SOTAVerified

Spoken Language Understanding

Papers

Showing 126150 of 550 papers

TitleStatusHype
Fleurs-SLU: A Massively Multilingual Benchmark for Spoken Language UnderstandingCode0
Dynamic Time-Aware Attention to Speaker Roles and Contexts for Spoken Language UnderstandingCode0
Effectiveness of Text, Acoustic, and Lattice-based representations in Spoken Language Understanding tasksCode0
Discourse-Wizard: Discovering Deep Discourse Structure in your Conversation with RNNsCode0
A Context-Aware Hierarchical BERT Fusion Network for Multi-turn Dialog Act DetectionCode0
Do Large Language Model Understand Multi-Intent Spoken Language ?Code0
End-to-end Spoken Language Understanding with Tree-constrained Pointer GeneratorCode0
Effective Slot Filling via Weakly-Supervised Dual-Model LearningCode0
EDA: Enriching Emotional Dialogue Acts using an Ensemble of Neural AnnotatorsCode0
A BiRGAT Model for Multi-intent Spoken Language Understanding with Hierarchical Semantic FramesCode0
GL-CLeF: A Global-Local Contrastive Learning Framework for Cross-lingual Spoken Language UnderstandingCode0
Corpus Generation for Voice Command in Smart Home and the Effect of Speech Synthesis on End-to-End SLU0
A Simultaneous Recognition Framework for the Spoken Language Understanding Module of Intelligent Personal Assistant Software on Smart Phones0
Continuously Predicting and Processing Barge-in During a Live Spoken Dialogue Task0
A Simulation-based Framework for Spoken Language Understanding and Action Selection in Situated Interaction0
Continual Learning Long Short Term Memory0
Continual Contrastive Spoken Language Understanding0
A Simple and Generic Belief Tracking Mechanism for the Dialog State Tracking Challenge: On the believability of observed information0
Contextual Domain Classification with Temporal Representations0
A Self-Attentive Model with Gate Mechanism for Spoken Language Understanding0
A Joint Model for Discovery of Aspects in Utterances0
Compositional Language Modeling for Icon-Based Augmentative and Alternative Communication0
Compositional Generalization in Spoken Language Understanding0
A Self-Attention Joint Model for Spoken Language Understanding in Situational Dialog Applications0
Comparative Error Analysis of Dialog State Tracking0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Finstreder (Conformer + AMT, character-based)Accuracy (%)99.8Unverified
2UniverSLUAccuracy (%)99.8Unverified
3Finstreder (Quartznet + AMT)Accuracy (%)99.7Unverified
4textual-kd-sluAccuracy (%)99.7Unverified
5Wav2Vec2.0-ClassifierAccuracy (%)99.7Unverified
6E2E SLP two-stepAccuracy (%)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