SOTAVerified

Spoken Language Understanding

Papers

Showing 201250 of 550 papers

TitleStatusHype
Feedback Attribution for Counterfactual Bandit Learning in Multi-Domain Spoken Language Understanding0
FANS: Fusing ASR and NLU for on-device SLU0
Intent Classification Using Pre-trained Language Agnostic Embeddings For Low Resource Languages0
Speech Summarization using Restricted Self-Attention0
Deciding Whether to Ask Clarifying Questions in Large-Scale Spoken Language Understanding0
What BERT Based Language Models Learn in Spoken Transcripts: An Empirical Study0
Towards Joint Intent Detection and Slot Filling via Higher-order Attention0
Multimodal Audio-textual Architecture for Robust Spoken Language Understanding0
Learning from Multiple Noisy Augmented Data Sets for Better Cross-Lingual Spoken Language Understanding0
A Context-Aware Hierarchical BERT Fusion Network for Multi-turn Dialog Act DetectionCode0
HAN: Higher-order Attention Network for Spoken Language Understanding0
Augmenting Slot Values and Contexts for Spoken Language Understanding with Pretrained ModelsCode0
Integrating Dialog History into End-to-End Spoken Language Understanding Systems0
An Effective Non-Autoregressive Model for Spoken Language Understanding0
Knowledge Distillation from BERT Transformer to Speech Transformer for Intent ClassificationCode1
Learning a Neural Diff for Speech Models0
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
Combining semantic search and twin product classification for recognition of purchasable items in voice shopping0
A Joint and Domain-Adaptive Approach to Spoken Language Understanding0
Learning De-identified Representations of Prosody from Raw Audio0
What Helps Transformers Recognize Conversational Structure? Importance of Context, Punctuation, and Labels in Dialog Act RecognitionCode1
Unsupervised Spoken Utterance Classification0
Word-Free Spoken Language Understanding for Mandarin-Chinese0
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
N-Best ASR Transformer: Enhancing SLU Performance using Multiple ASR HypothesesCode1
Sequential End-to-End Intent and Slot Label Classification and Localization0
SpeechBrain: A General-Purpose Speech ToolkitCode1
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
Contextual Domain Classification with Temporal Representations0
A Hybrid Approach to Scalable and Robust Spoken Language Understanding in Enterprise Virtual Agents0
Spoken Language Understanding for Task-oriented Dialogue Systems with Augmented Memory Networks0
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 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
LeBenchmark: A Reproducible Framework for Assessing Self-Supervised Representation Learning from SpeechCode1
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
RNN Transducer Models For Spoken Language UnderstandingCode1
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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