SOTAVerified

Spoken Language Understanding

Papers

Showing 251300 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
Intent Recognition and Unsupervised Slot Identification for Low Resourced Spoken Dialog Systems0
The impact of domain-specific representations on BERT-based multi-domain spoken language understanding0
An Approach to Improve Robustness of NLP Systems against ASR Errors0
Hallucination of speech recognition errors with sequence to sequence learning0
A Result based Portable Framework for Spoken Language Understanding0
Leveraging Acoustic and Linguistic Embeddings from Pretrained speech and language Models for Intent Classification0
Do as I mean, not as I say: Sequence Loss Training for Spoken Language Understanding0
Speech-language Pre-training for End-to-end Spoken Language Understanding0
Joint Intent Detection and Slot Filling with Wheel-Graph Attention Networks0
Confusion2vec 2.0: Enriching Ambiguous Spoken Language Representations with SubwordsCode0
End2End Acoustic to Semantic Transduction0
A Light Transformer For Speech-To-Intent ApplicationsCode0
Pattern-aware Data Augmentation for Query Rewriting in Voice Assistant Systems0
Exploring Transfer Learning For End-to-End Spoken Language Understanding0
Improving Spoken Language Understanding by Wisdom of Crowds0
Federated Learning for Spoken Language Understanding0
Syntactic Graph Convolutional Network for Spoken Language Understanding0
Neural Networks approaches focused on French Spoken Language Understanding: application to the MEDIA Evaluation TaskCode0
Multi-task Learning of Spoken Language Understanding by Integrating N-Best Hypotheses with Hierarchical Attention0
Meta learning to classify intent and slot labels with noisy few shot examples0
Tie Your Embeddings Down: Cross-Modal Latent Spaces for End-to-end Spoken Language Understanding0
End-to-end spoken language understanding using transformer networks and self-supervised pre-trained features0
Towards Semi-Supervised Semantics Understanding from Speech0
To What Degree Can Language Borders Be Blurred In BERT-based Multilingual Spoken Language Understanding?0
A low latency ASR-free end to end spoken language understanding system0
Show:102550
← PrevPage 6 of 11Next →

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