SOTAVerified

Spoken Language Understanding

Papers

Showing 276300 of 550 papers

TitleStatusHype
Training and evaluation of an MDP model for social multi-user human-robot interaction0
Training data reduction for multilingual Spoken Language Understanding systems0
Transfer Learning for Context-Aware Spoken Language Understanding0
Transferring SLU Models in Novel Domains0
Two-Pass Low Latency End-to-End Spoken Language Understanding0
Understanding Semantics from Speech Through Pre-training0
UniverSLU: Universal Spoken Language Understanding for Diverse Tasks with Natural Language Instructions0
Un Sous-espace Th\'ematique Latent pour la Compr\'ehension du Langage Parl\'e (A Latent Topic-based Subspace for Spoken Language Understanding)0
Unsupervised Learning and Modeling of Knowledge and Intent for Spoken Dialogue Systems0
Unsupervised Spoken Utterance Classification0
Unsupervised structured semantic inference for spoken dialog reservation tasks0
User Information Augmented Semantic Frame Parsing using Coarse-to-Fine Neural Networks0
Using phone features to improve dialogue state tracking generalisation to unseen states0
Variational Inference-Based Dropout in Recurrent Neural Networks for Slot Filling in Spoken Language Understanding0
Vers la compréhension automatique de la parole bout-en-bout à moindre effort0
WaBERT: A Low-resource End-to-end Model for Spoken Language Understanding and Speech-to-BERT Alignment0
Warped Language Models for Noise Robust Language Understanding0
Weak-Supervised Dysarthria-invariant Features for Spoken Language Understanding using an FHVAE and Adversarial Training0
Web-style ranking and SLU combination for dialog state tracking0
What BERT Based Language Model Learns in Spoken Transcripts: An Empirical Study0
What BERT Based Language Models Learn in Spoken Transcripts: An Empirical Study0
What has LeBenchmark Learnt about French Syntax?0
Where are we in semantic concept extraction for Spoken Language Understanding?0
WHISMA: A Speech-LLM to Perform Zero-shot Spoken Language Understanding0
Word-Based Dialog State Tracking with Recurrent Neural Networks0
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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