diff --git a/CRAN-SUBMISSION b/CRAN-SUBMISSION
index f75f684..ea4da41 100644
--- a/CRAN-SUBMISSION
+++ b/CRAN-SUBMISSION
@@ -1,3 +1,3 @@
 Version: 1.2.3
-Date: 2025-12-26 09:41:54 UTC
-SHA: 8dff07d77bd63492c8d69848ce5c4c5cd621cc90
+Date: 2026-01-14 04:13:22 UTC
+SHA: c22b4b4a72f3682f42246ecc6bbe84e0dd1afb76
diff --git a/DESCRIPTION b/DESCRIPTION
index cd2364d..8119ef4 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -2,7 +2,7 @@ Package: denim
 Type: Package
 Title: Generate and Simulate Deterministic Compartmental Models
 Version: 1.2.3
-Date: 2025-12-26
+Date: 2026-01-14
 Authors@R: c(
     person("Thinh", "Ong", , "thinhop@oucru.org", role = c("aut", "cph"),
            comment = c(ORCID = "0000-0001-6772-9291")),
@@ -19,7 +19,7 @@ Authors@R: c(
     person("Ingo", "Berg", ,role = c("ctb", "cph"),
           comment="Author of the bundled MuParser C++ library")
   )
-Description: R package to build and simulate deterministic compartmental models that can be non-Markovian. Length of stay in each compartment can be defined to follow a parametric distribution (d_exponential(), d_gamma(), d_weibull(), d_lognormal()) or a non-parametric distribution (nonparametric()). Other supported types of transition from one compartment to another includes fixed transition (constant()), multinomial (multinomial()), fixed transition probability (transprob()).
+Description: R package to build and simulate deterministic compartmental models that can be semi-Markovian. Length of stay in each compartment can be defined to follow a parametric distribution (d_exponential(), d_gamma(), d_weibull(), d_lognormal()) or a non-parametric distribution (nonparametric()). 
 License: MIT + file LICENSE
 URL: https://drthinhong.com/denim/,
     https://github.com/thinhong/denim
diff --git a/cran-comments.md b/cran-comments.md
index 73b472c..467e0fb 100644
--- a/cran-comments.md
+++ b/cran-comments.md
@@ -2,7 +2,7 @@
 This is a resubmission. In this version I have:
 * Clarify the ownership for the bundled code by adding the authors as copyright holders
 * Add new test cases
-* Update vignette
+* Update vignettes
 
 
 ## R CMD check results
diff --git a/vignettes/denim.Rmd b/vignettes/denim.Rmd
index dda2f8f..f038f41 100644
--- a/vignettes/denim.Rmd
+++ b/vignettes/denim.Rmd
@@ -50,7 +50,7 @@ legend("right", legend = c(0.5, 1.0, 1.5),
        col = col_codes, lty = 1, lwd = 3, bty = "\n")
 ```
 
-A more realistic length of stay distribution can look like this, of which most patients recovered after 4 days. We defined this using a gamma distribution with shape = 3 and rate = 1/2.
+A more realistic length of stay distribution can look like this, of which most patients recovered after 4 days. We defined this using a gamma distribution with `shape = 3` and `rate = 1/2`.
 
 ```{r, echo=FALSE}
 x <- seq(0, 20, 0.001)