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Added two papers #12

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Add new paper reference on LLMs to README.md
saturnMars Nov 7, 2024
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created a new subsection and added a new paper for LLM-augmented KG C…
saturnMars Nov 7, 2024
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6 changes: 4 additions & 2 deletions README.md
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Expand Up @@ -137,7 +137,6 @@ year={2024}
- Pretrain-KGE: Learning Knowledge Representation from Pretrained Language Models (EMNLP, 2020) [[paper]](https://aclanthology.org/2020.findings-emnlp.25.pdf)
- KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation (TACL, 2020) [[paper]](https://arxiv.org/pdf/1911.06136.pdf)


### LLM-augmented KG Completion
- Multi-perspective Improvement of Knowledge Graph Completion with Large Language Models (COLING 2024) [[paper]](https://arxiv.org/abs/2403.01972) [[Code]](https://github.com/quqxui/MPIKGC)
- KG-BERT: BERT for knowledge graph completion (Arxiv, 2019) [[paper]](http://arxiv.org/abs/1909.03193)
Expand All @@ -155,6 +154,9 @@ year={2024}
- A framework for adapting pre-trained language models to knowledge graph completion (EMNLP, 2022) [[paper]](https://aclanthology.org/2022.emnlp-main.398)
- Dipping plms sauce: Bridging structure and text for effective knowledge graph completion via conditional soft prompting (ACL, 2023) [[paper]](https://aclanthology.org/2023.findings-acl.729/)

### LLM-augmented KG Creation
- Glitter or gold? Deriving Structured Insights from Sustainability Reports via Large Language Models (EPJ Data Science, 2024) [[paper]](https://link.springer.com/content/pdf/10.1140/epjds/s13688-024-00481-2.pdf)

### LLM-augmented KG-to-Text Generation
- GenWiki: A dataset of 1.3 million content-sharing text and graphs for unsupervised graph-to-text generation (COLING, 2020) [[paper]](https://aclanthology.org/2020.coling-main.217.pdf)
- KGPT: Knowledge-grounded pre-training for data-to-text generation (EMNLP 2020) [[paper]](https://aclanthology.org/2020.emnlp-main.697.pdf)
Expand All @@ -176,7 +178,6 @@ year={2024}
- LaKo: Knowledge-driven Visual Question Answering via Late Knowledge-to-Text Injection (IJCKG, 2022) [[paper]](https://arxiv.org/abs/2207.12888)
- QA-GNN: Reasoning with Language Models and Knowledge Graphs for Question Answering (NAACL, 2021) [[paper]](https://aclanthology.org/2021.naacl-main.45/)


## Synergized LLMs + KGs
### Knowledge Representation
* Tele-Knowledge Pre-training for Fault Analysis (ICDE, 2023) [[paper]](https://arxiv.org/abs/2210.11298)
Expand All @@ -185,6 +186,7 @@ year={2024}
Pretraining (NIPS, 2022) [[paper]](https://arxiv.org/abs/2210.09338)
* KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation (TACL, 2021) [[paper]](https://aclanthology.org/2021.tacl-1.11.pdf)
* JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge Graphs (ACL 2021) [[paper]](https://aclanthology.org/2021.findings-acl.223/)
* Unveiling LLMs: The Evolution of Latent Representations in a Dynamic Knowledge Graph (COLM, 2024) [[paper]](https://openreview.net/pdf?id=dWYRjT501w)

### Reasoning
* A Unified Knowledge Graph Augmentation Service for Boosting
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