SOTAVerified

Spoken Language Understanding

Papers

Showing 376400 of 550 papers

TitleStatusHype
M2H-GAN: A GAN-based Mapping from Machine to Human Transcripts for Speech Understanding0
Spoken Language Intent Detection using Confusion2VecCode0
Cross-lingual transfer learning for spoken language understanding0
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
Parsing Coordination for Spoken Language Understanding0
Learned in Speech Recognition: Contextual Acoustic Word Embeddings0
FlowQA: Grasping Flow in History for Conversational Machine ComprehensionCode0
Joint On-line Learning of a Zero-shot Spoken Semantic Parser and a Reinforcement Learning Dialogue Manager0
A Self-Attentive Model with Gate Mechanism for Spoken Language Understanding0
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
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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