiting Machine-Transcribed Dialog Corpus to Improve Multiple Dialog States Tracking Methods0
Exploiting multiple hypotheses for Multilingual Spoken Language Understanding0
Exploiting Sentence and Context Representations in Deep Neural Models for Spoken Language Understanding0
Adobe-MIT submission to the DSTC 4 Spoken Language Understanding pilot task0
Detecting linguistic idiosyncratic interests in autism using distributional semantic models0
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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