| MASSIVE: A 1M-Example Multilingual Natural Language Understanding Dataset with 51 Typologically-Diverse Languages | Apr 18, 2022 | intent-classificationIntent Classification | CodeCode Available | 2 | 5 |
| Re2G: Retrieve, Rerank, Generate | Jul 13, 2022 | Fact CheckingFact Verification | CodeCode Available | 1 | 5 |
| Robust Retrieval Augmented Generation for Zero-shot Slot Filling | Aug 31, 2021 | Domain AdaptationFew-Shot Learning | CodeCode Available | 1 | 5 |
| Robust Zero-Shot Cross-Domain Slot Filling with Example Values | Jun 17, 2019 | slot-fillingSlot Filling | CodeCode Available | 1 | 5 |
| A Multi-Task BERT Model for Schema-Guided Dialogue State Tracking | Jul 2, 2022 | Dialogue State TrackingIntent Classification | CodeCode Available | 1 | 5 |
| Zero-shot Slot Filling with DPR and RAG | Apr 17, 2021 | Knowledge Base PopulationKnowledge Graphs | CodeCode Available | 1 | 5 |
| Bridge to Target Domain by Prototypical Contrastive Learning and Label Confusion: Re-explore Zero-Shot Learning for Slot Filling | Oct 7, 2021 | Contrastive Learningslot-filling | CodeCode Available | 1 | 5 |
| Adaptive End-to-End Metric Learning for Zero-Shot Cross-Domain Slot Filling | Oct 23, 2023 | Computational EfficiencyMetric Learning | CodeCode Available | 0 | 5 |
| GenSF: Simultaneous Adaptation of Generative Pre-trained Models and Slot Filling | Jun 13, 2021 | Open-Domain Dialogslot-filling | CodeCode Available | 0 | 5 |
| HierarchicalContrast: A Coarse-to-Fine Contrastive Learning Framework for Cross-Domain Zero-Shot Slot Filling | Oct 13, 2023 | Contrastive Learningslot-filling | CodeCode Available | 0 | 5 |
| Linguistically-Enriched and Context-Aware Zero-shot Slot Filling | Jan 16, 2021 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 | 0 |
| mcBERT: Momentum Contrastive Learning with BERT for Zero-Shot Slot Filling | Mar 24, 2022 | Contrastive Learningslot-filling | —Unverified | 0 | 0 |
| QA-Driven Zero-shot Slot Filling with Weak Supervision Pretraining | Aug 1, 2021 | slot-fillingSlot Filling | —Unverified | 0 | 0 |
| Re2G: Retrieve, Rerank, Generate | Jan 16, 2022 | Fact CheckingGPU | —Unverified | 0 | 0 |
| Knowledge-Aware Audio-Grounded Generative Slot Filling for Limited Annotated Data | Jul 4, 2023 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 | 0 |
| KGI: An Integrated Framework for Knowledge Intensive Language Tasks | Apr 8, 2022 | Fact CheckingOpen-Domain Question Answering | —Unverified | 0 | 0 |
| Contrastive Zero-Shot Learning for Cross-Domain Slot Filling with Adversarial Attack | Dec 1, 2020 | Adversarial Attackslot-filling | —Unverified | 0 | 0 |
| WHISMA: A Speech-LLM to Perform Zero-shot Spoken Language Understanding | Aug 29, 2024 | slot-fillingSlot Filling | —Unverified | 0 | 0 |
| Zero-shot Slot Filling in the Age of LLMs for Dialogue Systems | Nov 28, 2024 | Knowledge DistillationNatural Language Understanding | —Unverified | 0 | 0 |
| An Approach to Build Zero-Shot Slot-Filling System for Industry-Grade Conversational Assistants | Jun 13, 2024 | Dialogue State TrackingLanguage Modelling | —Unverified | 0 | 0 |
| mForms : Multimodal Form-Filling with Question Answering | Nov 24, 2020 | FormQuestion Answering | —Unverified | 0 | 0 |
