SOTAVerified

Spoken Language Understanding

Papers

Showing 476500 of 550 papers

TitleStatusHype
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
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