SOTAVerified

Spoken Language Understanding

Papers

Showing 301–350 of 550 papers

TitleStatusHype
Personalized Query Rewriting in Conversational AI Agents—0
Warped Language Models for Noise Robust Language Understanding—0
A Two-stage Model for Slot Filling in Low-resource Settings: Domain-agnostic Non-slot Reduction and Pretrained Contextual Embeddings—0
Continual Learning Long Short Term Memory—0
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 Understanding—0
Ensemble Chinese End-to-End Spoken Language Understanding for Abnormal Event Detection from audio stream—0
Modeling Token-level Uncertainty to Learn Unknown Concepts in SLU via Calibrated Dirichlet Prior RNN—0
Style Attuned Pre-training and Parameter Efficient Fine-tuning for Spoken Language Understanding—0
Textual Supervision for Visually Grounded Spoken Language UnderstandingCode0
End-to-End Spoken Language Understanding Without Full Transcripts—0
PIN: A Novel Parallel Interactive Network for Spoken Language Understanding—0
The importance of fillers for text representations of speech transcripts—0
Robust Spoken Language Understanding with RL-based Value Error Recovery—0
Variational Inference-Based Dropout in Recurrent Neural Networks for Slot Filling in Spoken Language Understanding—0
Speech To Semantics: Improve ASR and NLU Jointly via All-Neural Interfaces—0
Large-scale Transfer Learning for Low-resource Spoken Language Understanding—0
End-to-End Neural Transformer Based Spoken Language Understanding—0
Deep F-measure Maximization for End-to-End Speech Understanding—0
Semantic Complexity in End-to-End Spoken Language Understanding—0
Data balancing for boosting performance of low-frequency classes in Spoken Language Understanding—0
Improving End-to-End Speech-to-Intent Classification with Reptile—0
Pretrained Semantic Speech Embeddings for End-to-End Spoken Language Understanding via Cross-Modal Teacher-Student Learning—0
Towards end-2-end learning for predicting behavior codes from spoken utterances in psychotherapy conversations—0
Neural Machine Translation For Paraphrase Generation—0
Speech to Text Adaptation: Towards an Efficient Cross-Modal Distillation—0
LinTO Platform: A Smart Open Voice Assistant for Business Environments—0
Corpus Generation for Voice Command in Smart Home and the Effect of Speech Synthesis on End-to-End SLU—0
Multi-Domain Spoken Language Understanding Using Domain- and Task-Aware Parameterization—0
End-to-end speech-to-dialog-act recognition—0
Parallel Intent and Slot Prediction using MLB Fusion—0
Transfer Learning for Context-Aware Spoken Language Understanding—0
Small-Footprint Open-Vocabulary Keyword Spotting with Quantized LSTM Networks—0
A Data Efficient End-To-End Spoken Language Understanding Architecture—0
Dialogue history integration into end-to-end signal-to-concept spoken language understanding systems—0
Pre-Training for Query Rewriting in A Spoken Language Understanding System—0
Improving Spoken Language Understanding By Exploiting ASR N-best Hypotheses—0
Fast Intent Classification for Spoken Language UnderstandingCode0
EDA: Enriching Emotional Dialogue Acts using an Ensemble of Neural AnnotatorsCode0
A Joint Learning Framework With BERT for Spoken Language Understanding—0
Improving Slot Filling by Utilizing Contextual Information—0
Slot Tagging for Task Oriented Spoken Language Understanding in Human-to-Human Conversation Scenarios—0
Cross-lingual Transfer Learning with Data Selection for Large-Scale Spoken Language Understanding—0
A Progressive Model to Enable Continual Learning for Semantic Slot Filling—0
Modeling Inter-Speaker Relationship in XLNet for Contextual Spoken Language Understanding—0
SpeechBERT: An Audio-and-text Jointly Learned Language Model for End-to-end Spoken Question Answering—0
RNN based Incremental Online Spoken Language Understanding—0
Text Matters but Speech Influences: A Computational Analysis of Syntactic Ambiguity ResolutionCode0
Joint Learning of Word and Label Embeddings for Sequence Labelling in Spoken Language Understanding—0
Iterative Delexicalization for Improved Spoken Language Understanding—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Finstreder (Conformer + AMT, character-based)Accuracy (%)99.8—Unverified
2UniverSLUAccuracy (%)99.8—Unverified
3E2E SLP two-stepAccuracy (%)99.7—Unverified
4textual-kd-sluAccuracy (%)99.7—Unverified
5Wav2Vec2.0-ClassifierAccuracy (%)99.7—Unverified
6Finstreder (Quartznet + AMT)Accuracy (%)99.7—Unverified
7Wav2vec 2.0 SSLAccuracy (%)99.6—Unverified
8Finstreder (Conformer)Accuracy (%)99.5—Unverified
9AT-ATAccuracy (%)99.5—Unverified
10BERT, AC PretrainingAccuracy (%)99.4—Unverified
#ModelMetricClaimedVerifiedStatus
1Finstreder (Conformer, character-based)Accuracy (%)89—Unverified
2Finstreder (Conformer)Accuracy (%)88—Unverified
3AT-ATAccuracy (%)84.9—Unverified
4Finstreder (Quartznet)Accuracy (%)84.8—Unverified
5SnipsAccuracy (%)84.2—Unverified
6GoogleAccuracy (%)79.3—Unverified
7Real + syntheticAccuracy (%)71.4—Unverified
#ModelMetricClaimedVerifiedStatus
1Finstreder (Conformer, character-based)Accuracy-EN (%)87.9—Unverified
2Finstreder (Conformer)Accuracy-EN (%)80.4—Unverified
3Finstreder (Quartznet)Accuracy-EN (%)77.6—Unverified
4SnipsAccuracy-EN (%)68.7—Unverified
5GoogleAccuracy-EN (%)47.8—Unverified
#ModelMetricClaimedVerifiedStatus
1ALBERTF1 score77.1—Unverified
2SpeechBERTF1 score71.75—Unverified
3QANet + GANF1 score63.11—Unverified
4BaselineF1 score58.71—Unverified
#ModelMetricClaimedVerifiedStatus
1Finstreder (Conformer)Accuracy (%)95.4—Unverified
2Finstreder (Quartznet)Accuracy (%)90—Unverified
3BaselineAccuracy (%)81.6—Unverified