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Generative_KG_Construction_Papers
[EMNLP 2022] Generative Knowledge Graph Construction: A Review
https://github.com/zjunlp/Generative_KG_Construction_Papers
Last synced: 2 days ago
JSON representation
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🏳🌈 A Taxonomy of Current Methods
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1. Copy-based Sequence.
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2. Structure-linearized Sequence.
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3. Label-based Sequence.
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5. Blank-based Sequence.
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4. Indice-based Sequence.
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🕚 A Timeline of generative KGC.
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5. Blank-based Sequence.
- From Discrimination to Generation: Knowledge Graph Completion with Generative Transformer - linearized | WWW 2022 | [GenKGC](https://github.com/zjunlp/PromptKG/tree/main/research/GenKGC) |
- Sequence-to-Sequence Knowledge Graph Completion and Question Answering - linearized | ACL 2022 | [KGT5](https://github.com/apoorvumang/kgt5) |
- Multilingual Generative Language Models for Zero-Shot Cross-Lingual Event Argument Extraction - based | ACL 2022 | [X-GEAR](https://github.com/PlusLabNLP/X-Gear) |
- DEGREE: A Data-Efficient Generation-Based Event Extraction Model - based | NAACL 2022 | [DEGREE](https://github.com/PlusLabNLP/DEGREE) |
- Don’t Parse, Generate! A Sequence to Sequence Architecture for Task-Oriented Semantic Parsing - based | WWW 2022 | - |
- Prompt for Extraction? PAIE: Prompting Argument Interaction for Event Argument Extraction - based | ACL 2022 | [PAIE](https://github.com/mayubo2333/PAIE) |
- Knowledge Is Flat: A Seq2Seq Generative Framework for Various Knowledge Graph Completion - linearized | COLING 2022 | [KG-S2S](https://github.com/chenchens190009/KG-S2S) |
- Code4Struct: Code Generation for Few-Shot Structured Prediction from Natural Language - linearized | arXiv 2022 | [CODE4STRUCT](https://github.com/xingyaoww/code4struct) |
- Augmented Natural Language for Generative Sequence Labeling - augmented | EMNLP 2020 | - |
- Learning the Extraction Order of Multiple Relational Facts in a Sentence with Reinforcement Learning - based | EMNLP 2019 | - |
- Dynamic Prefix-Tuning for Generative Template-based Event Extraction - based | ACL 2022 | - |
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🏆 A List of Survey Papers
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5. Blank-based Sequence.
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🕵️ Introduction
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*👋 News!*
- EasyEdit - to-use framework to edit Large Language Models.
- PromptKG
- arivx
- DeepKE-LLM - 6B), LLaMA-series, GPT-series etc.
- survey - list](https://github.com/zjunlp/Prompt4ReasoningPapers) for **reasoning with language model prompting**.
Programming Languages
Categories
Sub Categories
Keywords
natural-language-processing
2
relation-extraction
2
knowledge-graph
2
pytorch
2
nlp
2
knowledge-editing
1
gpt
1
efficient
1
easyedit
1
chatgpt
1
baichuan
1
artificial-intelligence
1
prompt
1
ner
1
named-entity-recognition
1
multi-modal
1
low-resource
1
lightner
1
knowprompt
1
kg
1
instructie
1
information-extraction
1
few-shot
1
document-level
1
deepke
1
deep-learning
1
chinese
1
attribute-extraction
1
retroprompt
1
retrievalre
1
retrieval-augmented
1
question-answering
1
promptkg
1
prompt-tuning
1
paper-list
1
paper
1
link-prediction
1
lambdakg
1
knowledge-informed-prompt-learning
1
genkgc
1
dialogue
1
demo-tuning
1
awsome-list
1
unlearning
1
trustworthy-ai
1
tool
1
safeedit
1
open-source-project
1
model-editing
1
mmedit
1