SOTAVerified

Spoken Language Understanding

Papers

Showing 201225 of 550 papers

TitleStatusHype
Feedback Attribution for Counterfactual Bandit Learning in Multi-Domain Spoken Language Understanding0
FANS: Fusing ASR and NLU for on-device SLU0
Intent Classification Using Pre-trained Language Agnostic Embeddings For Low Resource Languages0
Speech Summarization using Restricted Self-Attention0
Deciding Whether to Ask Clarifying Questions in Large-Scale Spoken Language Understanding0
What BERT Based Language Models Learn in Spoken Transcripts: An Empirical Study0
Towards Joint Intent Detection and Slot Filling via Higher-order Attention0
Multimodal Audio-textual Architecture for Robust Spoken Language Understanding0
Learning from Multiple Noisy Augmented Data Sets for Better Cross-Lingual Spoken Language Understanding0
A Context-Aware Hierarchical BERT Fusion Network for Multi-turn Dialog Act DetectionCode0
HAN: Higher-order Attention Network for Spoken Language Understanding0
Augmenting Slot Values and Contexts for Spoken Language Understanding with Pretrained ModelsCode0
Integrating Dialog History into End-to-End Spoken Language Understanding Systems0
An Effective Non-Autoregressive Model for Spoken Language Understanding0
Knowledge Distillation from BERT Transformer to Speech Transformer for Intent ClassificationCode1
Learning a Neural Diff for Speech Models0
面向中文口语理解的基于依赖引导的字特征槽填充模型(A Dependency-Guided Character-Based Slot Filling Model for Chinese Spoken Language Understanding)0
Combining semantic search and twin product classification for recognition of purchasable items in voice shopping0
A Joint and Domain-Adaptive Approach to Spoken Language Understanding0
Learning De-identified Representations of Prosody from Raw Audio0
What Helps Transformers Recognize Conversational Structure? Importance of Context, Punctuation, and Labels in Dialog Act RecognitionCode1
Unsupervised Spoken Utterance Classification0
Word-Free Spoken Language Understanding for Mandarin-Chinese0
On joint training with interfaces for spoken language understanding0
Rethinking End-to-End Evaluation of Decomposable Tasks: A Case Study on Spoken Language Understanding0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Finstreder (Conformer + AMT, character-based)Accuracy (%)99.8Unverified
2UniverSLUAccuracy (%)99.8Unverified
3Finstreder (Quartznet + AMT)Accuracy (%)99.7Unverified
4textual-kd-sluAccuracy (%)99.7Unverified
5Wav2Vec2.0-ClassifierAccuracy (%)99.7Unverified
6E2E SLP two-stepAccuracy (%)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