SOTAVerified

Spoken Language Understanding

Papers

Showing 5175 of 550 papers

TitleStatusHype
Pro-HAN: A Heterogeneous Graph Attention Network for Profile-Based Spoken Language UnderstandingCode0
Learning Semantic Information from Raw Audio Signal Using Both Contextual and Phonetic Representations0
Towards ASR Robust Spoken Language Understanding Through In-Context Learning With Word Confusion Networks0
Compositional Generalization in Spoken Language Understanding0
Generative Context-aware Fine-tuning of Self-supervised Speech Models0
Creating Spoken Dialog Systems in Ultra-Low Resourced Settings0
Speech Understanding on Tiny Devices with A Learning CacheCode0
Co-guiding for Multi-intent Spoken Language Understanding0
ML-LMCL: Mutual Learning and Large-Margin Contrastive Learning for Improving ASR Robustness in Spoken Language Understanding0
Improving fairness for spoken language understanding in atypical speech with Text-to-SpeechCode1
Generalized zero-shot audio-to-intent classification0
Back Transcription as a Method for Evaluating Robustness of Natural Language Understanding Models to Speech Recognition ErrorsCode0
Toward Joint Language Modeling for Speech Units and Text0
Leveraging Multilingual Self-Supervised Pretrained Models for Sequence-to-Sequence End-to-End Spoken Language UnderstandingCode0
Improving End-to-End Speech Processing by Efficient Text Data Utilization with Latent Synthesis0
Few-Shot Spoken Language Understanding via Joint Speech-Text Models0
LauraGPT: Listen, Attend, Understand, and Regenerate Audio with GPTCode2
Continual Contrastive Spoken Language Understanding0
I^2KD-SLU: An Intra-Inter Knowledge Distillation Framework for Zero-Shot Cross-Lingual Spoken Language Understanding0
UniverSLU: Universal Spoken Language Understanding for Diverse Tasks with Natural Language Instructions0
Exploring Speech Recognition, Translation, and Understanding with Discrete Speech Units: A Comparative Study0
Improving Speaker Diarization using Semantic Information: Joint Pairwise Constraints Propagation0
Augmenting text for spoken language understanding with Large Language Models0
Explaining Speech Classification Models via Word-Level Audio Segments and Paralinguistic FeaturesCode0
Leveraging Large Language Models for Exploiting ASR Uncertainty0
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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