Semantic Distance: A New Metric for ASR Performance Analysis Towards Spoken Language Understanding Apr 5, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Intent Detection and Slot Filling for Vietnamese Apr 5, 2021 Intent Classification and Slot Filling Intent Detection
Code Code Available The impact of domain-specific representations on BERT-based multi-domain spoken language understanding Apr 1, 2021 Classification domain classification
— Unverified Automatic Intent-Slot Induction for Dialogue Systems Mar 16, 2021 Intent Detection slot-filling
— Unverified Multilingual Code-Switching for Zero-Shot Cross-Lingual Intent Prediction and Slot Filling Mar 13, 2021 Natural Language Understanding slot-filling
Code Code Available Joint Intent Detection And Slot Filling Based on Continual Learning Model Feb 22, 2021 Continual Learning Intent Detection
— Unverified Joint Intent Detection and Slot Filling with Wheel-Graph Attention Networks Feb 9, 2021 Graph Attention Intent Detection
— Unverified Neural Data Augmentation via Example Extrapolation Feb 2, 2021 Data Augmentation Diversity
Code Code Available Counting Protests in News Articles: A Dataset and Semi-Automated Data Collection Pipeline Feb 1, 2021 Articles coreference-resolution
— Unverified A survey of joint intent detection and slot-filling models in natural language understanding Jan 20, 2021 Classification General Classification
— Unverified Linguistically-Enriched and Context-Aware Zero-shot Slot Filling Jan 16, 2021 named-entity-recognition Named Entity Recognition
— Unverified Intent Classification and Slot Filling for Privacy Policies Jan 1, 2021 General Classification intent-classification
Code Code Available Learning Dense Representations of Phrases at Scale Dec 23, 2020 Open-Domain Question Answering Question Answering
Code Code Available Encoding Syntactic Knowledge in Transformer Encoder for Intent Detection and Slot Filling Dec 21, 2020 Intent Detection Multi-Task Learning
— Unverified Mention Extraction and Linking for SQL Query Generation Dec 18, 2020 Sentence slot-filling
— Unverified Distant-Supervised Slot-Filling for E-Commerce Queries Dec 15, 2020 Retrieval slot-filling
— Unverified Generation of complex database queries and API calls from natural language utterances Dec 15, 2020 intent-classification Intent Classification
— Unverified C2C-GenDA: Cluster-to-Cluster Generation for Data Augmentation of Slot Filling Dec 13, 2020 Data Augmentation Diversity
Code Code Available Segmenting Natural Language Sentences via Lexical Unit Analysis Dec 10, 2020 Chinese Word Segmentation Chunking
— Unverified Unified Multi Intent Order and Slot Prediction using Selective Learning Propagation Dec 1, 2020 Intent Detection Natural Language Understanding
— Unverified Federated Learning for Spoken Language Understanding Dec 1, 2020 Federated Learning Intent Detection
— Unverified Inconsistencies in Crowdsourced Slot-Filling Annotations: A Typology and Identification Methods Dec 1, 2020 slot-filling Slot Filling
— Unverified Balanced Joint Adversarial Training for Robust Intent Detection and Slot Filling Dec 1, 2020 Intent Detection slot-filling
— Unverified Syntactic Graph Convolutional Network for Spoken Language Understanding Dec 1, 2020 Intent Detection Multi-Task Learning
— Unverified Automated Graph Generation at Sentence Level for Reading Comprehension Based on Conceptual Graphs Dec 1, 2020 Graph Generation Miscellaneous
— Unverified SQL Generation via Machine Reading Comprehension Dec 1, 2020 Machine Reading Comprehension Question Answering
Code Code Available Contrastive Zero-Shot Learning for Cross-Domain Slot Filling with Adversarial Attack Dec 1, 2020 Adversarial Attack slot-filling
— Unverified STIL - Simultaneous Slot Filling, Translation, Intent Classification, and Language Identification: Initial Results using mBART on MultiATIS++ Dec 1, 2020 Classification intent-classification
Code Code Available SLURP: A Spoken Language Understanding Resource Package Nov 26, 2020 Intent Classification Slot Filling
Code Code Available mForms : Multimodal Form-Filling with Question Answering Nov 24, 2020 Form Question Answering
— Unverified Resource Constrained Dialog Policy Learning via Differentiable Inductive Logic Programming Nov 10, 2020 Inductive logic programming One-Shot Learning
— Unverified A Two-stage Model for Slot Filling in Low-resource Settings: Domain-agnostic Non-slot Reduction and Pretrained Contextual Embeddings Nov 1, 2020 slot-filling Slot Filling
— Unverified iobes: Library for Span Level Processing Nov 1, 2020 named-entity-recognition Named Entity Recognition
Code Code Available Winners at W-NUT 2020 Shared Task-3: Leveraging Event Specific and Chunk Span information for Extracting COVID Entities from Tweets Nov 1, 2020 Sentence Sentence Classification
— Unverified Iterative Feature Mining for Constraint-Based Data Collection to Increase Data Diversity and Model Robustness Nov 1, 2020 Diversity intent-classification
— Unverified Adversarial Semantic Decoupling for Recognizing Open-Vocabulary Slots Nov 1, 2020 Sentence slot-filling
— Unverified Recent Neural Methods on Slot Filling and Intent Classification for Task-Oriented Dialogue Systems: A Survey Nov 1, 2020 intent-classification Intent Classification
— Unverified FLIN: A Flexible Natural Language Interface for Web Navigation Oct 24, 2020 Semantic Parsing slot-filling
— Unverified RiSAWOZ: A Large-Scale Multi-Domain Wizard-of-Oz Dataset with Rich Semantic Annotations for Task-Oriented Dialogue Modeling Oct 17, 2020 Dialogue State Tracking Intent Detection
Code Code Available Modeling Token-level Uncertainty to Learn Unknown Concepts in SLU via Calibrated Dirichlet Prior RNN Oct 16, 2020 slot-filling Slot Filling
— Unverified iobes: A Library for Span-Level Processing Oct 9, 2020 named-entity-recognition Named Entity Recognition
Code Code Available Injecting Word Information with Multi-Level Word Adapter for Chinese Spoken Language Understanding Oct 8, 2020 Intent Detection Sentence
Code Code Available Don't Parse, Insert: Multilingual Semantic Parsing with Insertion Based Decoding Oct 8, 2020 Cross-Lingual Transfer Natural Language Understanding
— Unverified A Co-Interactive Transformer for Joint Slot Filling and Intent Detection Oct 8, 2020 Intent Detection slot-filling
Code Code Available SlotRefine: A Fast Non-Autoregressive Model for Joint Intent Detection and Slot Filling Oct 6, 2020 Intent Detection slot-filling
Code Code Available STIL -- Simultaneous Slot Filling, Translation, Intent Classification, and Language Identification: Initial Results using mBART on MultiATIS++ Oct 2, 2020 Classification General Classification
Code Code Available End-to-End Spoken Language Understanding Without Full Transcripts Sep 30, 2020 Decoder slot-filling
— Unverified Cross-lingual Alignment Methods for Multilingual BERT: A Comparative Study Sep 29, 2020 Cross-Lingual Transfer slot-filling
— Unverified TEST_POSITIVE at W-NUT 2020 Shared Task-3: Joint Event Multi-task Learning for Slot Filling in Noisy Text Sep 29, 2020 Extracting COVID-19 Events from Twitter Language Modeling
— Unverified PIN: A Novel Parallel Interactive Network for Spoken Language Understanding Sep 28, 2020 Intent Detection Language Modelling
— Unverified 