SOTAVerified

Spoken Language Understanding

Papers

Showing 451500 of 550 papers

TitleStatusHype
Robust Spoken Language Understanding via Paraphrasing0
Robust Spoken Language Understanding with RL-based Value Error Recovery0
Scaling Multi-Domain Dialogue State Tracking via Query Reformulation0
Semantic Complexity in End-to-End Spoken Language Understanding0
Semantic Distance: A New Metric for ASR Performance Analysis Towards Spoken Language Understanding0
Semantic enrichment towards efficient speech representations0
Semantic Kernels for Semantic Parsing0
Semantic parsing of speech using grammars learned with weak supervision0
Semantic-WER: A Unified Metric for the Evaluation of ASR Transcript for End Usability0
Sequence-Level Knowledge Distillation for Class-Incremental End-to-End Spoken Language Understanding0
Sequential Convolutional Neural Networks for Slot Filling in Spoken Language Understanding0
Sequential End-to-End Intent and Slot Label Classification and Localization0
Sequential Labeling for Tracking Dynamic Dialog States0
Similarity Measures for Quantifying Restrictive and Repetitive Behavior in Conversations of Autistic Children0
Simple, Fast, Accurate Intent Classification and Slot Labeling for Goal-Oriented Dialogue Systems0
Simulating ASR errors for training SLU systems0
Slot Tagging for Task Oriented Spoken Language Understanding in Human-to-Human Conversation Scenarios0
SLUE Phase-2: A Benchmark Suite of Diverse Spoken Language Understanding Tasks0
Small-Footprint Open-Vocabulary Keyword Spotting with Quantized LSTM Networks0
Sonos Voice Control Bias Assessment Dataset: A Methodology for Demographic Bias Assessment in Voice Assistants0
Source-Critical Reinforcement Learning for Transferring Spoken Language Understanding to a New Language0
Source Critical Reinforcement Learning for Transferring Spoken Language Understanding to a New Language0
Speech2Slot: An End-to-End Knowledge-based Slot Filling from Speech0
SpeechBERT: An Audio-and-text Jointly Learned Language Model for End-to-end Spoken Question Answering0
Speech-language Pre-training for End-to-end Spoken Language Understanding0
SpeechPrompt v2: Prompt Tuning for Speech Classification Tasks0
Graph-Based Semi-Supervised Conditional Random Fields For Spoken Language Understanding Using Unaligned DataCode0
Finstreder: Simple and fast Spoken Language Understanding with Finite State Transducers using modern Speech-to-Text modelsCode0
Confusion2vec 2.0: Enriching Ambiguous Spoken Language Representations with SubwordsCode0
Zero-Shot End-to-End Spoken Language Understanding via Cross-Modal Selective Self-TrainingCode0
Fast Intent Classification for Spoken Language UnderstandingCode0
Timers and Such: A Practical Benchmark for Spoken Language Understanding with NumbersCode0
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
CM-Net: A Novel Collaborative Memory Network for Spoken Language UnderstandingCode0
Neural Networks approaches focused on French Spoken Language Understanding: application to the MEDIA Evaluation TaskCode0
Learning ASR-Robust Contextualized Embeddings for Spoken Language UnderstandingCode0
New Semantic Task for the French Spoken Language Understanding MEDIA BenchmarkCode0
CAE: Mechanism to Diminish the Class Imbalanced in SLU Slot Filling TaskCode0
Robust Unstructured Knowledge Access in Conversational Dialogue with ASR ErrorsCode0
A Stack-Propagation Framework with Token-Level Intent Detection for Spoken Language UnderstandingCode0
Exploring the Limits of Natural Language Inference Based Setup for Few-Shot Intent DetectionCode0
An Investigation of the Combination of Rehearsal and Knowledge Distillation in Continual Learning for Spoken Language UnderstandingCode0
SDNet: Contextualized Attention-based Deep Network for Conversational Question AnsweringCode0
Speech Understanding on Tiny Devices with A Learning CacheCode0
Back Transcription as a Method for Evaluating Robustness of Natural Language Understanding Models to Speech Recognition ErrorsCode0
Leveraging Multilingual Self-Supervised Pretrained Models for Sequence-to-Sequence End-to-End Spoken Language UnderstandingCode0
A Unified Framework for Multi-intent Spoken Language Understanding with promptingCode0
GL-CLeF: A Global–Local Contrastive Learning Framework for Cross-lingual Spoken Language UnderstandingCode0
A Contrastive Learning Approach to Mitigate Bias in Speech ModelsCode0
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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