SOTAVerified

Spoken Language Understanding

Papers

Showing 226250 of 550 papers

TitleStatusHype
Global-Locally Self-Attentive Encoder for Dialogue State Tracking0
Detecting linguistic idiosyncratic interests in autism using distributional semantic models0
Combining Word Feature Vector Method with the Convolutional Neural Network for Slot Filling in Spoken Language Understanding0
Graph Databases for Designing High-Performance Speech Recognition Grammars0
Hallucination of speech recognition errors with sequence to sequence learning0
Des R\'eseaux de Neurones avec M\'ecanisme d'Attention pour la Compr\'ehension de la Parole (Exploring the use of Attention-Based Recurrent Neural Networks For Spoken Language Understanding )0
HC^2L: Hybrid and Cooperative Contrastive Learning for Cross-lingual Spoken Language Understanding0
A Study on the Integration of Pre-trained SSL, ASR, LM and SLU Models for Spoken Language Understanding0
Hello, Who is Calling?: Can Words Reveal the Social Nature of Conversations?0
Compositional Generalization in Spoken Language Understanding0
HRItk: The Human-Robot Interaction ToolKit Rapid Development of Speech-Centric Interactive Systems in ROS0
Human Evaluation of Conceptual Route Graphs for Interpreting Spoken Route Descriptions0
Human-Machine Dialogue as a Stochastic Game0
Hybrid Attention based Multimodal Network for Spoken Language Classification0
Hybrid Dialog State Tracker with ASR Features0
H_eval: A new hybrid evaluation metric for automatic speech recognition tasks0
Hyper-parameter Optimisation of Gaussian Process Reinforcement Learning for Statistical Dialogue Management0
I^2KD-SLU: An Intra-Inter Knowledge Distillation Framework for Zero-Shot Cross-Lingual Spoken Language Understanding0
IBM's Belief Tracker: Results On Dialog State Tracking Challenge Datasets0
Identifying Domain Independent Update Intents in Task Based Dialogs0
Impact Analysis of the Use of Speech and Language Models Pretrained by Self-Supersivion for Spoken Language Understanding0
Design Considerations For Hypothesis Rejection Modules In Spoken Language Understanding Systems0
Improving End-to-End Speech Processing by Efficient Text Data Utilization with Latent Synthesis0
Improving End-to-End Speech-to-Intent Classification with Reptile0
Deliberation Model for On-Device 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