SOTAVerified

Spoken Language Understanding

Papers

Showing 251275 of 550 papers

TitleStatusHype
On joint training with interfaces for spoken language understanding0
Rethinking End-to-End Evaluation of Decomposable Tasks: A Case Study on Spoken Language Understanding0
Enhancing the Generalization for Intent Classification and Out-of-Domain Detection in SLU0
Where are we in semantic concept extraction for Spoken Language Understanding?0
End-to-End Spoken Language Understanding for Generalized Voice Assistants0
A Study into Pre-training Strategies for Spoken Language Understanding on Dysarthric Speech0
Sequential End-to-End Intent and Slot Label Classification and Localization0
An Adversarial Learning based Multi-Step Spoken Language Understanding System through Human-Computer Interaction0
Semantic-WER: A Unified Metric for the Evaluation of ASR Transcript for End Usability0
Worldly Wise (WoW) - Cross-Lingual Knowledge Fusion for Fact-based Visual Spoken-Question Answering0
Reinforced Iterative Knowledge Distillation for Cross-Lingual Named Entity Recognition0
A Hybrid Approach to Scalable and Robust Spoken Language Understanding in Enterprise Virtual Agents0
Contextual Domain Classification with Temporal Representations0
Spoken Language Understanding for Task-oriented Dialogue Systems with Augmented Memory Networks0
A Streaming End-to-End Framework For Spoken Language Understanding0
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 Understanding0
Speech2Slot: An End-to-End Knowledge-based Slot Filling from Speech0
Pre-training for Spoken Language Understanding with Joint Textual and Phonetic Representation Learning0
Data Augmentation for Voice-Assistant NLU using BERT-based Interchangeable Rephrase0
Integration of Pre-trained Networks with Continuous Token Interface for End-to-End Spoken Language Understanding0
Bridging the Gap Between Clean Data Training and Real-World Inference for Spoken Language Understanding0
Semantic Distance: A New Metric for ASR Performance Analysis Towards Spoken Language Understanding0
Timers and Such: A Practical Benchmark for Spoken Language Understanding with NumbersCode0
Show:102550
← PrevPage 11 of 22Next →

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