SOTAVerified

Spoken Language Understanding

Papers

Showing 151200 of 550 papers

TitleStatusHype
Vers la compréhension automatique de la parole bout-en-bout à moindre effort0
STOP: A dataset for Spoken Task Oriented Semantic ParsingCode0
Finstreder: Simple and fast Spoken Language Understanding with Finite State Transducers using modern Speech-to-Text modelsCode0
Bottleneck Low-rank Transformers for Low-resource Spoken Language Understanding0
Meta Auxiliary Learning for Low-resource Spoken Language Understanding0
Capture Salient Historical Information: A Fast and Accurate Non-Autoregressive Model for Multi-turn Spoken Language Understanding0
Low Resource Pipeline for Spoken Language Understanding via Weak Supervision0
The Spoken Language Understanding MEDIA Benchmark Dataset in the Era of Deep Learning: data updates, training and evaluation tools0
Impact Analysis of the Use of Speech and Language Models Pretrained by Self-Supersivion for Spoken Language Understanding0
On Building Spoken Language Understanding Systems for Low Resourced Languages0
A neural prosody encoder for end-ro-end dialogue act classification0
Label-aware Multi-level Contrastive Learning for Cross-lingual Spoken Language Understanding0
Contrastive Learning for Improving ASR Robustness in Spoken Language UnderstandingCode1
GL-CLeF: A Global–Local Contrastive Learning Framework for Cross-lingual Spoken Language UnderstandingCode0
Distributionally Robust Finetuning BERT for Covariate Drift in Spoken Language Understanding0
MTL-SLT: Multi-Task Learning for Spoken Language Tasks0
End-to-end Spoken Conversational Question Answering: Task, Dataset and Model0
WaBERT: A Low-resource End-to-end Model for Spoken Language Understanding and Speech-to-BERT Alignment0
Blockwise Streaming Transformer for Spoken Language Understanding and Simultaneous Speech Translation0
GL-CLeF: A Global-Local Contrastive Learning Framework for Cross-lingual Spoken Language UnderstandingCode0
Building an ASR Error Robust Spoken Virtual Patient System in a Highly Class-Imbalanced Scenario Without Speech Data0
Tokenwise Contrastive Pretraining for Finer Speech-to-BERT Alignment in End-to-End Speech-to-Intent Systems0
Towards End-to-End Integration of Dialog History for Improved Spoken Language Understanding0
A Study of Different Ways to Use The Conformer Model For Spoken Language Understanding0
Three-Module Modeling For End-to-End Spoken Language Understanding Using Pre-trained DNN-HMM-Based Acoustic-Phonetic Model0
Deliberation Model for On-Device Spoken Language Understanding0
End-to-end model for named entity recognition from speech without paired training data0
Multi-task RNN-T with Semantic Decoder for Streamable Spoken Language Understanding0
WAVPROMPT: Towards Few-Shot Spoken Language Understanding with Frozen Language ModelsCode1
Building Robust Spoken Language Understanding by Cross Attention between Phoneme Sequence and ASR Hypothesis0
Towards Reducing the Need for Speech Training Data To Build Spoken Language Understanding Systems0
Knowledge Augmented BERT Mutual Network in Multi-turn Spoken Dialogues0
AISHELL-NER: Named Entity Recognition from Chinese SpeechCode1
Improving End-to-End Models for Set Prediction in Spoken Language Understanding0
Dialog Intent Induction via Density-based Deep Clustering Ensemble0
Text is no more Enough! A Benchmark for Profile-based Spoken Language UnderstandingCode1
Exploring the Limits of Natural Language Inference Based Setup for Few-Shot Intent DetectionCode0
On the Use of External Data for Spoken Named Entity RecognitionCode0
Attentive Contextual Carryover for Multi-Turn End-to-End Spoken Language Understanding0
Training data reduction for multilingual Spoken Language Understanding systems0
ESPnet-SLU: Advancing Spoken Language Understanding through ESPnetCode1
Do We Still Need Automatic Speech Recognition for Spoken Language Understanding?0
SLUE: New Benchmark Tasks for Spoken Language Understanding Evaluation on Natural SpeechCode1
Lattention: Lattice-attention in ASR rescoring0
A Graph-to-Sequence Model for Joint Intent Detection and Slot Filling in Task-Oriented Dialogue Systems0
Inducing Global and Local Knowledge Attention in Multi-turn Dialog Understanding0
On Spoken Language Understanding Systems for Low Resourced Languages0
A Fine-tuned Wav2vec 2.0/HuBERT Benchmark For Speech Emotion Recognition, Speaker Verification and Spoken Language Understanding0
What BERT Based Language Model Learns in Spoken Transcripts: An Empirical Study0
A Label-Aware BERT Attention Network for Zero-Shot Multi-Intent Detection in Spoken Language UnderstandingCode1
Show:102550
← PrevPage 4 of 11Next →

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