Update README.md

README.md

@@ -32,10 +32,12 @@ This table details the main columns of the dataset:
 |*Day*|Day of the first publication of the parent article|
 |*Position*|Position in the sequence of paragraphs in the article|
 
+The primary purpose of the Astro-HEP Corpus, beyond its role as a training set for the for the <a target="_blank" rel="noopener noreferrer" href="https://huggingface.co/arnosimons/astro-hep-bert">Astro-HEP-BERT</a> model, lies in its use for analyzing the meaning of concepts in astrophysics and high energy physics. For further insights into the corpus, the model, and the underlying research project (<a target="_blank" rel="noopener noreferrer" href="https://doi.org/10.3030/101044932" >Network Epistemology in Practice</a>) please refer to the following two papers:
 
-The primary purpose of the Astro-HEP Corpus, beyond its role as a training set for the for the <a target="_blank" rel="noopener noreferrer" href="https://huggingface.co/arnosimons/astro-hep-bert">Astro-HEP-BERT</a> model, lies in its use for analyzing the meaning of concepts in astrophysics and high energy physics. For further insights into the corpus, the model, and the underlying research project (<a target="_blank" rel="noopener noreferrer" href="https://doi.org/10.3030/101044932" >Network Epistemology in Practice</a>) please refer to this paper [link coming soon].
+1) <a target="_blank" rel="noopener noreferrer" href="https://arxiv.org/abs/2411.14877">Simons, A. (2024). Astro-HEP-BERT: A bidirectional language model for studying the meanings of concepts in astrophysics and high energy physics. arXiv:2411.14877.</a>
+
+2) <a target="_blank" rel="noopener noreferrer" href="https://arxiv.org/abs/2411.14073">Simons, A. (2024). Meaning at the planck scale? Contextualized word embeddings for doing history, philosophy, and sociology of science. arXiv:2411.14073.</a>
 
-<!-- <a target="_blank" rel="noopener noreferrer" href="">Astro-HEP-BERT paper</a>. -->
 
 ## Composition