diff --git a/docs/codes/Rahmani_et_al_2021.md b/docs/codes/Rahmani_et_al_2021.md
index 0a9fc0a..4abab12 100644
--- a/docs/codes/Rahmani_et_al_2021.md
+++ b/docs/codes/Rahmani_et_al_2021.md
@@ -1,5 +1,5 @@
 # LSTM stream temperature model
-![Alt text](../assets/project-figuresRahmani_et_al_2021.png)
+![Alt text](../assets/project-figures/Rahmani_et_al_2021.PNG)
 ## Code Release
 
 [See here for the USGS release](https://doi.org/10.5066/P97CGHZH)
diff --git a/docs/codes/Rahmani_et_al_2023.md b/docs/codes/Rahmani_et_al_2023.md
index 1d3bd59..6ac06b4 100644
--- a/docs/codes/Rahmani_et_al_2023.md
+++ b/docs/codes/Rahmani_et_al_2023.md
@@ -1,4 +1,4 @@
-# $\delta$ differentiable stream temperature (LSTM + SNTEMP)
+# $\delta$ differentiable stream temperature (LSTM $\Plus$ SNTEMP)
 ![Alt text](../assets/project-figures/Fig5_Rahmani2023.png)
 
 ## Code, data, models, and results Release
diff --git a/docs/codes/index.md b/docs/codes/index.md
index 2e72c14..778e87a 100644
--- a/docs/codes/index.md
+++ b/docs/codes/index.md
@@ -57,7 +57,7 @@ Differentiable Parameter Learning
 <div class="result" markdown>
   <div class="grid cards" markdown>
 
--   [$\delta$ differentiable stream temperature (LSTM+SNTEMP) __(Rahmani et al. 2023)__][Rahmani_et_al_2023.md]
+-   [$\delta$ differentiable stream temperature (LSTM $\Plus$ SNTEMP) __(Rahmani et al. 2023)__][Rahmani_et_al_2023.md]
    
     ---
 ![Scatterplots comparing baseflow ratio predicted by four models with different structural priors](../assets/project-figures/Fig5_Rahmani2023.png)