SOTAVerified

Spoken Language Understanding

Papers

Showing 376400 of 550 papers

TitleStatusHype
The PARLANCE mobile application for interactive search in English and Mandarin0
The Pipeline System of ASR and NLU with MLM-based Data Augmentation toward STOP Low-resource Challenge0
The SJTU System for Dialog State Tracking Challenge 20
The Spoken Language Understanding MEDIA Benchmark Dataset in the Era of Deep Learning: data updates, training and evaluation tools0
The Utility of Manual and Automatic Linguistic Error Codes for Identifying Neurodevelopmental Disorders0
Three-Module Modeling For End-to-End Spoken Language Understanding Using Pre-trained DNN-HMM-Based Acoustic-Phonetic Model0
Tie Your Embeddings Down: Cross-Modal Latent Spaces for End-to-end Spoken Language Understanding0
Token-level Sequence Labeling for Spoken Language Understanding using Compositional End-to-End Models0
Tokenwise Contrastive Pretraining for Finer Speech-to-BERT Alignment in End-to-End Speech-to-Intent Systems0
Toward Joint Language Modeling for Speech Units and Text0
Toward Low-Cost End-to-End Spoken Language Understanding0
Towards ASR Robust Spoken Language Understanding Through In-Context Learning With Word Confusion Networks0
Towards end-2-end learning for predicting behavior codes from spoken utterances in psychotherapy conversations0
Towards End-to-End Integration of Dialog History for Improved Spoken Language Understanding0
Towards Joint Intent Detection and Slot Filling via Higher-order Attention0
Towards Reducing the Need for Speech Training Data To Build Spoken Language Understanding Systems0
Towards Semi-Supervised Semantics Understanding from Speech0
Towards Spoken Language Understanding via Multi-level Multi-grained Contrastive Learning0
To What Degree Can Language Borders Be Blurred In BERT-based Multilingual Spoken Language Understanding?0
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
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Finstreder (Conformer + AMT, character-based)Accuracy (%)99.8Unverified
2UniverSLUAccuracy (%)99.8Unverified
3Finstreder (Quartznet + AMT)Accuracy (%)99.7Unverified
4textual-kd-sluAccuracy (%)99.7Unverified
5Wav2Vec2.0-ClassifierAccuracy (%)99.7Unverified
6E2E SLP two-stepAccuracy (%)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