SOTAVerified

Spoken Language Understanding

Papers

Showing 376400 of 550 papers

TitleStatusHype
A dataset for resolving referring expressions in spoken dialogue via contextual query rewrites (CQR)Code0
Decay-Function-Free Time-Aware Attention to Context and Speaker Indicator for Spoken Language UnderstandingCode0
Simple, Fast, Accurate Intent Classification and Slot Labeling for Goal-Oriented Dialogue Systems0
Scaling Multi-Domain Dialogue State Tracking via Query Reformulation0
Practical Semantic Parsing for Spoken Language Understanding0
Audio-Linguistic Embeddings for Spoken SentencesCode0
Learned In Speech Recognition: Contextual Acoustic Word Embeddings0
A Bi-model based RNN Semantic Frame Parsing Model for Intent Detection and Slot FillingCode0
Coupled Representation Learning for Domains, Intents and Slots in Spoken Language Understanding0
Recurrent Neural Networks with Pre-trained Language Model Embedding for Slot Filling TaskCode0
SDNet: Contextualized Attention-based Deep Network for Conversational Question AnsweringCode0
The Lost Combinator0
Unsupervised Transfer Learning for Spoken Language Understanding in Intelligent AgentsCode0
Spoken Language Understanding on the EdgeCode1
Parsing Coordination for Spoken Language Understanding0
Learned in Speech Recognition: Contextual Acoustic Word Embeddings0
FlowQA: Grasping Flow in History for Conversational Machine ComprehensionCode0
A Self-Attentive Model with Gate Mechanism for Spoken Language Understanding0
Joint On-line Learning of a Zero-shot Spoken Semantic Parser and a Reinforcement Learning Dialogue Manager0
Automatic Data Expansion for Customer-care Spoken Language Understanding0
From Audio to Semantics: Approaches to end-to-end spoken language understanding0
User Information Augmented Semantic Frame Parsing using Coarse-to-Fine Neural Networks0
Robust Spoken Language Understanding via Paraphrasing0
Data Augmentation for Spoken Language Understanding via Joint Variational Generation0
Dynamically Context-Sensitive Time-Decay Attention for Dialogue Modeling0
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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