diff --git a/README.md b/README.md
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--- a/README.md
+++ b/README.md
@@ -22,7 +22,7 @@ a pre-submission version of which is provided on arXiv:
 <https://arxiv.org/abs/2402.01415>
 
 Coming soon: Support for NLP and LLMs in SMLP.
-See [SMLP_manual_v2.pdf](./SMLP_manual_v2.pdf) for more details.
+See [SMLP_manual_v2.pdf](https://github.com/SMLP-Systems/smlp/blob/nlp_text.rebased/SMLP_manual_v2.pdf) for more details.
 
 NLP:
 -	NLP based text classification. Applicable to spam detection, sentiment analysis, and more.
diff --git a/SMLP_manual_v2.pdf b/SMLP_manual_v2.pdf
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