dagre-svg
temporal-graph-gen
| dagre-svg | temporal-graph-gen | |
|---|---|---|
| 2 | 3 | |
| - | 15 | |
| - | - | |
| - | 0.0 | |
| - | almost 3 years ago | |
| Python | ||
| - | MIT License |
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dagre-svg
temporal-graph-gen
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GraphGPT: Extrapolating knowledge graphs from unstructured text
It has been possible to generate impressive graphs from text since GPT-2. Though you need a few tricks to make it work.
Here's an example (my work): https://aclanthology.org/2021.naacl-main.67.pdf
TLDR of the input/output: https://madaan.github.io/res/tldr/graph_gen_tldr.jpg
- [D] Autoregressive model for graph generation?
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Online Text to Diagram Tools
On a related note, I did some work on generating temporal graphs from text: https://arxiv.org/pdf/2010.10077.pdf
Code/models: https://github.com/madaan/temporal-graph-gen
What are some alternatives?
spark-joy - ✨😂 2000+ ways to add design flair, user delight, and whimsy to your product.
GraphGPT - Extrapolating knowledge graphs from unstructured text using GPT-3 🕵️♂️
KeenWrite - Free, open-source, cross-platform desktop Markdown text editor with live preview, string interpolation, and math.
Graphormer - Graphormer is a general-purpose deep learning backbone for molecular modeling.
pal - PaL: Program-Aided Language Models (ICML 2023)
self-refine - LLMs can generate feedback on their work, use it to improve the output, and repeat this process iteratively.