SOTAVerified

Spoken Language Understanding

Papers

Showing 251275 of 550 papers

TitleStatusHype
LVCSR System on a Hybrid GPU-CPU Embedded Platform for Real-Time Dialog Applications0
Managing Linguistic and Terminological Variation in a Medical Dialogue System0
Markovian Discriminative Modeling for Dialog State Tracking0
Marrying up Regular Expressions with Neural Networks: A Case Study for Spoken Language Understanding0
Matrix Factorization with Knowledge Graph Propagation for Unsupervised Spoken Language Understanding0
Maximizing SLU Performance with Minimal Training Data Using Hybrid RNN Plus Rule-based Approach0
Memory Consolidation for Contextual Spoken Language Understanding with Dialogue Logistic Inference0
Meta Auxiliary Learning for Low-resource Spoken Language Understanding0
Meta learning to classify intent and slot labels with noisy few shot examples0
面向中文口语理解的基于依赖引导的字特征槽填充模型(A Dependency-Guided Character-Based Slot Filling Model for Chinese Spoken Language Understanding)0
Mining Search Query Logs for Spoken Language Understanding0
ML-LMCL: Mutual Learning and Large-Margin Contrastive Learning for Improving ASR Robustness in Spoken Language Understanding0
Modality Confidence Aware Training for Robust End-to-End Spoken Language Understanding0
M2H-GAN: A GAN-based Mapping from Machine to Human Transcripts for Speech Understanding0
Modeling Long-Distance Cue Integration in Spoken Word Recognition0
Modeling Output-Level Task Relatedness in Multi-Task Learning with Feedback Mechanism0
Modeling Token-level Uncertainty to Learn Unknown Concepts in SLU via Calibrated Dirichlet Prior RNN0
Modeling with Recurrent Neural Networks for Open Vocabulary Slots0
MSNER: A Multilingual Speech Dataset for Named Entity Recognition0
MTL-SLT: Multi-Task Learning for Spoken Language Tasks0
Multi-Domain Adversarial Learning for Slot Filling in Spoken Language Understanding0
Multi-domain learning and generalization in dialog state tracking0
Multi-Domain Spoken Language Understanding Using Domain- and Task-Aware Parameterization0
Label-aware Multi-level Contrastive Learning for Cross-lingual Spoken Language Understanding0
Multimodal Audio-textual Architecture for Robust Spoken Language Understanding0
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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