SOTAVerified

Spoken Language Understanding

Papers

Showing 301325 of 550 papers

TitleStatusHype
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
Learning Spoken Language Representations with Neural Lattice Language ModelingCode1
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
Jointly Encoding Word Confusion Network and Dialogue Context with BERT for Spoken Language UnderstandingCode1
Speech to Text Adaptation: Towards an Efficient Cross-Modal Distillation0
Corpus Generation for Voice Command in Smart Home and the Effect of Speech Synthesis on End-to-End SLU0
LinTO Platform: A Smart Open Voice Assistant for Business Environments0
Multi-Domain Spoken Language Understanding Using Domain- and Task-Aware Parameterization0
Data Augmentation for Spoken Language Understanding via Pretrained Language ModelsCode1
End-to-end speech-to-dialog-act recognition0
AGIF: An Adaptive Graph-Interactive Framework for Joint Multiple Intent Detection and Slot FillingCode1
Parallel Intent and Slot Prediction using MLB Fusion0
Transfer Learning for Context-Aware Spoken Language Understanding0
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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