SOTAVerified

Spoken Language Understanding

Papers

Showing 226–250 of 550 papers

TitleStatusHype
Enhancing the Generalization for Intent Classification and Out-of-Domain Detection in SLU—0
Where are we in semantic concept extraction for Spoken Language Understanding?—0
End-to-End Spoken Language Understanding for Generalized Voice Assistants—0
A Study into Pre-training Strategies for Spoken Language Understanding on Dysarthric Speech—0
N-Best ASR Transformer: Enhancing SLU Performance using Multiple ASR HypothesesCode1
Sequential End-to-End Intent and Slot Label Classification and Localization—0
SpeechBrain: A General-Purpose Speech ToolkitCode1
An Adversarial Learning based Multi-Step Spoken Language Understanding System through Human-Computer Interaction—0
Semantic-WER: A Unified Metric for the Evaluation of ASR Transcript for End Usability—0
Contextual Domain Classification with Temporal Representations—0
A Hybrid Approach to Scalable and Robust Spoken Language Understanding in Enterprise Virtual Agents—0
Spoken Language Understanding for Task-oriented Dialogue Systems with Augmented Memory Networks—0
Worldly Wise (WoW) - Cross-Lingual Knowledge Fusion for Fact-based Visual Spoken-Question Answering—0
Reinforced Iterative Knowledge Distillation for Cross-Lingual Named Entity Recognition—0
A Streaming End-to-End Framework For Spoken Language Understanding—0
Effective Slot Filling via Weakly-Supervised Dual-Model LearningCode0
From Masked Language Modeling to Translation: Non-English Auxiliary Tasks Improve Zero-shot Spoken Language UnderstandingCode0
Joint Text and Label Generation for Spoken Language Understanding—0
Speech2Slot: An End-to-End Knowledge-based Slot Filling from Speech—0
LeBenchmark: A Reproducible Framework for Assessing Self-Supervised Representation Learning from SpeechCode1
Pre-training for Spoken Language Understanding with Joint Textual and Phonetic Representation Learning—0
Data Augmentation for Voice-Assistant NLU using BERT-based Interchangeable Rephrase—0
Integration of Pre-trained Networks with Continuous Token Interface for End-to-End Spoken Language Understanding—0
Bridging the Gap Between Clean Data Training and Real-World Inference for Spoken Language Understanding—0
RNN Transducer Models For Spoken Language UnderstandingCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Finstreder (Conformer + AMT, character-based)Accuracy (%)99.8—Unverified
2UniverSLUAccuracy (%)99.8—Unverified
3E2E SLP two-stepAccuracy (%)99.7—Unverified
4textual-kd-sluAccuracy (%)99.7—Unverified
5Wav2Vec2.0-ClassifierAccuracy (%)99.7—Unverified
6Finstreder (Quartznet + AMT)Accuracy (%)99.7—Unverified
7Wav2vec 2.0 SSLAccuracy (%)99.6—Unverified
8Finstreder (Conformer)Accuracy (%)99.5—Unverified
9AT-ATAccuracy (%)99.5—Unverified
10BERT, AC PretrainingAccuracy (%)99.4—Unverified
#ModelMetricClaimedVerifiedStatus
1Finstreder (Conformer, character-based)Accuracy (%)89—Unverified
2Finstreder (Conformer)Accuracy (%)88—Unverified
3AT-ATAccuracy (%)84.9—Unverified
4Finstreder (Quartznet)Accuracy (%)84.8—Unverified
5SnipsAccuracy (%)84.2—Unverified
6GoogleAccuracy (%)79.3—Unverified
7Real + syntheticAccuracy (%)71.4—Unverified
#ModelMetricClaimedVerifiedStatus
1Finstreder (Conformer, character-based)Accuracy-EN (%)87.9—Unverified
2Finstreder (Conformer)Accuracy-EN (%)80.4—Unverified
3Finstreder (Quartznet)Accuracy-EN (%)77.6—Unverified
4SnipsAccuracy-EN (%)68.7—Unverified
5GoogleAccuracy-EN (%)47.8—Unverified
#ModelMetricClaimedVerifiedStatus
1ALBERTF1 score77.1—Unverified
2SpeechBERTF1 score71.75—Unverified
3QANet + GANF1 score63.11—Unverified
4BaselineF1 score58.71—Unverified
#ModelMetricClaimedVerifiedStatus
1Finstreder (Conformer)Accuracy (%)95.4—Unverified
2Finstreder (Quartznet)Accuracy (%)90—Unverified
3BaselineAccuracy (%)81.6—Unverified