diff --git a/docs/research.md b/docs/research.md
index 15f06d44e..1439dab52 100644
--- a/docs/research.md
+++ b/docs/research.md
@@ -5,6 +5,7 @@ The page is dedicated to collecting all research that was collected in the past
 This is not an exhaustive list, and any PRs would be welcome
 
 ### Research Papers
+- [2024/06/04] [Symbolic reasoning](https://arxiv.org/abs/2402.01817)
 - [2024/06/04] [Transformers and episodic memory](https://arxiv.org/abs/2405.14992)
 - [2024/03/24] [Graph Chain-of-Thought: Augmenting Large Language Models by Reasoning on Graphs](https://arxiv.org/abs/2404.07103)
 - [2024/03/24] [Leave No Context Behind: Efficient Infinite Context Transformers with Infini-attention](https://arxiv.org/abs/2404.07143)