SALMONN: Towards Generic Hearing Abilities for Large Language Models Oct 20, 2023 Audio captioning Automatic Speech Recognition
Code Code Available 5 SeaD: End-to-end Text-to-SQL Generation with Schema-aware Denoising May 17, 2021 Decoder Denoising
Code Code Available 5 Learning Dense Representations of Phrases at Scale Dec 23, 2020 Open-Domain Question Answering Question Answering
Code Code Available 5 MASSIVE: A 1M-Example Multilingual Natural Language Understanding Dataset with 51 Typologically-Diverse Languages Apr 18, 2022 intent-classification Intent Classification
Code Code Available 5 Unsupervised Information Refinement Training of Large Language Models for Retrieval-Augmented Generation Feb 28, 2024 Code Generation In-Context Learning
Code Code Available 5 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 5 Robust Zero-Shot Cross-Domain Slot Filling with Example Values Jun 17, 2019 slot-filling Slot Filling
Code Code Available 5 SlotRefine: A Fast Non-Autoregressive Model for Joint Intent Detection and Slot Filling Oct 6, 2020 Intent Detection slot-filling
Code Code Available 5 Novel Slot Detection: A Benchmark for Discovering Unknown Slot Types in the Task-Oriented Dialogue System May 29, 2021 slot-filling Slot Filling
Code Code Available 5 Learning Neural Templates for Recommender Dialogue System Sep 25, 2021 Decoder Dialogue Generation
Code Code Available 5 Revisit Input Perturbation Problems for LLMs: A Unified Robustness Evaluation Framework for Noisy Slot Filling Task Oct 10, 2023 Data Augmentation Dialogue Understanding
Code Code Available 5 Robust Retrieval Augmented Generation for Zero-shot Slot Filling Aug 31, 2021 Domain Adaptation Few-Shot Learning
Code Code Available 5 RYANSQL: Recursively Applying Sketch-based Slot Fillings for Complex Text-to-SQL in Cross-Domain Databases Apr 7, 2020 Position slot-filling
Code Code Available 5 Simulating Task-Oriented Dialogues with State Transition Graphs and Large Language Models Apr 23, 2024 Conversational Question Answering Dialogue State Tracking
Code Code Available 5 Phrase Retrieval Learns Passage Retrieval, Too Sep 16, 2021 Entity Linking Open-Domain Question Answering
Code Code Available 5 Bridge to Target Domain by Prototypical Contrastive Learning and Label Confusion: Re-explore Zero-Shot Learning for Slot Filling Oct 7, 2021 Contrastive Learning slot-filling
Code Code Available 5 iobes: A Library for Span-Level Processing Oct 9, 2020 named-entity-recognition Named Entity Recognition
Code Code Available 5 iobes: Library for Span Level Processing Nov 1, 2020 named-entity-recognition Named Entity Recognition
Code Code Available 5 KILT: a Benchmark for Knowledge Intensive Language Tasks Sep 4, 2020 Entity Linking Fact Checking
Code Code Available 5 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 5 Data Programming: Creating Large Training Sets, Quickly May 25, 2016 BIG-bench Machine Learning Slot Filling
Code Code Available 5 Multilingual Code-Switching for Zero-Shot Cross-Lingual Intent Prediction and Slot Filling Mar 13, 2021 Natural Language Understanding slot-filling
Code Code Available 5 Re2G: Retrieve, Rerank, Generate Jul 13, 2022 Fact Checking Fact Verification
Code Code Available 5 Efficient Sequence Transduction by Jointly Predicting Tokens and Durations Apr 13, 2023 Intent Classification Intent Classification and Slot Filling
Code Code Available 5 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 5 Evaluating Entity Disambiguation and the Role of Popularity in Retrieval-Based NLP Jun 12, 2021 Entity Disambiguation Entity Retrieval
Code Code Available 5 Intent Classification and Slot Filling for Privacy Policies Jan 1, 2021 General Classification intent-classification
Code Code Available 5 TransferTOD: A Generalizable Chinese Multi-Domain Task-Oriented Dialogue System with Transfer Capabilities Jul 31, 2024 Diversity slot-filling
Code Code Available 5 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 5 Extracting a Knowledge Base of COVID-19 Events from Social Media Jun 3, 2020 Extracting COVID-19 Events from Twitter slot-filling
Code Code Available 5 An Enhanced Span-based Decomposition Method for Few-Shot Sequence Labeling Sep 27, 2021 Few-shot NER Meta-Learning
Code Code Available 5 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 5 ILLUMINER: Instruction-tuned Large Language Models as Few-shot Intent Classifier and Slot Filler Mar 26, 2024 In-Context Learning intent-classification
Code Code Available 5 Injecting Word Information with Multi-Level Word Adapter for Chinese Spoken Language Understanding Oct 8, 2020 Intent Detection Sentence
Code Code Available 5 BERT for Joint Intent Classification and Slot Filling Feb 28, 2019 General Classification intent-classification
Code Code Available 5 C2C-GenDA: Cluster-to-Cluster Generation for Data Augmentation of Slot Filling Dec 13, 2020 Data Augmentation Diversity
Code Code Available 5 A Persian Benchmark for Joint Intent Detection and Slot Filling Mar 1, 2023 Intent Detection Natural Language Understanding
Code Code Available 5 API-BLEND: A Comprehensive Corpora for Training and Benchmarking API LLMs Feb 23, 2024 Benchmarking slot-filling
Code Code Available 5 A Co-Interactive Transformer for Joint Slot Filling and Intent Detection Oct 8, 2020 Intent Detection slot-filling
Code Code Available 5 JPIS: A Joint Model for Profile-based Intent Detection and Slot Filling with Slot-to-Intent Attention Dec 14, 2023 Intent Detection slot-filling
Code Code Available 5 Intent Detection and Slot Filling for Vietnamese Apr 5, 2021 Intent Classification and Slot Filling Intent Detection
Code Code Available 5 Coach: A Coarse-to-Fine Approach for Cross-domain Slot Filling Apr 24, 2020 Cross-Domain Named Entity Recognition named-entity-recognition
Code Code Available 5 Joint Multiple Intent Detection and Slot Filling with Supervised Contrastive Learning and Self-Distillation Aug 28, 2023 Contrastive Learning Intent Detection
Code Code Available 5 CTRAN: CNN-Transformer-based Network for Natural Language Understanding Mar 19, 2023 Decoder Intent Detection
Code Code Available 5 Middle-Layer Representation Alignment for Cross-Lingual Transfer in Fine-Tuned LLMs Feb 20, 2025 Cross-Lingual Transfer Machine Translation
Code Code Available 5 MISCA: A Joint Model for Multiple Intent Detection and Slot Filling with Intent-Slot Co-Attention Dec 10, 2023 graph construction Intent Detection
Code Code Available 5 Event Time Extraction and Propagation via Graph Attention Networks Jun 1, 2021 Graph Attention Natural Language Understanding
Code Code Available 5 R^3-NL2GQL: A Model Coordination and Knowledge Graph Alignment Approach for NL2GQL Nov 3, 2023 Knowledge Graphs Natural Language Queries
Code Code Available 5 A Multi-Task BERT Model for Schema-Guided Dialogue State Tracking Jul 2, 2022 Dialogue State Tracking Intent Classification
Code Code Available 5 pNLP-Mixer: an Efficient all-MLP Architecture for Language Feb 9, 2022 All intent-classification
Code Code Available 5 