SOTAVerified

Spoken Language Understanding

Papers

Showing 101150 of 550 papers

TitleStatusHype
Sequential Dialogue Context Modeling for Spoken Language UnderstandingCode0
"KAN you hear me?" Exploring Kolmogorov-Arnold Networks for Spoken Language UnderstandingCode0
Learning ASR-Robust Contextualized Embeddings for Spoken Language UnderstandingCode0
Text Matters but Speech Influences: A Computational Analysis of Syntactic Ambiguity ResolutionCode0
Incorporating Instructional Prompts into a Unified Generative Framework for Joint Multiple Intent Detection and Slot FillingCode0
ISO-Standard Domain-Independent Dialogue Act Tagging for Conversational AgentsCode0
HIT-SCIR at MMNLU-22: Consistency Regularization for Multilingual Spoken Language UnderstandingCode0
A Contrastive Learning Approach to Mitigate Bias in Speech ModelsCode0
Graph-Based Semi-Supervised Conditional Random Fields For Spoken Language Understanding Using Unaligned DataCode0
Improving Slot Filling in Spoken Language Understanding with Joint Pointer and AttentionCode0
Joint Automatic Speech Recognition And Structure Learning For Better Speech UnderstandingCode0
The Interpreter Understands Your Meaning: End-to-end Spoken Language Understanding Aided by Speech TranslationCode0
FlowQA: Grasping Flow in History for Conversational Machine ComprehensionCode0
Towards end-to-end spoken language understandingCode0
Uni-MIS: United Multiple Intent Spoken Language Understanding via Multi-View Intent-Slot InteractionCode0
Fast Intent Classification for Spoken Language UnderstandingCode0
From Masked Language Modeling to Translation: Non-English Auxiliary Tasks Improve Zero-shot Spoken Language UnderstandingCode0
An Investigation of the Combination of Rehearsal and Knowledge Distillation in Continual Learning for Spoken Language UnderstandingCode0
Explaining Speech Classification Models via Word-Level Audio Segments and Paralinguistic FeaturesCode0
A dataset for resolving referring expressions in spoken dialogue via contextual query rewrites (CQR)Code0
Exploring the Limits of Natural Language Inference Based Setup for Few-Shot Intent DetectionCode0
Fully Statistical Neural Belief TrackingCode0
A Stack-Propagation Framework with Token-Level Intent Detection for Spoken Language UnderstandingCode0
Energy-based Self-attentive Learning of Abstractive Communities for Spoken Language UnderstandingCode0
ESPnet-SE++: Speech Enhancement for Robust Speech Recognition, Translation, and UnderstandingCode0
Fleurs-SLU: A Massively Multilingual Benchmark for Spoken Language UnderstandingCode0
Dynamic Time-Aware Attention to Speaker Roles and Contexts for Spoken Language UnderstandingCode0
Effectiveness of Text, Acoustic, and Lattice-based representations in Spoken Language Understanding tasksCode0
Discourse-Wizard: Discovering Deep Discourse Structure in your Conversation with RNNsCode0
A Context-Aware Hierarchical BERT Fusion Network for Multi-turn Dialog Act DetectionCode0
Do Large Language Model Understand Multi-Intent Spoken Language ?Code0
End-to-end Spoken Language Understanding with Tree-constrained Pointer GeneratorCode0
Effective Slot Filling via Weakly-Supervised Dual-Model LearningCode0
EDA: Enriching Emotional Dialogue Acts using an Ensemble of Neural AnnotatorsCode0
A BiRGAT Model for Multi-intent Spoken Language Understanding with Hierarchical Semantic FramesCode0
GL-CLeF: A Global-Local Contrastive Learning Framework for Cross-lingual Spoken Language UnderstandingCode0
Corpus Generation for Voice Command in Smart Home and the Effect of Speech Synthesis on End-to-End SLU0
A Simultaneous Recognition Framework for the Spoken Language Understanding Module of Intelligent Personal Assistant Software on Smart Phones0
Continuously Predicting and Processing Barge-in During a Live Spoken Dialogue Task0
A Simulation-based Framework for Spoken Language Understanding and Action Selection in Situated Interaction0
Continual Learning Long Short Term Memory0
Continual Contrastive Spoken Language Understanding0
A Simple and Generic Belief Tracking Mechanism for the Dialog State Tracking Challenge: On the believability of observed information0
Contextual Domain Classification with Temporal Representations0
A Self-Attentive Model with Gate Mechanism for Spoken Language Understanding0
A Joint Model for Discovery of Aspects in Utterances0
Compositional Language Modeling for Icon-Based Augmentative and Alternative Communication0
Compositional Generalization in Spoken Language Understanding0
A Self-Attention Joint Model for Spoken Language Understanding in Situational Dialog Applications0
Comparative Error Analysis of Dialog State Tracking0
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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