SOTAVerified

Spoken Language Understanding

Papers

Showing 526550 of 550 papers

TitleStatusHype
Slot-Gated Modeling for Joint Slot Filling and Intent PredictionCode0
Text Matters but Speech Influences: A Computational Analysis of Syntactic Ambiguity ResolutionCode0
Pro-HAN: A Heterogeneous Graph Attention Network for Profile-Based Spoken Language UnderstandingCode0
Audio-Linguistic Embeddings for Spoken SentencesCode0
ISO-Standard Domain-Independent Dialogue Act Tagging for Conversational AgentsCode0
Fully Statistical Neural Belief TrackingCode0
QUADS: QUAntized Distillation Framework for Efficient Speech Language UnderstandingCode0
Joint Automatic Speech Recognition And Structure Learning For Better Speech UnderstandingCode0
Decay-Function-Free Time-Aware Attention to Context and Speaker Indicator for Spoken Language UnderstandingCode0
A dataset for resolving referring expressions in spoken dialogue via contextual query rewrites (CQR)Code0
From Masked Language Modeling to Translation: Non-English Auxiliary Tasks Improve Zero-shot Spoken Language UnderstandingCode0
Data Augmentation with Atomic Templates for Spoken Language UnderstandingCode0
ReCoMIF: Reading comprehension based multi-source information fusion network for Chinese spoken language understandingCode0
FlowQA: Grasping Flow in History for Conversational Machine ComprehensionCode0
Recurrent Neural Networks with Pre-trained Language Model Embedding for Slot Filling TaskCode0
Textual Supervision for Visually Grounded Spoken Language UnderstandingCode0
Contrastive and Consistency Learning for Neural Noisy-Channel Model in Spoken Language UnderstandingCode0
Unsupervised Transfer Learning for Spoken Language Understanding in Intelligent AgentsCode0
A BiRGAT Model for Multi-intent Spoken Language Understanding with Hierarchical Semantic FramesCode0
"KAN you hear me?" Exploring Kolmogorov-Arnold Networks for Spoken Language UnderstandingCode0
Towards end-to-end spoken language understandingCode0
Effective Slot Filling via Weakly-Supervised Dual-Model LearningCode0
Fleurs-SLU: A Massively Multilingual Benchmark for Spoken Language UnderstandingCode0
Effectiveness of Text, Acoustic, and Lattice-based representations in Spoken Language Understanding tasksCode0
Energy-based Self-attentive Learning of Abstractive Communities for Spoken Language UnderstandingCode0
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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