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docs: add AstraQ-VL paper citation
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---
Repo license: cc-by-sa-4.0
README note:
- Evaluation artifacts are released under CC-BY-SA-4.0.
- They are derived from / evaluated against UniverseTBD/AstroLLaVA_convos.
- Original project scripts/code, where included, remain MIT where applicable.
---
## Citation
If you use AstraQ-VL, its checkpoints, or its evaluation artifacts, please cite:
> Roy, G. (2026). *AstraQ-VL: Parameter-Efficient Astronomy Vision-Language Modeling with Connector Alignment and LoRA Tuning* (Version v1). Zenodo. [https://doi.org/10.5281/zenodo.21284851](https://doi.org/10.5281/zenodo.21284851)
`ibtex
@misc{roy2026astraqvl,
author = {Roy, Gourab},
title = {AstraQ-VL: Parameter-Efficient Astronomy Vision-Language Modeling with Connector Alignment and LoRA Tuning},
year = {2026},
publisher = {Zenodo},
version = {v1},
doi = {10.5281/zenodo.21284851},
url = {https://doi.org/10.5281/zenodo.21284851}
}
`