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 Joint Multiple Intent Detection and Slot Filling with Supervised Contrastive Learning and Self-Distillation Aug 28, 2023 Contrastive Learning Intent Detection
Code Code Available 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 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 VisKoP: Visual Knowledge oriented Programming for Interactive Knowledge Base Question Answering Jul 6, 2023 Knowledge Base Question Answering Program induction
— Unverified Knowledge-Aware Audio-Grounded Generative Slot Filling for Limited Annotated Data Jul 4, 2023 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Feature Representation Learning for NL2SQL Generation Based on Coupling and Decoupling Jun 30, 2023 Feature Correlation Multi-Task Learning
— Unverified Improved NL2SQL based on Multi-layer Expert Network Jun 30, 2023 Classification Natural Language Queries
— 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 Search-in-the-Chain: Interactively Enhancing Large Language Models with Search for Knowledge-intensive Tasks Apr 28, 2023 Fact Checking Information Retrieval
Code Code Available Zero-Shot Slot and Intent Detection in Low-Resource Languages Apr 26, 2023 Decoder Intent Detection
— Unverified Efficient Sequence Transduction by Jointly Predicting Tokens and Durations Apr 13, 2023 Intent Classification Intent Classification and Slot Filling
Code Code Available 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 CTRAN: CNN-Transformer-based Network for Natural Language Understanding Mar 19, 2023 Decoder Intent Detection
Code Code Available Matching-based Term Semantics Pre-training for Spoken Patient Query Understanding Mar 2, 2023 slot-filling Slot Filling
Code Code Available A Persian Benchmark for Joint Intent Detection and Slot Filling Mar 1, 2023 Intent Detection Natural Language Understanding
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 