SOTAVerified

Spoken Language Understanding

Papers

Showing 351400 of 550 papers

TitleStatusHype
Joint Learning of Word and Label Embeddings for Sequence Labelling in Spoken Language Understanding0
Jointly Modeling Inter-Slot Relations by Random Walk on Knowledge Graphs for Unsupervised Spoken Language Understanding0
Joint Modelling of Spoken Language Understanding Tasks with Integrated Dialog History0
Joint On-line Learning of a Zero-shot Spoken Semantic Parser and a Reinforcement Learning Dialogue Manager0
Joint Online Spoken Language Understanding and Language Modeling with Recurrent Neural Networks0
Joint Satisfaction of Syntactic and Pragmatic Constraints Improves Incremental Spoken Language Understanding0
Joint Text and Label Generation for Spoken Language Understanding0
Just ASK: Building an Architecture for Extensible Self-Service Spoken Language Understanding0
Keynote: Graph-based Approaches for Spoken Language Understanding0
Knowledge Augmented BERT Mutual Network in Multi-turn Spoken Dialogues0
Label-Dependencies Aware Recurrent Neural Networks0
LaDA: Latent Dialogue Action For Zero-shot Cross-lingual Neural Network Language Modeling0
Large-scale Transfer Learning for Low-resource Spoken Language Understanding0
Lattention: Lattice-attention in ASR rescoring0
Learned In Speech Recognition: Contextual Acoustic Word Embeddings0
Learned in Speech Recognition: Contextual Acoustic Word Embeddings0
Learning a Neural Diff for Speech Models0
Learning De-identified Representations of Prosody from Raw Audio0
Learning Domain-Independent Dialogue Policies via Ontology Parameterisation0
Learning from Multiple Noisy Augmented Data Sets for Better Cross-Lingual Spoken Language Understanding0
Learning Semantic Information from Raw Audio Signal Using Both Contextual and Phonetic Representations0
Leveraging Acoustic and Linguistic Embeddings from Pretrained speech and language Models for Intent Classification0
Leveraging Large Language Models for Exploiting ASR Uncertainty0
Leveraging study of robustness and portability of spoken language understanding systems across languages and domains: the PORTMEDIA corpora0
Lexicon-Free Conversational Speech Recognition with Neural Networks0
LinTO Platform: A Smart Open Voice Assistant for Business Environments0
Locale-agnostic Universal Domain Classification Model in Spoken Language Understanding0
Low-bit Shift Network for End-to-End Spoken Language Understanding0
Low Resource Pipeline for Spoken Language Understanding via Weak Supervision0
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
Modeling Inter-Speaker Relationship in XLNet for Contextual Spoken Language 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
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Finstreder (Conformer + AMT, character-based)Accuracy (%)99.8Unverified
2UniverSLUAccuracy (%)99.8Unverified
3Finstreder (Quartznet + AMT)Accuracy (%)99.7Unverified
4textual-kd-sluAccuracy (%)99.7Unverified
5Wav2Vec2.0-ClassifierAccuracy (%)99.7Unverified
6E2E SLP two-stepAccuracy (%)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