SOTAVerified

Spoken Language Understanding

Papers

Showing 176200 of 550 papers

TitleStatusHype
An Overview and Discussion of the Suitability of Existing Speech Datasets to Train Machine Learning Models for Collective Problem Solving0
Exploiting multiple hypotheses for Multilingual Spoken Language Understanding0
Exploiting Machine-Transcribed Dialog Corpus to Improve Multiple Dialog States Tracking Methods0
Bottleneck Low-rank Transformers for Low-resource Spoken Language Understanding0
Evaluating and Improving Continual Learning in Spoken Language Understanding0
Estimation de la qualit\'e d'un syst\`eme de reconnaissance de la parole pour une t\^ache de compr\'ehension (Quality estimation of a Speech Recognition System for a Spoken Language Understanding task)0
Blockwise Streaming Transformer for Spoken Language Understanding and Simultaneous Speech Translation0
A New Concept of Deep Reinforcement Learning based Augmented General Tagging System0
A Graph-to-Sequence Model for Joint Intent Detection and Slot Filling in Task-Oriented Dialogue Systems0
Adaptive Knowledge Distillation between Text and Speech Pre-trained Models0
A Comparative Study of Weighting Schemes for the Interpretation of Spoken Referring Expressions0
Bidirectional Representations for Low Resource Spoken Language Understanding0
Ensemble Chinese End-to-End Spoken Language Understanding for Abnormal Event Detection from audio stream0
Biber Redux: Reconsidering Dimensions of Variation in American English0
A neural prosody encoder for end-ro-end dialogue act classification0
Enriching ASR Lattices with POS Tags for Dependency Parsing0
Enhancing the Generalization for Intent Classification and Out-of-Domain Detection in SLU0
BERT Meets CTC: New Formulation of End-to-End Speech Recognition with Pre-trained Masked Language Model0
Evaluation of the Scusi? Spoken Language Interpretation System -- A Case Study0
Engineering Statistical Dialog State Trackers: A Case Study on DSTC0
Benchmarking Transformers-based models on French Spoken Language Understanding tasks0
An End-to-end Approach for Handling Unknown Slot Values in Dialogue State Tracking0
Exploiting Sentence and Context Representations in Deep Neural Models for Spoken Language Understanding0
Agent-Aware Dropout DQN for Safe and Efficient On-line Dialogue Policy Learning0
End-to-End Spoken Language Understanding for Generalized Voice Assistants0
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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