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Yuqi Zhu
2023-06-24 02:52:48 +08:00
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@@ -7,9 +7,9 @@ Code and Data for the paper "[LLMs for Knowledge Graph Construction and Reasonin
## 🌄Overview
<div align=center><img src="figs/overview.png" alt="Overview" width="700px" /></div>
<div align=center><img src="figs/overview_f.jpg" alt="Overview" width="700px" /></div>
The overview of our work. There are three main components: 1) ***Basic Evaluation***: detailing our assessment of large models(text-davinci-003, ChatGPT, and GPT-4), in both zero-shot and one-shot settings, using performance data from fully supervised state-of-the-art models as benchmarks; 2) ***Virtual Knowledge Extraction***: an examination of large models' virtual knowledge capabilities on the constructed VINE dataset; and 3) ***AutoKG***: the proposal of utilizing multiple agents to facilitate the construction and reasoning of knowledge graphs.
The overview of our work. There are three main components: 1) ***Basic Evaluation***: detailing our assessment of large models (text-davinci-003, ChatGPT, and GPT-4), in both zero-shot and one-shot settings, using performance data from fully supervised state-of-the-art models as benchmarks; 2) ***Virtual Knowledge Extraction***: an examination of large models' virtual knowledge capabilities on the constructed VINE dataset; and 3) ***Automatic KG***: the proposal of utilizing multiple agents to facilitate the construction and reasoning of KGs.
## 🌟 Evaluation
@@ -97,15 +97,16 @@ python VINE_prompts.py
## 🤖AutoKG
Our AutoKG code is based on [CAMEL: Communicative Agents for “Mind” Exploration of Large Scale Language Model Society]( https://github.com/lightaime/camel) , you can get more details through this link.
Our AutoKG code is based on [CAMEL: Communicative Agents for “Mind” Exploration of Large Scale Language Model Society]( https://github.com/lightaime/camel) and a [LangChain](https://python.langchain.com/docs/use_cases/agents/camel_role_playing) implementation of the paper, you can get more details through this link.
- Change the OPENAI_API_KEY in `role_playing.py`
- Change the OPENAI_API_KEY in `Autokg.py`
- Change the SERPAPI_API_KEY in `RE_CAMEL.py` .( You can find details in [serpapi](https://python.langchain.com/docs/ecosystem/integrations/serpapi) )
Run the `role_playing.py` script.
Run the `Autokg.py` script.
```bash
cd AutoKG
python role_playing.py
python Autokg.py
```
# Citation