| Knowledge Is Flat: A Seq2Seq Generative Framework for Various Knowledge Graph Completion |
Structure-linearized |
COLING 2022 |
KG-S2S |
| A sequence-to-sequence approach for document-level relation extraction |
Copy-based |
BioNLP 2022 |
Seq2rel |
| Unified Structure Generation for Universal Information Extraction |
Structure-linearized |
ACL 2022 |
UIE |
| Sequence-to-Sequence Knowledge Graph Completion and Question Answering |
Structure-linearized |
ACL 2022 |
KGT5 |
| Prompt for Extraction? PAIE: Prompting Argument Interaction for Event Argument Extraction |
Blank-based |
ACL 2022 |
PAIE |
| De-Bias for Generative Extraction in Unified NER Task |
Structure-linearized |
ACL 2022 |
- |
| DeepStruct: Pretraining of Language Models for Structure Prediction |
Structure-linearized |
ACL 2022 |
DeepStruct |
| Multilingual Generative Language Models for Zero-Shot Cross-Lingual Event Argument Extraction |
Blank-based |
ACL 2022 |
X-GEAR |
| Dynamic Prefix-Tuning for Generative Template-based Event Extraction |
Blank-based |
ACL 2022 |
- |
| ClarET: Pre-training a Correlation-Aware Context-To-Event Transformer for Event-Centric Generation and Classification |
Blank-based |
ACL 2022 |
- |
| Explanation Graph Generation via Pre-trained Language Models: An Empirical Study with Contrastive Learning |
Structure-linearized |
ACL 2022 |
HuSe-Gen |
| Improving Candidate Retrieval with Entity Profile Generation for Wikidata Entity Linking |
Structure-linearized |
ACL 2022 |
EPGEL |
| From Discrimination to Generation: Knowledge Graph Completion with Generative Transformer |
Structure-linearized |
WWW 2022 |
GenKGC |
| SQUIRE: A Sequence-to-sequence Framework for Multi-hop Knowledge Graph Reasoning |
Structure-linearized |
EMNLP 2022 |
- |
| REBEL: Relation Extraction By End-to-end Language generation |
Structure-linearized |
EMNLP 2021 |
REBEL |
| Document-level Entity-based Extraction as Template Generation |
Copy-based |
EMNLP 2021 |
TEMPGEN |
| DEGREE: A Data-Efficient Generation-Based Event Extraction Model |
Blank-based |
NAACL 2022 |
DEGREE |
| HySPA: Hybrid Span Generation for Scalable Text-to-Graph Extraction |
Structure-linearized |
ACL 2021 |
HySPA |
| Text2Event: Controllable Sequence-to-Structure Generation for End-to-end Event Extraction |
Structure-linearized |
ACL 2021 |
Text2Event |
| Template Filling with Generative Transformers |
Blank-based |
NAACL 2021 |
GTT |
| A Unified Generative Framework for Aspect-based Sentiment Analysis |
Indice-based |
ACL 2021 |
BARTABSA |
| A Unified Generative Framework for Various NER Subtasks |
Indice-based |
ACL 2021 |
BARTNER |
| GRIT: Generative Role-filler Transformers for Document-level Event Entity Extraction |
Indice-based |
EACL2021 |
GRIT |
| Document-Level Event Argument Extraction by Conditional Generation |
Blank-based |
NAACL 2021 |
BART-Gen |
| Structured Prediction as Translation between Augmented Natural Languages |
Label-augmented |
ICLR 2021 |
TANL |
| Intent Classification and Slot Filling for Privacy Policies |
Structure-linearized |
ACL 2021 |
PolicyIE |
| Autoregressive Entity Retrieval |
Label-augmented |
ICLR 2021 |
GENRE |
| Augmented Natural Language for Generative Sequence Labeling |
Label-augmented |
EMNLP 2020 |
- |
| Contrastive Information Extraction With Generative Transformer |
Structure-linearized |
TASLP 2021 |
- |
| Don’t Parse, Generate! A Sequence to Sequence Architecture for Task-Oriented Semantic Parsing |
Indice-based |
WWW 2022 |
- |
| CopyMTL: Copy Mechanism for Joint Extraction of Entities and Relations with Multi-Task Learning |
Copy-based |
AAAI 2020 |
CopyMTL |
| Effective Modeling of Encoder-Decoder Architecture for Joint Entity and Relation Extraction |
Indice-based |
AAAI 2020 |
PNDec |
| Learning the Extraction Order of Multiple Relational Facts in a Sentence with Reinforcement Learning |
Copy-based |
EMNLP 2019 |
- |
| Neural Architectures for Nested NER through Linearization |
Structure-linearized |
ACL 2019 |
- |
| Exploring Sequence-to-Sequence Learning in Aspect Term Extraction |
Structure-linearize |
ACL 2019 |
- |
| COMET: Commonsense Transformers for Automatic Knowledge Graph Construction |
Blank-based |
ACL 2019 |
COMET |
| Extracting Relational Facts by an End-to-End Neural Model with Copy Mechanism |
Copy-based |
ACL 2018 |
- |
