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 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 A Unified Framework for Multi-intent Spoken Language Understanding with prompting Oct 7, 2022 Intent Detection Multi-Task Learning
Code Code Available Explainable Abuse Detection as Intent Classification and Slot Filling Oct 6, 2022 Abuse Detection General Classification
Code Code Available Analyzing BERT Cross-lingual Transfer Capabilities in Continual Sequence Labeling Oct 1, 2022 Continual Learning Cross-Lingual Transfer
Code Code Available A Transformer-based Threshold-Free Framework for Multi-Intent NLU Oct 1, 2022 Intent Detection Multi-Task Learning
— Unverified HCLD: A Hierarchical Framework for Zero-shot Cross-lingual Dialogue System Oct 1, 2022 Intent Detection Sentence
— Unverified 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 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 PSSAT: A Perturbed Semantic Structure Awareness Transferring Method for Perturbation-Robust Slot Filling Aug 24, 2022 slot-filling Slot Filling
— Unverified LAD: Language Models as Data for Zero-Shot Dialog Jul 28, 2022 Diversity Prediction
Code Code Available A Survey of Intent Classification and Slot-Filling Datasets for Task-Oriented Dialog Jul 26, 2022 Classification intent-classification
— Unverified Re2G: Retrieve, Rerank, Generate Jul 13, 2022 Fact Checking Fact Verification
Code Code Available Slot Filling for Extracting Reskilling and Upskilling Options from the Web Jul 11, 2022 Benchmarking Entity Linking
Code Code Available A Multi-Task BERT Model for Schema-Guided Dialogue State Tracking Jul 2, 2022 Dialogue State Tracking Intent Classification
Code Code Available Local-to-global learning for iterative training of production SLU models on new features Jul 1, 2022 intent-classification Intent Classification
— Unverified Strategies to Improve Few-shot Learning for Intent Classification and Slot-Filling Jul 1, 2022 Contrastive Learning Data Augmentation
— Unverified AISFG: Abundant Information Slot Filling Generator Jul 1, 2022 Few-Shot Learning slot-filling
— Unverified Finstreder: Simple and fast Spoken Language Understanding with Finite State Transducers using modern Speech-to-Text models Jun 29, 2022 Intent Classification Slot Filling
Code Code Available Alexa Teacher Model: Pretraining and Distilling Multi-Billion-Parameter Encoders for Natural Language Understanding Systems Jun 15, 2022 Cross-Lingual Natural Language Inference intent-classification
— Unverified Impact Analysis of the Use of Speech and Language Models Pretrained by Self-Supersivion for Spoken Language Understanding Jun 1, 2022 Language Modeling Language Modelling
— Unverified TWEET-FID: An Annotated Dataset for Multiple Foodborne Illness Detection Tasks May 22, 2022 slot-filling Slot Filling
— Unverified A Fast Attention Network for Joint Intent Detection and Slot Filling on Edge Devices May 16, 2022 Intent Detection Natural Language Understanding
— Unverified Intra-Template Entity Compatibility based Slot-Filling for Clinical Trial Information Extraction May 1, 2022 PICO slot-filling
— Unverified MASSIVE: A 1M-Example Multilingual Natural Language Understanding Dataset with 51 Typologically-Diverse Languages Apr 18, 2022 intent-classification Intent Classification
Code Code Available L3Cube-MahaNER: A Marathi Named Entity Recognition Dataset and BERT models Apr 12, 2022 named-entity-recognition Named Entity Recognition
Code Code Available UniDU: Towards A Unified Generative Dialogue Understanding Framework Apr 10, 2022 Dialogue State Tracking dialogue summary
— Unverified KGI: An Integrated Framework for Knowledge Intensive Language Tasks Apr 8, 2022 Fact Checking Open-Domain Question Answering
— Unverified mcBERT: Momentum Contrastive Learning with BERT for Zero-Shot Slot Filling Mar 24, 2022 Contrastive Learning slot-filling
— Unverified DP-KB: Data Programming with Knowledge Bases Improves Transformer Fine Tuning for Answer Sentence Selection Mar 17, 2022 Entity Linking Fact Verification
— Unverified Bi-directional Joint Neural Networks for Intent Classification and Slot Filling Feb 26, 2022 Classification intent-classification
— Unverified pNLP-Mixer: an Efficient all-MLP Architecture for Language Feb 9, 2022 All intent-classification
Code Code Available TYPIC: A Corpus of Template-Based Diagnostic Comments on Argumentation Jan 18, 2022 Diagnostic Informativeness
Code Code Available Re2G: Retrieve, Rerank, Generate Jan 16, 2022 Fact Checking GPU
— 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 Few-Shot NLU with Vector Projection Distance and Abstract Triangular CRF Dec 9, 2021 intent-classification Intent Classification
— Unverified Slot Filling for Biomedical Information Extraction Nov 16, 2021 named-entity-recognition Named Entity Recognition
— 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 NATURE: Natural Auxiliary Text Utterances for Realistic Spoken Language Evaluation Nov 9, 2021 Intent Detection slot-filling
— Unverified A Fine-tuned Wav2vec 2.0/HuBERT Benchmark For Speech Emotion Recognition, Speaker Verification and Spoken Language Understanding Nov 4, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified 