Leveraging Multilingual Self-Supervised Pretrained Models for Sequence-to-Sequence End-to-End Spoken Language Understanding Oct 9, 2023 slot-filling Slot Filling
Code Code Available Improving End-to-End Speech Processing by Efficient Text Data Utilization with Latent Synthesis Oct 9, 2023 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Towards Robust and Generalizable Training: An Empirical Study of Noisy Slot Filling for Input Perturbations Oct 5, 2023 slot-filling Slot Filling
Code Code Available I^2KD-SLU: An Intra-Inter Knowledge Distillation Framework for Zero-Shot Cross-Lingual Spoken Language Understanding Oct 4, 2023 Intent Detection Knowledge Distillation
— Unverified Prompting and Adapter Tuning for Self-supervised Encoder-Decoder Speech Model Oct 4, 2023 Cross-Lingual ASR Decoder
— Unverified Explainable and Accurate Natural Language Understanding for Voice Assistants and Beyond Sep 25, 2023 General Classification Intent Detection
— Unverified Continual Learning with Dirichlet Generative-based Rehearsal Sep 13, 2023 Continual Learning Incremental Learning
— Unverified Introducing "Forecast Utterance" for Conversational Data Science Sep 7, 2023 Prediction Question Answering
— Unverified Task Conditioned BERT for Joint Intent Detection and Slot-filling Aug 11, 2023 Intent Detection slot-filling
— Unverified Slot Induction via Pre-trained Language Model Probing and Multi-level Contrastive Learning Aug 9, 2023 Contrastive Learning Intent Detection
Code Code Available LaDA: Latent Dialogue Action For Zero-shot Cross-lingual Neural Network Language Modeling Aug 5, 2023 Intent Detection Language Modeling
— Unverified ReCoMIF: Reading comprehension based multi-source information fusion network for Chinese spoken language understanding Aug 1, 2023 Intent Detection Multiple-choice
Code Code Available Leveraging Pretrained ASR Encoders for Effective and Efficient End-to-End Speech Intent Classification and Slot Filling Jul 13, 2023 intent-classification Intent Classification
— Unverified VisKoP: Visual Knowledge oriented Programming for Interactive Knowledge Base Question Answering Jul 6, 2023 Knowledge Base Question Answering Program induction
— Unverified Generative Zero-Shot Prompt Learning for Cross-Domain Slot Filling with Inverse Prompting Jul 6, 2023 Prompt Learning slot-filling
Code Code Available Extracting Multi-valued Relations from Language Models Jul 6, 2023 Relation slot-filling
Code Code Available Knowledge-Aware Audio-Grounded Generative Slot Filling for Limited Annotated Data Jul 4, 2023 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Improved NL2SQL based on Multi-layer Expert Network Jun 30, 2023 Classification Natural Language Queries
— Unverified Feature Representation Learning for NL2SQL Generation Based on Coupling and Decoupling Jun 30, 2023 Feature Correlation Multi-Task Learning
— Unverified Enhancing Low Resource NER Using Assisting Language And Transfer Learning Jun 10, 2023 named-entity-recognition Named Entity Recognition
— Unverified Tri-level Joint Natural Language Understanding for Multi-turn Conversational Datasets May 28, 2023 Intent Detection Natural Language Understanding
Code Code Available CIF-PT: Bridging Speech and Text Representations for Spoken Language Understanding via Continuous Integrate-and-Fire Pre-Training May 27, 2023 intent-classification Intent Classification
— Unverified Complex Mathematical Symbol Definition Structures: A Dataset and Model for Coordination Resolution in Definition Extraction May 24, 2023 Definition Extraction Math
Code Code Available TaDSE: Template-aware Dialogue Sentence Embeddings May 23, 2023 Contrastive Learning intent-classification
— Unverified Can ChatGPT Detect Intent? Evaluating Large Language Models for Spoken Language Understanding May 22, 2023 GPU In-Context Learning
— Unverified Generalized Multiple Intent Conditioned Slot Filling May 18, 2023 Intent Detection Language Modeling
— Unverified Zero-Shot Slot and Intent Detection in Low-Resource Languages Apr 26, 2023 Decoder Intent Detection
— Unverified A Preliminary Evaluation of ChatGPT for Zero-shot Dialogue Understanding Apr 9, 2023 Dialogue State Tracking Dialogue Understanding
— Unverified Efficiently Aligned Cross-Lingual Transfer Learning for Conversational Tasks using Prompt-Tuning Apr 3, 2023 Cross-Lingual Transfer intent-classification
Code Code Available Toward Open-domain Slot Filling via Self-supervised Co-training Mar 24, 2023 Language Modelling slot-filling
— Unverified Matching-based Term Semantics Pre-training for Spoken Patient Query Understanding Mar 2, 2023 slot-filling Slot Filling
Code Code Available Revisit Out-Of-Vocabulary Problem for Slot Filling: A Unified Contrastive Frameword with Multi-level Data Augmentations Feb 27, 2023 Contrastive Learning slot-filling
— Unverified Can discrete information extraction prompts generalize across language models? Feb 20, 2023 Language Modeling Language Modelling
Code Code Available Uncertainty-aware Self-training for Low-resource Neural Sequence Labeling Feb 17, 2023 named-entity-recognition Named Entity Recognition
— Unverified HIT-SCIR at MMNLU-22: Consistency Regularization for Multilingual Spoken Language Understanding Jan 5, 2023 Data Augmentation Intent Detection
Code Code Available How Does Beam Search improve Span-Level Confidence Estimation in Generative Sequence Labeling? Dec 21, 2022 slot-filling Slot Filling
— Unverified Spoken Language Understanding for Conversational AI: Recent Advances and Future Direction Dec 21, 2022 Deep Learning intent-classification
— Unverified Can Current Task-oriented Dialogue Models Automate Real-world Scenarios in the Wild? Dec 20, 2022 Language Modeling Language Modelling
— Unverified The Massively Multilingual Natural Language Understanding 2022 (MMNLU-22) Workshop and Competition Dec 13, 2022 intent-classification Intent Classification
— Unverified Punctuation Restoration for Singaporean Spoken Languages: English, Malay, and Mandarin Dec 10, 2022 Language Modelling Punctuation Restoration
Code Code Available Enhancing Joint Multiple Intent Detection and Slot Filling with Global Intent-Slot Co-occurrence Dec 1, 2022 Graph Neural Network Intent Detection
Code Code Available ESIE-BERT: Enriching Sub-words Information Explicitly with BERT for Joint Intent Classification and SlotFilling Nov 27, 2022 intent-classification Intent Classification
— Unverified A Scope Sensitive and Result Attentive Model for Multi-Intent Spoken Language Understanding Nov 22, 2022 Intent Detection Semantic Frame Parsing
— Unverified Introducing Semantics into Speech Encoders Nov 15, 2022 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified In-game Toxic Language Detection: Shared Task and Attention Residuals Nov 11, 2022 slot-filling Slot Filling
Code Code Available A Dynamic Graph Interactive Framework with Label-Semantic Injection for Spoken Language Understanding Nov 8, 2022 Intent Detection Semantic Frame Parsing
— Unverified End-to-end Spoken Language Understanding with Tree-constrained Pointer Generator Oct 29, 2022 intent-classification Intent Classification
Code Code Available Augmenting Task-Oriented Dialogue Systems with Relation Extraction Oct 24, 2022 intent-classification Intent Classification
— Unverified Shift-Reduce Task-Oriented Semantic Parsing with Stack-Transformers Oct 21, 2022 Constituency Parsing Semantic Parsing
Code Code Available Explainable Slot Type Attentions to Improve Joint Intent Detection and Slot Filling Oct 19, 2022 Intent Detection Natural Language Understanding
— Unverified 