SOTAVerified

Spoken Language Understanding

Papers

Showing 101150 of 550 papers

TitleStatusHype
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
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
Few-Shot Spoken Language Understanding via Joint Speech-Text Models0
Improving End-to-End Speech Processing by Efficient Text Data Utilization with Latent Synthesis0
Continual Contrastive Spoken Language Understanding0
UniverSLU: Universal Spoken Language Understanding for Diverse Tasks with Natural Language Instructions0
I^2KD-SLU: An Intra-Inter Knowledge Distillation Framework for Zero-Shot Cross-Lingual Spoken Language Understanding0
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
Addressing the Blind Spots in Spoken Language Processing0
LaDA: Latent Dialogue Action For Zero-shot Cross-lingual Neural Network Language Modeling0
ReCoMIF: Reading comprehension based multi-source information fusion network for Chinese spoken language understandingCode0
Modality Confidence Aware Training for Robust End-to-End Spoken Language Understanding0
Integrating Pretrained ASR and LM to Perform Sequence Generation for Spoken Language Understanding0
Leveraging Cross-Lingual Transfer Learning in Spoken Named Entity Recognition SystemsCode0
Semantic enrichment towards efficient speech representations0
Multimodal Audio-textual Architecture for Robust Spoken Language Understanding0
Tensor decomposition for minimization of E2E SLU model toward on-device processing0
Inspecting Spoken Language Understanding from Kids for Basic Math Learning at Home0
Improving Textless Spoken Language Understanding with Discrete Units as Intermediate Target0
CIF-PT: Bridging Speech and Text Representations for Spoken Language Understanding via Continuous Integrate-and-Fire Pre-Training0
Sequence-Level Knowledge Distillation for Class-Incremental End-to-End Spoken Language Understanding0
Zero-Shot End-to-End Spoken Language Understanding via Cross-Modal Selective Self-TrainingCode0
Can ChatGPT Detect Intent? Evaluating Large Language Models for Spoken Language Understanding0
Exploring Speaker-Related Information in Spoken Language Understanding for Better Speaker Diarization0
Sentence Embedder Guided Utterance Encoder (SEGUE) for Spoken Language UnderstandingCode0
A Comparative Study on E-Branchformer vs Conformer in Speech Recognition, Translation, and Understanding TasksCode0
The Interpreter Understands Your Meaning: End-to-end Spoken Language Understanding Aided by Speech TranslationCode0
Fast Conformer with Linearly Scalable Attention for Efficient Speech Recognition0
End-to-end spoken language understanding using joint CTC loss and self-supervised, pretrained acoustic encoders0
The Pipeline System of ASR and NLU with MLM-based Data Augmentation toward STOP Low-resource Challenge0
A Study on the Integration of Pipeline and E2E SLU systems for Spoken Semantic Parsing toward STOP Quality Challenge0
Joint Modelling of Spoken Language Understanding Tasks with Integrated Dialog History0
Non-autoregressive End-to-end Approaches for Joint Automatic Speech Recognition and Spoken Language Understanding0
A Preliminary Evaluation of ChatGPT for Zero-shot Dialogue Understanding0
A Deep Learning System for Domain-specific Speech Recognition0
Improving the Intent Classification accuracy in Noisy Environment0
Adaptive Knowledge Distillation between Text and Speech Pre-trained Models0
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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