SOTAVerified

Spoken Language Understanding

Papers

Showing 51100 of 550 papers

TitleStatusHype
SPLAT: Speech-Language Joint Pre-Training for Spoken Language UnderstandingCode1
RETQA: A Large-Scale Open-Domain Tabular Question Answering Dataset for Real Estate SectorCode1
ESPnet-SLU: Advancing Spoken Language Understanding through ESPnetCode1
A Survey on Spoken Language Understanding: Recent Advances and New FrontiersCode1
SLURP: A Spoken Language Understanding Resource PackageCode1
A Simulation-based Framework for Spoken Language Understanding and Action Selection in Situated Interaction0
A Simple and Generic Belief Tracking Mechanism for the Dialog State Tracking Challenge: On the believability of observed information0
A Self-Attentive Model with Gate Mechanism for Spoken Language Understanding0
A Joint Model for Discovery of Aspects in Utterances0
Combining Word Feature Vector Method with the Convolutional Neural Network for Slot Filling in Spoken Language Understanding0
A Self-Attention Joint Model for Spoken Language Understanding in Situational Dialog Applications0
A Simultaneous Recognition Framework for the Spoken Language Understanding Module of Intelligent Personal Assistant Software on Smart Phones0
A Scope Sensitive and Result Attentive Model for Multi-Intent Spoken Language Understanding0
A Joint Learning Framework With BERT for Spoken Language Understanding0
A Scalable Neural Shortlisting-Reranking Approach for Large-Scale Domain Classification in Natural Language Understanding0
A Robust Semantic Frame Parsing Pipeline on a New Complex Twitter Dataset0
A Joint and Domain-Adaptive Approach to Spoken Language Understanding0
A Data Efficient End-To-End Spoken Language Understanding Architecture0
Compact Lexicon Selection with Spectral Methods0
A Result based Portable Framework for Spoken Language Understanding0
A Progressive Model to Enable Continual Learning for Semantic Slot Filling0
A Preliminary Evaluation of ChatGPT for Zero-shot Dialogue Understanding0
Applications of Lexicographic Semirings to Problems in Speech and Language Processing0
A Hybrid Approach to Scalable and Robust Spoken Language Understanding in Enterprise Virtual Agents0
Adaptive Knowledge Distillation between Text and Speech Pre-trained Models0
A Parameterized and Annotated Spoken Dialog Corpus of the CMU Let's Go Bus Information System0
An Overview and Discussion of the Suitability of Existing Speech Datasets to Train Machine Learning Models for Collective Problem Solving0
A Comparative Study of Weighting Schemes for the Interpretation of Spoken Referring Expressions0
A New Concept of Deep Reinforcement Learning based Augmented General Tagging System0
Blockwise Streaming Transformer for Spoken Language Understanding and Simultaneous Speech Translation0
A Graph-to-Sequence Model for Joint Intent Detection and Slot Filling in Task-Oriented Dialogue Systems0
Co-guiding for Multi-intent Spoken Language Understanding0
Combining semantic search and twin product classification for recognition of purchasable items in voice shopping0
Comparative Error Analysis of Dialog State Tracking0
A neural prosody encoder for end-ro-end dialogue act classification0
An End-to-end Approach for Handling Unknown Slot Values in Dialogue State Tracking0
Agent-Aware Dropout DQN for Safe and Efficient On-line Dialogue Policy Learning0
An Empirical Study of Automatic Chinese Word Segmentation for Spoken Language Understanding and Named Entity Recognition0
Avaya Conversational Intelligence: A Real-Time System for Spoken Language Understanding in Human-Human Call Center Conversations0
A Fine-tuned Wav2vec 2.0/HuBERT Benchmark For Speech Emotion Recognition, Speaker Verification and Spoken Language Understanding0
Benchmarking Transformers-based models on French Spoken Language Understanding tasks0
BERT Meets CTC: New Formulation of End-to-End Speech Recognition with Pre-trained Masked Language Model0
Biber Redux: Reconsidering Dimensions of Variation in American English0
Bidirectional Representations for Low Resource Spoken Language Understanding0
Automatic Token and Turn Level Language Identification for Code-Switched Text Dialog: An Analysis Across Language Pairs and Corpora0
Automatic Data Expansion for Customer-care Spoken Language Understanding0
An Efficient Approach to Encoding Context for Spoken Language Understanding0
Bottleneck Low-rank Transformers for Low-resource Spoken Language Understanding0
Adapting a FrameNet Semantic Parser for Spoken Language Understanding Using Adversarial Learning0
Capture Salient Historical Information: A Fast and Accurate Non-Autoregressive Model for Multi-turn Spoken Language Understanding0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Finstreder (Conformer + AMT, character-based)Accuracy (%)99.8Unverified
2UniverSLUAccuracy (%)99.8Unverified
3Finstreder (Quartznet + AMT)Accuracy (%)99.7Unverified
4textual-kd-sluAccuracy (%)99.7Unverified
5Wav2Vec2.0-ClassifierAccuracy (%)99.7Unverified
6E2E SLP two-stepAccuracy (%)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