SOTAVerified

Spoken Language Understanding

Papers

Showing 201225 of 550 papers

TitleStatusHype
Distributionally Robust Finetuning BERT for Covariate Drift in Spoken Language Understanding0
End-to-end Spoken Conversational Question Answering: Task, Dataset and Model0
WaBERT: A Low-resource End-to-end Model for Spoken Language Understanding and Speech-to-BERT Alignment0
Blockwise Streaming Transformer for Spoken Language Understanding and Simultaneous Speech Translation0
GL-CLeF: A Global-Local Contrastive Learning Framework for Cross-lingual Spoken Language UnderstandingCode0
Building an ASR Error Robust Spoken Virtual Patient System in a Highly Class-Imbalanced Scenario Without Speech Data0
Towards End-to-End Integration of Dialog History for Improved Spoken Language Understanding0
Tokenwise Contrastive Pretraining for Finer Speech-to-BERT Alignment in End-to-End Speech-to-Intent Systems0
A Study of Different Ways to Use The Conformer Model For Spoken Language Understanding0
Three-Module Modeling For End-to-End Spoken Language Understanding Using Pre-trained DNN-HMM-Based Acoustic-Phonetic Model0
Deliberation Model for On-Device Spoken Language Understanding0
End-to-end model for named entity recognition from speech without paired training data0
Multi-task RNN-T with Semantic Decoder for Streamable Spoken Language Understanding0
Building Robust Spoken Language Understanding by Cross Attention between Phoneme Sequence and ASR Hypothesis0
Towards Reducing the Need for Speech Training Data To Build Spoken Language Understanding Systems0
Knowledge Augmented BERT Mutual Network in Multi-turn Spoken Dialogues0
Improving End-to-End Models for Set Prediction in Spoken Language Understanding0
Dialog Intent Induction via Density-based Deep Clustering Ensemble0
Exploring the Limits of Natural Language Inference Based Setup for Few-Shot Intent DetectionCode0
On the Use of External Data for Spoken Named Entity RecognitionCode0
Attentive Contextual Carryover for Multi-Turn End-to-End Spoken Language Understanding0
Training data reduction for multilingual Spoken Language Understanding systems0
Do We Still Need Automatic Speech Recognition for Spoken Language Understanding?0
Lattention: Lattice-attention in ASR rescoring0
A Graph-to-Sequence Model for Joint Intent Detection and Slot Filling in Task-Oriented Dialogue Systems0
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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