SOTAVerified

Spoken Language Understanding

Papers

Showing 451475 of 550 papers

TitleStatusHype
An Arabic Multi-Domain Spoken Language Understanding System0
An Effective Non-Autoregressive Model for Spoken Language Understanding0
An Efficient Approach to Encoding Context for Spoken Language Understanding0
An Empirical Study of Automatic Chinese Word Segmentation for Spoken Language Understanding and Named Entity Recognition0
An End-to-end Approach for Handling Unknown Slot Values in Dialogue State Tracking0
A neural prosody encoder for end-ro-end dialogue act classification0
A New Concept of Deep Reinforcement Learning based Augmented General Tagging System0
An Overview and Discussion of the Suitability of Existing Speech Datasets to Train Machine Learning Models for Collective Problem Solving0
A Parameterized and Annotated Spoken Dialog Corpus of the CMU Let's Go Bus Information System0
Applications of Lexicographic Semirings to Problems in Speech and Language Processing0
A Preliminary Evaluation of ChatGPT for Zero-shot Dialogue Understanding0
A Progressive Model to Enable Continual Learning for Semantic Slot Filling0
A Result based Portable Framework for Spoken Language Understanding0
A Robust Semantic Frame Parsing Pipeline on a New Complex Twitter Dataset0
A Scalable Neural Shortlisting-Reranking Approach for Large-Scale Domain Classification in Natural Language Understanding0
A Scope Sensitive and Result Attentive Model for Multi-Intent Spoken Language Understanding0
A Self-Attention Joint Model for Spoken Language Understanding in Situational Dialog Applications0
A Self-Attentive Model with Gate Mechanism for Spoken Language Understanding0
A Simple and Generic Belief Tracking Mechanism for the Dialog State Tracking Challenge: On the believability of observed information0
A Simulation-based Framework for Spoken Language Understanding and Action Selection in Situated Interaction0
A Simultaneous Recognition Framework for the Spoken Language Understanding Module of Intelligent Personal Assistant Software on Smart Phones0
A Spoken Drug Prescription Dataset in French for Spoken Language Understanding0
ASR error management for improving spoken language understanding0
ASR-Generated Text for Language Model Pre-training Applied to Speech Tasks0
A Streaming End-to-End Framework For 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