diff --git a/CHANGELOG.md b/CHANGELOG.md
index ad2476bc..fdcf8482 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,9 @@
 # Changelog
 
+## 2.1.0
+
+- Reduce compilation latency: formula parsing, schema and model matrices go through a vector-based term pipeline, so methods compile per term type rather than per formula shape or column names (#283).
+
 ## 2.0.0
 
 ### Breaking changes
diff --git a/README.md b/README.md
index d77f8c53..3ddbe66b 100755
--- a/README.md
+++ b/README.md
@@ -9,7 +9,7 @@ The package is registered in the [`General`](https://github.com/JuliaRegistries/
 The objective of the package is similar to the Stata command [`reghdfe`](https://github.com/sergiocorreia/reghdfe) and the R packages [`lfe`](https://cran.r-project.org/web/packages/lfe/lfe.pdf) and [`fixest`](https://lrberge.github.io/fixest/). The package is much faster than `reghdfe` (Stata) or `lfe` (R). It also tends to be a bit faster than the more recent `fixest` (R). `FixedEffectModels` can also run on NVIDIA or Apple GPUs for even faster performances (see below)
 
 
-![benchmark](http://www.matthieugomez.com/files/fixedeffectmodels_benchmark.png)
+![benchmark](benchmark/fixedeffectmodels_benchmark.png)
 
 ## Syntax