Fine-tuning Pre-trained Language Models for Few-shot Intent Detection: Supervised Pre-training and Isotropization May 15, 2022 Contrastive Learning Intent Detection
Code Code Available A Framework to Generate High-Quality Datapoints for Multiple Novel Intent Detection May 4, 2022 Intent Detection
Code Code Available Incremental Intent Detection for Medical Domain with Contrast Replay Networks May 1, 2022 Incremental Learning Intent Detection
— Unverified Are Pre-trained Transformers Robust in Intent Classification? A Missing Ingredient in Evaluation of Out-of-Scope Intent Detection May 1, 2022 intent-classification Intent Classification
— Unverified A Generative Language Model for Few-shot Aspect-Based Sentiment Analysis Apr 11, 2022 Aspect-Based Sentiment Analysis Aspect-Based Sentiment Analysis (ABSA)
Code Code Available UniDU: Towards A Unified Generative Dialogue Understanding Framework Apr 10, 2022 Dialogue State Tracking dialogue summary
— Unverified Confidence Calibration for Intent Detection via Hyperspherical Space and Rebalanced Accuracy-Uncertainty Loss Mar 17, 2022 Intent Detection
— Unverified Learning Discriminative Representations and Decision Boundaries for Open Intent Detection Mar 11, 2022 Intent Detection Natural Language Understanding
Code Code Available Learn to Discover Dialog Intents via Self-supervised Context Pretraining Jan 16, 2022 Contrastive Learning Intent Detection
— Unverified Exploiting Topic Information for Joint Intent Detection and Slot Filling Jan 16, 2022 Intent Detection Natural Language Understanding
— Unverified Text is no more Enough! A Benchmark for Profile-based Spoken Language Understanding Dec 22, 2021 Intent Detection Semantic Frame Parsing
Code Code Available Exploring the Limits of Natural Language Inference Based Setup for Few-Shot Intent Detection Dec 14, 2021 Few-Shot Learning Generalized Few-Shot Learning
Code Code Available Intention Recognition for Multiple Agents Dec 5, 2021 Clustering Descriptive
— Unverified Towards Explainable Dialogue System: Explaining Intent Classification using Saliency Techniques Dec 1, 2021 intent-classification Intent Classification
— Unverified A Graph-to-Sequence Model for Joint Intent Detection and Slot Filling in Task-Oriented Dialogue Systems Nov 16, 2021 Decoder global-optimization
— Unverified A Generative Language Model for Few-shot Aspect-Based Sentiment Analysis Nov 16, 2021 Aspect-Based Sentiment Analysis Aspect-Based Sentiment Analysis (ABSA)
— Unverified NATURE: Natural Auxiliary Text Utterances for Realistic Spoken Language Evaluation Nov 9, 2021 Intent Detection slot-filling
— Unverified User Centered Design (VI): Human Factors Approaches for Intelligent Human-Computer Interaction Nov 8, 2021 Intent Detection Philosophy
— Unverified A Label-Aware BERT Attention Network for Zero-Shot Multi-Intent Detection in Spoken Language Understanding Nov 1, 2021 Intent Detection Spoken Language Understanding
Code Code Available LIDSNet: A Lightweight on-device Intent Detection model using Deep Siamese Network Oct 6, 2021 Intent Detection Natural Language Understanding
— Unverified Robot Intent Recognition Method Based on State Grid Business Office Sep 29, 2021 Intent Detection Intent Recognition
— Unverified ConvFiT: Conversational Fine-Tuning of Pretrained Language Models Sep 21, 2021 Intent Detection Retrieval
— Unverified Towards Joint Intent Detection and Slot Filling via Higher-order Attention Sep 18, 2021 Intent Detection slot-filling
— Unverified TEXTOIR: An Integrated and Visualized Platform for Text Open Intent Recognition Sep 13, 2021 Intent Detection Intent Discovery
Code Code Available Effectiveness of Pre-training for Few-shot Intent Classification Sep 13, 2021 Classification intent-classification
Code Code Available Few-Shot Intent Detection via Contrastive Pre-Training and Fine-Tuning Sep 13, 2021 Contrastive Learning Intent Detection
Code Code Available ConQX: Semantic Expansion of Spoken Queries for Intent Detection based on Conditioned Text Generation Sep 2, 2021 Few-Shot Learning Intent Detection
— Unverified Ontology Population Reusing Resources for Dialogue Intent Detection: Generic and Multilingual Approach Sep 1, 2021 Intent Detection Management
— Unverified Unknown Intent Detection Using Multi-Objective Optimization on Deep Learning Classifiers Sep 1, 2021 Intent Detection Intent Discovery
— Unverified SLIM: Explicit Slot-Intent Mapping with BERT for Joint Multi-Intent Detection and Slot Filling Aug 26, 2021 Intent Detection Natural Language Understanding
Code Code Available HAN: Higher-order Attention Network for Spoken Language Understanding Aug 26, 2021 Intent Detection slot-filling
— Unverified Density-Based Dynamic Curriculum Learning for Intent Detection Aug 24, 2021 Intent Detection
— Unverified Joint Multiple Intent Detection and Slot Filling via Self-distillation Aug 18, 2021 Decoder Intent Detection
— Unverified Lifelong Intent Detection via Multi-Strategy Rebalancing Aug 10, 2021 Intent Detection Knowledge Distillation
— Unverified OutFlip: Generating Examples for Unknown Intent Detection with Natural Language Attack Aug 1, 2021 Intent Detection
— Unverified ProtAugment: Intent Detection Meta-Learning through Unsupervised Diverse Paraphrasing Aug 1, 2021 Diversity Intent Detection
Code Code Available Real-Time Activity Recognition and Intention Recognition Using a Vision-based Embedded System Jul 27, 2021 Activity Recognition Intent Detection
— Unverified Energy-based Unknown Intent Detection with Data Manipulation Jul 27, 2021 Intent Detection
Code Code Available A Joint and Domain-Adaptive Approach to Spoken Language Understanding Jul 25, 2021 Domain Adaptation Intent Detection
— Unverified Token-Level Supervised Contrastive Learning for Punctuation Restoration Jul 19, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
Code Code Available Representation based meta-learning for few-shot spoken intent recognition Jun 29, 2021 Classification intent-classification
Code Code Available Out-of-Scope Intent Detection with Self-Supervision and Discriminative Training Jun 16, 2021 Intent Detection Outlier Detection
Code Code Available A Simple Fix to Mahalanobis Distance for Improving Near-OOD Detection Jun 16, 2021 Intent Detection Out-of-Distribution Detection
Code Code Available Generative Conversational Networks Jun 15, 2021 Intent Detection Meta-Learning
— Unverified Are Pretrained Transformers Robust in Intent Classification? A Missing Ingredient in Evaluation of Out-of-Scope Intent Detection Jun 8, 2021 intent-classification Intent Classification
Code Code Available GL-GIN: Fast and Accurate Non-Autoregressive Model for Joint Multiple Intent Detection and Slot Filling Jun 3, 2021 Intent Detection Semantic Frame Parsing
Code Code Available Spoken Language Understanding for Task-oriented Dialogue Systems with Augmented Memory Networks Jun 1, 2021 Decoder global-optimization
— Unverified ProtAugment: Unsupervised diverse short-texts paraphrasing for intent detection meta-learning May 27, 2021 Diversity Intent Detection
Code Code Available Learning to Bridge Metric Spaces: Few-shot Joint Learning of Intent Detection and Slot Filling May 25, 2021 Few-Shot Learning Intent Detection
— Unverified A Streaming End-to-End Framework For Spoken Language Understanding May 20, 2021 Intent Detection Keyword Spotting
— Unverified 