SOTAVerified

Spoken Language Understanding

Papers

Showing 5175 of 550 papers

TitleStatusHype
Improving fairness for spoken language understanding in atypical speech with Text-to-SpeechCode1
BLSP: Bootstrapping Language-Speech Pre-training via Behavior Alignment of Continuation WritingCode1
AISHELL-NER: Named Entity Recognition from Chinese SpeechCode1
Speech-MASSIVE: A Multilingual Speech Dataset for SLU and BeyondCode1
Contrastive Learning for Improving ASR Robustness in Spoken Language UnderstandingCode1
A dataset for resolving referring expressions in spoken dialogue via contextual query rewrites (CQR)Code0
Learning ASR-Robust Contextualized Embeddings for Spoken Language UnderstandingCode0
Joint Automatic Speech Recognition And Structure Learning For Better Speech UnderstandingCode0
Incorporating Instructional Prompts into a Unified Generative Framework for Joint Multiple Intent Detection and Slot FillingCode0
"KAN you hear me?" Exploring Kolmogorov-Arnold Networks for Spoken Language UnderstandingCode0
ISO-Standard Domain-Independent Dialogue Act Tagging for Conversational AgentsCode0
HIT-SCIR at MMNLU-22: Consistency Regularization for Multilingual Spoken Language UnderstandingCode0
How Time Matters: Learning Time-Decay Attention for Contextual Spoken Language Understanding in DialoguesCode0
GL-CLeF: A Global–Local Contrastive Learning Framework for Cross-lingual Spoken Language UnderstandingCode0
A Bi-model based RNN Semantic Frame Parsing Model for Intent Detection and Slot FillingCode0
Graph-Based Semi-Supervised Conditional Random Fields For Spoken Language Understanding Using Unaligned DataCode0
From Masked Language Modeling to Translation: Non-English Auxiliary Tasks Improve Zero-shot Spoken Language UnderstandingCode0
Fully Statistical Neural Belief TrackingCode0
A Novel Bi-directional Interrelated Model for Joint Intent Detection and Slot FillingCode0
FlowQA: Grasping Flow in History for Conversational Machine ComprehensionCode0
GL-CLeF: A Global-Local Contrastive Learning Framework for Cross-lingual Spoken Language UnderstandingCode0
Improving Slot Filling in Spoken Language Understanding with Joint Pointer and AttentionCode0
An Investigation of the Combination of Rehearsal and Knowledge Distillation in Continual Learning for Spoken Language UnderstandingCode0
Leveraging Cross-Lingual Transfer Learning in Spoken Named Entity Recognition SystemsCode0
Exploring the Limits of Natural Language Inference Based Setup for Few-Shot Intent DetectionCode0
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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