## Dataset Details

### Dataset Description

This dataset includes structural properties of knowledge graphs of 33,803 patents sampled from USPTO. For more, please read,

Siddharth, L., 2025. Modularizing patent knowledge for enhanced technological impact. OSF Preprints. https://osf.io/preprints/osf/fd36m

The knowledge graphs were populated as part of earlier works as listed below.

Siddharth, L., Luo, J., 2024. Knowledge of Technological Artefacts: Investigating the Linguistic and Structural Foundations. https://doi.org/10.31219/osf.io/ncqz3
Siddharth, L, Luo, J., 2024. Retrieval augmented generation using engineering design knowledge. KNOWLEDGE-BASED SYSTEMS 303. https://doi.org/10.1016/j.knosys.2024.112410

- **Curated by:** L. Siddharth, siddharthl.iitrpr.sutd@gmail.com
- **Language(s) (NLP):** English
- **License:** Creative Commons Attribution 4.0 International (CC BY 4.0)

### Dataset Sources

- **Repository:** Open Science Framework (OSF)
- **Paper :** Siddharth, L., 2025. Modularizing patent knowledge for enhanced technological impact. https://doi.org/10.31219/osf.io/fd36m

## Uses

The dataset can be used for studies that involve patent analytics, network science, and technology forecasting.
The dataset includes structural properties of the knowledge graphs of 33,803 patents and their technological impact as measured via citation received.
These structural properties can related to other patent quality/impact measures in future studies.

## Dataset Creation

The dataset include properties of patent knowledge graphs that were populated using earlier methods as stated below.

Siddharth, L., Luo, J., 2024. Knowledge of Technological Artefacts: Investigating the Linguistic and Structural Foundations. https://doi.org/10.31219/osf.io/ncqz3
Siddharth, L, Luo, J., 2024. Retrieval augmented generation using engineering design knowledge. KNOWLEDGE-BASED SYSTEMS 303. https://doi.org/10.1016/j.knosys.2024.112410


### Curation Rationale

This dataset is intended to advance technology and innovation literature by delving knowledge structures of patents and investigating their role is how patents create impact in the technology space and in the society as a whole.

### Source Data

USPTO

#### Who are the source data producers?

L. Siddharth (siddharthl.iitrpr.sutd@gmail.com)

## Citation [optional]

**BibTeX:**


@misc{siddharth_knowledge_2024,
	title = {Knowledge of {Technological} {Artefacts}: {Investigating} the {Linguistic} and {Structural} {Foundations}},
	url = {https://osf.io/preprints/osf/ncqz3_v2},
	publisher = {OSF Preprints},
	author = {Siddharth, L. and Luo, Jianxi},
	month = dec,
	year = {2024},
	doi = {10.31219/osf.io/ncqz3},
}

@article{siddharth_retrieval_2024,
	title = {Retrieval augmented generation using engineering design knowledge},
	volume = {303},
	issn = {0950-7051},
	doi = {10.1016/j.knosys.2024.112410},
	language = {English},
	journal = {KNOWLEDGE-BASED SYSTEMS},
	author = {Siddharth, L and Luo, JX},
	month = nov,
	year = {2024}
}


@article{siddharth_modularizing_2025,
	title = {Modularizing patent knowledge for enhanced technological impact},
	copyright = {All rights reserved},
	doi = {https://osf.io/preprints/osf/fd36m},
	journal = {OSF Preprints},
	author = {Siddharth, L.},
	month = may,
	year = {2025},
}



**APA:**

Siddharth, L., 2025. Modularizing patent knowledge for enhanced technological impact. OSF Preprints. https://osf.io/preprints/osf/fd36m

Siddharth, L., & Luo, J. (2024a). Retrieval augmented generation using engineering design knowledge. KNOWLEDGE-BASED SYSTEMS, 303. https://doi.org/10.1016/j.knosys.2024.112410

Siddharth, L., & Luo, J. (2024b, December). Knowledge of Technological Artefacts: Investigating the Linguistic and Structural Foundations. OSF Preprints. https://doi.org/10.31219/osf.io/ncqz3

## Dataset Card Authors [optional]

L. Siddharth

## Dataset Card Contact

siddharthl.iitrpr.sutd@gmail.com