SOTAVerified

Spoken Language Understanding

Papers

Showing 301325 of 550 papers

TitleStatusHype
Personalized Query Rewriting in Conversational AI Agents0
Warped Language Models for Noise Robust Language Understanding0
A Two-stage Model for Slot Filling in Low-resource Settings: Domain-agnostic Non-slot Reduction and Pretrained Contextual Embeddings0
Continual Learning Long Short Term Memory0
Two-stage Textual Knowledge Distillation for End-to-End Spoken Language UnderstandingCode0
ST-BERT: Cross-modal Language Model Pre-training For End-to-end Spoken Language Understanding0
Ensemble Chinese End-to-End Spoken Language Understanding for Abnormal Event Detection from audio stream0
Modeling Token-level Uncertainty to Learn Unknown Concepts in SLU via Calibrated Dirichlet Prior RNN0
Style Attuned Pre-training and Parameter Efficient Fine-tuning for Spoken Language Understanding0
Textual Supervision for Visually Grounded Spoken Language UnderstandingCode0
End-to-End Spoken Language Understanding Without Full Transcripts0
PIN: A Novel Parallel Interactive Network for Spoken Language Understanding0
The importance of fillers for text representations of speech transcripts0
Robust Spoken Language Understanding with RL-based Value Error Recovery0
Variational Inference-Based Dropout in Recurrent Neural Networks for Slot Filling in Spoken Language Understanding0
Speech To Semantics: Improve ASR and NLU Jointly via All-Neural Interfaces0
Large-scale Transfer Learning for Low-resource Spoken Language Understanding0
End-to-End Neural Transformer Based Spoken Language Understanding0
Deep F-measure Maximization for End-to-End Speech Understanding0
Semantic Complexity in End-to-End Spoken Language Understanding0
Data balancing for boosting performance of low-frequency classes in Spoken Language Understanding0
Improving End-to-End Speech-to-Intent Classification with Reptile0
Pretrained Semantic Speech Embeddings for End-to-End Spoken Language Understanding via Cross-Modal Teacher-Student Learning0
Towards end-2-end learning for predicting behavior codes from spoken utterances in psychotherapy conversations0
Neural Machine Translation For Paraphrase Generation0
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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