Add link to Github repository, improve description (#1)

- Add link to Github repository, improve description (73f9dc4fab72ac866fdc5a11ae29f85c8d6953d0)


Co-authored-by: Niels Rogge <nielsr@users.noreply.huggingface.co>

README.md

@@ -1,6 +1,7 @@
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 license: mit
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-This is the fastText pretraining data filter targeting
-the LAMBADA task, discussed in the main text of the Perplexity
-Correlations paper: https://arxiv.org/abs/2409.05816
+
+This repository contains a fastText pretraining data filter targeting the LAMBADA task, as discussed in the paper [Improving Pretraining Data Using Perplexity Correlations](https://arxiv.org/abs/2409.05816). This filter selects high-quality pretraining data based on correlations between LLM perplexity and downstream benchmark performance. 
+
+Code: https://github.com/TristanThrush/perplexity-correlations