SOTAVerified

Spoken Language Understanding

Papers

Showing 201–225 of 550 papers

TitleStatusHype
Feedback Attribution for Counterfactual Bandit Learning in Multi-Domain Spoken Language Understanding—0
FANS: Fusing ASR and NLU for on-device SLU—0
Intent Classification Using Pre-trained Language Agnostic Embeddings For Low Resource Languages—0
Speech Summarization using Restricted Self-Attention—0
Deciding Whether to Ask Clarifying Questions in Large-Scale Spoken Language Understanding—0
What BERT Based Language Models Learn in Spoken Transcripts: An Empirical Study—0
Towards Joint Intent Detection and Slot Filling via Higher-order Attention—0
Multimodal Audio-textual Architecture for Robust Spoken Language Understanding—0
Learning from Multiple Noisy Augmented Data Sets for Better Cross-Lingual Spoken Language Understanding—0
A Context-Aware Hierarchical BERT Fusion Network for Multi-turn Dialog Act DetectionCode0
HAN: Higher-order Attention Network for Spoken Language Understanding—0
Augmenting Slot Values and Contexts for Spoken Language Understanding with Pretrained ModelsCode0
Integrating Dialog History into End-to-End Spoken Language Understanding Systems—0
An Effective Non-Autoregressive Model for Spoken Language Understanding—0
Knowledge Distillation from BERT Transformer to Speech Transformer for Intent ClassificationCode1
Learning a Neural Diff for Speech Models—0
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 shopping—0
A Joint and Domain-Adaptive Approach to Spoken Language Understanding—0
Learning De-identified Representations of Prosody from Raw Audio—0
What Helps Transformers Recognize Conversational Structure? Importance of Context, Punctuation, and Labels in Dialog Act RecognitionCode1
Unsupervised Spoken Utterance Classification—0
Word-Free Spoken Language Understanding for Mandarin-Chinese—0
On joint training with interfaces for spoken language understanding—0
Rethinking End-to-End Evaluation of Decomposable Tasks: A Case Study on Spoken Language Understanding—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Finstreder (Conformer + AMT, character-based)Accuracy (%)99.8—Unverified
2UniverSLUAccuracy (%)99.8—Unverified
3E2E SLP two-stepAccuracy (%)99.7—Unverified
4textual-kd-sluAccuracy (%)99.7—Unverified
5Wav2Vec2.0-ClassifierAccuracy (%)99.7—Unverified
6Finstreder (Quartznet + AMT)Accuracy (%)99.7—Unverified
7Wav2vec 2.0 SSLAccuracy (%)99.6—Unverified
8Finstreder (Conformer)Accuracy (%)99.5—Unverified
9AT-ATAccuracy (%)99.5—Unverified
10BERT, AC PretrainingAccuracy (%)99.4—Unverified
#ModelMetricClaimedVerifiedStatus
1Finstreder (Conformer, character-based)Accuracy (%)89—Unverified
2Finstreder (Conformer)Accuracy (%)88—Unverified
3AT-ATAccuracy (%)84.9—Unverified
4Finstreder (Quartznet)Accuracy (%)84.8—Unverified
5SnipsAccuracy (%)84.2—Unverified
6GoogleAccuracy (%)79.3—Unverified
7Real + syntheticAccuracy (%)71.4—Unverified
#ModelMetricClaimedVerifiedStatus
1Finstreder (Conformer, character-based)Accuracy-EN (%)87.9—Unverified
2Finstreder (Conformer)Accuracy-EN (%)80.4—Unverified
3Finstreder (Quartznet)Accuracy-EN (%)77.6—Unverified
4SnipsAccuracy-EN (%)68.7—Unverified
5GoogleAccuracy-EN (%)47.8—Unverified
#ModelMetricClaimedVerifiedStatus
1ALBERTF1 score77.1—Unverified
2SpeechBERTF1 score71.75—Unverified
3QANet + GANF1 score63.11—Unverified
4BaselineF1 score58.71—Unverified
#ModelMetricClaimedVerifiedStatus
1Finstreder (Conformer)Accuracy (%)95.4—Unverified
2Finstreder (Quartznet)Accuracy (%)90—Unverified
3BaselineAccuracy (%)81.6—Unverified