SOTAVerified

Spoken Language Understanding

Papers

Showing 401425 of 550 papers

TitleStatusHype
Data Augmentation for Spoken Language Understanding via Joint Variational Generation0
Dynamically Context-Sensitive Time-Decay Attention for Dialogue Modeling0
Neural Named Entity Recognition from Subword Units0
Source-Critical Reinforcement Learning for Transferring Spoken Language Understanding to a New Language0
A New Concept of Deep Reinforcement Learning based Augmented General Tagging System0
Structured Dialogue Policy with Graph Neural Networks0
Modeling with Recurrent Neural Networks for Open Vocabulary Slots0
Hybrid Attention based Multimodal Network for Spoken Language Classification0
Source Critical Reinforcement Learning for Transferring Spoken Language Understanding to a New Language0
Automatic Token and Turn Level Language Identification for Code-Switched Text Dialog: An Analysis Across Language Pairs and Corpora0
Maximizing SLU Performance with Minimal Training Data Using Hybrid RNN Plus Rule-based Approach0
Efficient Large-Scale Neural Domain Classification with Personalized Attention0
Compositional Language Modeling for Icon-Based Augmentative and Alternative Communication0
A Unified Neural Architecture for Joint Dialog Act Segmentation and Recognition in Spoken Dialog System0
Attention-based Semantic Priming for Slot-filling0
Identifying Domain Independent Update Intents in Task Based Dialogs0
Global-Locally Self-Attentive Encoder for Dialogue State Tracking0
Fully Statistical Neural Belief TrackingCode0
Improving Slot Filling in Spoken Language Understanding with Joint Pointer and AttentionCode0
Injecting Lexical Contrast into Word Vectors by Guiding Vector Space Specialisation0
An Efficient Approach to Encoding Context for Spoken Language Understanding0
Discourse-Wizard: Discovering Deep Discourse Structure in your Conversation with RNNsCode0
Combining Word Feature Vector Method with the Convolutional Neural Network for Slot Filling in Spoken Language Understanding0
ISO-Standard Domain-Independent Dialogue Act Tagging for Conversational AgentsCode0
Practical Application of Domain Dependent Confidence Measurement for Spoken Language Understanding Systems0
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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