CTRAN: CNN-Transformer-based Network for Natural Language Understanding Mar 19, 2023 Decoder Intent Detection
Code Code Available A Hybrid Architecture for Out of Domain Intent Detection and Intent Discovery Mar 7, 2023 Clustering Dimensionality Reduction
Code Code Available QAID: Question Answering Inspired Few-shot Intent Detection Mar 2, 2023 Intent Detection Question Answering
— Unverified A Persian Benchmark for Joint Intent Detection and Slot Filling Mar 1, 2023 Intent Detection Natural Language Understanding
Code Code Available Selective In-Context Data Augmentation for Intent Detection using Pointwise V-Information Feb 10, 2023 Data Augmentation Intent Detection
— Unverified Gaze-based intention estimation: principles, methodologies, and applications in HRI Feb 9, 2023 Intent Detection Intent Recognition
— Unverified Multi-Tenant Optimization For Few-Shot Task-Oriented FAQ Retrieval Jan 25, 2023 Intent Detection Retrieval
Code Code Available HIT-SCIR at MMNLU-22: Consistency Regularization for Multilingual Spoken Language Understanding Jan 5, 2023 Data Augmentation Intent Detection
Code Code Available Discovering Customer-Service Dialog System with Semi-Supervised Learning and Coarse-to-Fine Intent Detection Dec 23, 2022 Intent Detection
— Unverified Spoken Language Understanding for Conversational AI: Recent Advances and Future Direction Dec 21, 2022 Deep Learning intent-classification
— Unverified MULTI3NLU++: A Multilingual, Multi-Intent, Multi-Domain Dataset for Natural Language Understanding in Task-Oriented Dialogue Dec 20, 2022 Intent Detection Machine Translation
— Unverified Effectiveness of Text, Acoustic, and Lattice-based representations in Spoken Language Understanding tasks Dec 16, 2022 Automatic Speech Recognition Automatic Speech Recognition (ASR)
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 Learning to Select from Multiple Options Dec 1, 2022 Entity Typing Intent Detection
Code Code Available A Scope Sensitive and Result Attentive Model for Multi-Intent Spoken Language Understanding Nov 22, 2022 Intent Detection Semantic Frame Parsing
— Unverified Deep Smart Contract Intent Detection Nov 19, 2022 Intent Detection Multi-Label Classification
Code Code Available Estimating Soft Labels for Out-of-Domain Intent Detection Nov 10, 2022 Intent Detection Out of Distribution (OOD) Detection
— Unverified A Dynamic Graph Interactive Framework with Label-Semantic Injection for Spoken Language Understanding Nov 8, 2022 Intent Detection Semantic Frame Parsing
— Unverified DialogUSR: Complex Dialogue Utterance Splitting and Reformulation for Multiple Intent Detection Oct 20, 2022 Intent Detection
Code Code Available Group is better than individual: Exploiting Label Topologies and Label Relations for Joint Multiple Intent Detection and Slot Filling Oct 19, 2022 Intent Detection slot-filling
— Unverified Co-guiding Net: Achieving Mutual Guidances between Multiple Intent Detection and Slot Filling via Heterogeneous Semantics-Label Graphs Oct 19, 2022 Graph Attention Intent Detection
Code Code Available Explainable Slot Type Attentions to Improve Joint Intent Detection and Slot Filling Oct 19, 2022 Intent Detection Natural Language Understanding
— Unverified Disentangling Confidence Score Distribution for Out-of-Domain Intent Detection with Energy-Based Learning Oct 17, 2022 Intent Detection Out of Distribution (OOD) Detection
Code Code Available A Unified Framework for Multi-intent Spoken Language Understanding with prompting Oct 7, 2022 Intent Detection Multi-Task Learning
Code Code Available A Closer Look at Few-Shot Out-of-Distribution Intent Detection Oct 1, 2022 Intent Detection Task-Oriented Dialogue Systems
Code Code Available Incorporating Instructional Prompts into a Unified Generative Framework for Joint Multiple Intent Detection and Slot Filling Oct 1, 2022 Intent Detection Semantic Frame Parsing
Code Code Available Insurance Question Answering via Single-turn Dialogue Modeling Oct 1, 2022 Intent Detection Question Answering
— Unverified A Transformer-based Threshold-Free Framework for Multi-Intent NLU Oct 1, 2022 Intent Detection Multi-Task Learning
— Unverified Continual Few-shot Intent Detection Oct 1, 2022 Intent Detection Task-Oriented Dialogue Systems
— Unverified Towards Multi-label Unknown Intent Detection Oct 1, 2022 Intent Detection
Code Code Available HCLD: A Hierarchical Framework for Zero-shot Cross-lingual Dialogue System Oct 1, 2022 Intent Detection Sentence
— Unverified CAE: Mechanism to Diminish the Class Imbalanced in SLU Slot Filling Task Sep 21, 2022 intent-classification Intent Classification
Code Code Available From Disfluency Detection to Intent Detection and Slot Filling Sep 17, 2022 Intent Detection Language Modeling
Code Code Available Multi-grained Label Refinement Network with Dependency Structures for Joint Intent Detection and Slot Filling Sep 9, 2022 Graph Attention Intent Detection
Code Code Available Entity Aware Syntax Tree Based Data Augmentation for Natural Language Understanding Sep 6, 2022 Data Augmentation Intent Detection
— Unverified Adapting Task-Oriented Dialogue Models for Email Conversations Aug 19, 2022 Intent Detection Natural Language Understanding
— Unverified Z-BERT-A: a zero-shot Pipeline for Unknown Intent detection Aug 15, 2022 intent-classification Intent Classification
Code Code Available Real-time Caller Intent Detection In Human-Human Customer Support Spoken Conversations Aug 14, 2022 Intent Detection
— Unverified Pre-training Tasks for User Intent Detection and Embedding Retrieval in E-commerce Search Aug 12, 2022 CPU Intent Detection
Code Code Available Lightweight Transformers for Conversational AI Jul 1, 2022 GPU Intent Detection
— Unverified On the Effectiveness of Sentence Encoding for Intent Detection Meta-Learning Jul 1, 2022 Intent Detection Meta-Learning
Code Code Available Prompt Augmented Generative Replay via Supervised Contrastive Learning for Lifelong Intent Detection Jul 1, 2022 Continual Learning Contrastive Learning
— Unverified Intent Detection and Discovery from User Logs via Deep Semi-Supervised Contrastive Clustering Jul 1, 2022 Clustering Intent Detection
— Unverified The Spoken Language Understanding MEDIA Benchmark Dataset in the Era of Deep Learning: data updates, training and evaluation tools Jun 1, 2022 Intent Detection Spoken Language Understanding
— Unverified Learning Dialogue Representations from Consecutive Utterances May 26, 2022 Contrastive Learning Conversational Question Answering
Code Code Available InstructDial: Improving Zero and Few-shot Generalization in Dialogue through Instruction Tuning May 25, 2022 Dialogue Evaluation Dialogue Generation
Code Code Available Calibrate and Refine! A Novel and Agile Framework for ASR-error Robust Intent Detection May 23, 2022 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified DeepStruct: Pretraining of Language Models for Structure Prediction May 21, 2022 coreference-resolution Coreference Resolution
Code Code Available Enhancing Slot Tagging with Intent Features for Task Oriented Natural Language Understanding using BERT May 19, 2022 Intent Detection Natural Language Understanding
— Unverified A Fast Attention Network for Joint Intent Detection and Slot Filling on Edge Devices May 16, 2022 Intent Detection Natural Language Understanding
— Unverified 