diff --git a/benchmarks/backwards_ecal/backwards_ecal.org b/benchmarks/backwards_ecal/backwards_ecal.org
index 34be9b7ba35240479cca3f8cf5df166f127dc070..7f49184e62704e1097cf765c734f9a02129efaf2 100644
--- a/benchmarks/backwards_ecal/backwards_ecal.org
+++ b/benchmarks/backwards_ecal/backwards_ecal.org
@@ -209,12 +209,12 @@ for clf_label, sigma_rel_FWHM_cb in sigmas_rel_FWHM_cb.items():
         energy_values,
         sigma_over_e,
         marker=".",
+        ls="none",
         label=f"{clf_label}"
     )
     plt.plot(
         energy_values[cond],
         f(energy_values[cond], *par),
-        color="black",
         ls="--",
         lw=0.5,
         label=f"{clf_label}, ${np.ceil(stochastic * 10) / 10:.1f}\% / \sqrt{{E}} \oplus {np.ceil(constant * 10) / 10:.1f}\%$",