SOTAVerified

Spoken Language Understanding

Papers

Showing 326350 of 550 papers

TitleStatusHype
Small-Footprint Open-Vocabulary Keyword Spotting with Quantized LSTM Networks0
A Data Efficient End-To-End Spoken Language Understanding Architecture0
Dialogue history integration into end-to-end signal-to-concept spoken language understanding systems0
Pre-Training for Query Rewriting in A Spoken Language Understanding System0
Improving Spoken Language Understanding By Exploiting ASR N-best Hypotheses0
Fast Intent Classification for Spoken Language UnderstandingCode0
EDA: Enriching Emotional Dialogue Acts using an Ensemble of Neural AnnotatorsCode0
A Joint Learning Framework With BERT for Spoken Language Understanding0
Improving Slot Filling by Utilizing Contextual Information0
Slot Tagging for Task Oriented Spoken Language Understanding in Human-to-Human Conversation Scenarios0
A Progressive Model to Enable Continual Learning for Semantic Slot Filling0
Cross-lingual Transfer Learning with Data Selection for Large-Scale Spoken Language Understanding0
Modeling Inter-Speaker Relationship in XLNet for Contextual Spoken Language Understanding0
SpeechBERT: An Audio-and-text Jointly Learned Language Model for End-to-end Spoken Question Answering0
RNN based Incremental Online Spoken Language Understanding0
Using Speech Synthesis to Train End-to-End Spoken Language Understanding ModelsCode2
Text Matters but Speech Influences: A Computational Analysis of Syntactic Ambiguity ResolutionCode0
Joint Learning of Word and Label Embeddings for Sequence Labelling in Spoken Language Understanding0
Iterative Delexicalization for Improved Spoken Language Understanding0
Adapting a FrameNet Semantic Parser for Spoken Language Understanding Using Adversarial Learning0
Incremental processing of noisy user utterances in the spoken language understanding task0
Recent Advances in End-to-End Spoken Language Understanding0
Understanding Semantics from Speech Through Pre-training0
Learning ASR-Robust Contextualized Embeddings for Spoken Language UnderstandingCode0
CM-Net: A Novel Collaborative Memory Network for Spoken Language UnderstandingCode0
Show:102550
← PrevPage 14 of 22Next →

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