SOTAVerified

Spoken Language Understanding

Papers

Showing 5175 of 550 papers

TitleStatusHype
Mitigating the Impact of Speech Recognition Errors on Spoken Question Answering by Adversarial Domain AdaptationCode1
A Hierarchical Decoding Model For Spoken Language Understanding From Unaligned DataCode1
Spoken Language Understanding on the EdgeCode1
Snips Voice Platform: an embedded Spoken Language Understanding system for private-by-design voice interfacesCode1
Spoken SQuAD: A Study of Mitigating the Impact of Speech Recognition Errors on Listening ComprehensionCode1
"KAN you hear me?" Exploring Kolmogorov-Arnold Networks for Spoken Language UnderstandingCode0
ALAS: Measuring Latent Speech-Text Alignment For Spoken Language Understanding In Multimodal LLMs0
Exploring the Effect of Segmentation and Vocabulary Size on Speech Tokenization for Speech Language Models0
QUADS: QUAntized Distillation Framework for Efficient Speech Language UnderstandingCode0
Spoken Language Understanding on Unseen Tasks With In-Context Learning0
Measuring the Effect of Transcription Noise on Downstream Language Understanding TasksCode0
Joint Automatic Speech Recognition And Structure Learning For Better Speech UnderstandingCode0
Fleurs-SLU: A Massively Multilingual Benchmark for Spoken Language UnderstandingCode0
Improving Transducer-Based Spoken Language Understanding with Self-Conditioned CTC and Knowledge Transfer0
An Overview and Discussion of the Suitability of Existing Speech Datasets to Train Machine Learning Models for Collective Problem Solving0
A Survey on Speech Large Language Models0
Interventional Speech Noise Injection for ASR Generalizable Spoken Language Understanding0
Speech Recognition Rescoring with Large Speech-Text Foundation Models0
MultiMed: Multilingual Medical Speech Recognition via Attention Encoder DecoderCode0
Increasing faithfulness in human-human dialog summarization with Spoken Language Understanding tasks0
Clean Label Attacks against SLU Systems0
WHISMA: A Speech-LLM to Perform Zero-shot Spoken Language Understanding0
Out-of-distribution generalisation in spoken language understandingCode0
Performance Analysis of Speech Encoders for Low-Resource SLU and ASR in Tunisian DialectCode0
Prompting Whisper for QA-driven Zero-shot End-to-end Spoken Language Understanding0
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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