diff --git a/Benchmark-Models/Liu_IFACPapersOnLine2025/individual-based/parameters.tsv b/Benchmark-Models/Liu_IFACPapersOnLine2025/individual-based/parameters.tsv
index 79a7a3b..9d54b45 100644
--- a/Benchmark-Models/Liu_IFACPapersOnLine2025/individual-based/parameters.tsv
+++ b/Benchmark-Models/Liu_IFACPapersOnLine2025/individual-based/parameters.tsv
@@ -1,30 +1,30 @@
 parameterId	parameterName	parameterScale	lowerBound	upperBound	nominalValue	estimate	parameterType
-rho	rho	log10	0.42	1.66	1	1	
-kappa	kappa	log10	100.0	100000.0	1	1	
-psi	psi	log10	1e-10	0.01	1	1	
-phi	phi	log10	1e-08	100000000.0	1	1	
-beta	beta	log10	1.0	10000.0	1	1	
-alpha	alpha	log10	0.0001	1000.0	1	1	
-delta	delta	log10	0.01	100.0	1	1	
-xi_c_1	xi_c_1	log10	1e-07	1.0	1	1	
-xi_c_2	xi_c_2	log10	1e-07	1.0	1	1	
-xi_c_3	xi_c_3	log10	1e-07	1.0	1	1	
-xi_c_4	xi_c_4	log10	1e-07	1.0	1	1	
-xi_c_5	xi_c_5	log10	1e-07	1.0	1	1	
-xi_c_6	xi_c_6	log10	1e-07	1.0	1	1	
-xi_c_7	xi_c_7	log10	1e-07	1.0	1	1	
-xi_c_8	xi_c_8	log10	1e-07	1.0	1	1	
-xi_c_9	xi_c_9	log10	1e-07	1.0	1	1	
-xi_c_10	xi_c_10	log10	1e-07	1.0	1	1	
-xi_v_1	xi_v_1	log10	1e-07	1.0	1	1	
-xi_v_2	xi_v_2	log10	1e-07	1.0	1	1	
-xi_v_3	xi_v_3	log10	1e-07	1.0	1	1	
-xi_v_4	xi_v_4	log10	1e-07	1.0	1	1	
-xi_v_5	xi_v_5	log10	1e-07	1.0	1	1	
-xi_v_6	xi_v_6	log10	1e-07	1.0	1	1	
-xi_v_7	xi_v_7	log10	1e-07	1.0	1	1	
-xi_v_8	xi_v_8	log10	1e-07	1.0	1	1	
-xi_v_9	xi_v_9	log10	1e-07	1.0	1	1	
-xi_v_10	xi_v_10	log10	1e-07	1.0	1	1	
-sigma_a	sigma_a	log10	10.0	100000.0	1	1	
-sigma_b	sigma_b	log10	0.0001	100.0	1	1	
+rho	rho	log10	0.42	1.66	1.2829082108573162	1	
+kappa	kappa	log10	100.0	100000.0	1517.725395396992	1	
+psi	psi	log10	1e-10	0.01	3.5025564678683694e-09	1	
+phi	phi	log10	1e-08	100000000.0	3.0858194820075244	1	
+beta	beta	log10	1.0	10000.0	1.0650312622041425	1	
+alpha	alpha	log10	0.0001	1000.0	3.0921432963756565	1	
+delta	delta	log10	0.01	100.0	0.549521198465029	1	
+xi_c_1	xi_c_1	log10	1e-07	1.0	0.015593530549184092	1	
+xi_c_2	xi_c_2	log10	1e-07	1.0	0.004108874191488457	1	
+xi_c_3	xi_c_3	log10	1e-07	1.0	0.005715438594388586	1	
+xi_c_4	xi_c_4	log10	1e-07	1.0	0.40012115137012616	1	
+xi_c_5	xi_c_5	log10	1e-07	1.0	0.4519816372520485	1	
+xi_c_6	xi_c_6	log10	1e-07	1.0	0.17643679894199796	1	
+xi_c_7	xi_c_7	log10	1e-07	1.0	1.0	1	
+xi_c_8	xi_c_8	log10	1e-07	1.0	1.0	1	
+xi_c_9	xi_c_9	log10	1e-07	1.0	1.0	1	
+xi_c_10	xi_c_10	log10	1e-07	1.0	1.0	1	
+xi_v_1	xi_v_1	log10	1e-07	1.0	0.23681777196970688	1	
+xi_v_2	xi_v_2	log10	1e-07	1.0	0.33385887248811597	1	
+xi_v_3	xi_v_3	log10	1e-07	1.0	0.15154611096080445	1	
+xi_v_4	xi_v_4	log10	1e-07	1.0	0.45642545748851887	1	
+xi_v_5	xi_v_5	log10	1e-07	1.0	0.751351262427366	1	
+xi_v_6	xi_v_6	log10	1e-07	1.0	1.0	1	
+xi_v_7	xi_v_7	log10	1e-07	1.0	1.0	1	
+xi_v_8	xi_v_8	log10	1e-07	1.0	1.0	1	
+xi_v_9	xi_v_9	log10	1e-07	1.0	1.0	1	
+xi_v_10	xi_v_10	log10	1e-07	1.0	1.0	1	
+sigma_a	sigma_a	log10	10.0	100000.0	238.8595871521549	1	
+sigma_b	sigma_b	log10	0.0001	100.0	0.00010397840341525495	1	
diff --git a/Benchmark-Models/Liu_IFACPapersOnLine2025/parameters.tsv b/Benchmark-Models/Liu_IFACPapersOnLine2025/parameters.tsv
index 7cefe16..6ea78c0 100644
--- a/Benchmark-Models/Liu_IFACPapersOnLine2025/parameters.tsv
+++ b/Benchmark-Models/Liu_IFACPapersOnLine2025/parameters.tsv
@@ -1,10 +1,10 @@
-parameterId	parameterName	parameterScale	lowerBound	upperBound	nominalValue	estimate	parameterType
-rho	rho	log10	0.42	1.66	1	1	
-kappa	kappa	log10	100.0	100000.0	1	1	
-psi	psi	log10	1e-10	0.01	1	1	
-phi	phi	log10	1e-08	100000000.0	1	1	
-beta	beta	log10	1.0	10000.0	1	1	
-alpha	alpha	log10	0.0001	1000.0	1	1	
-delta	delta	log10	0.01	100.0	1	1	
-sigma_a	sigma_a	log10	10.0	100000.0	1	1	
-sigma_b	sigma_b	log10	0.0001	100.0	1	1	
+parameterId	parameterName	parameterScale	lowerBound	upperBound	nominalValue	estimate
+rho	rho	log10	0.42	1.66	1.3719998890173604	1
+kappa	kappa	log10	100.0	100000.0	1138.1028737412514	1
+psi	psi	log10	1e-10	0.01	3.0451973420634607e-09	1
+phi	phi	log10	1e-08	100000000.0	2.9021941106845426	1
+beta	beta	log10	1.0	10000.0	1.0541567420359819	1
+alpha	alpha	log10	0.0001	1000.0	2.9016154167675983	1
+delta	delta	log10	0.01	100.0	0.37236432467696445	1
+sigma_a	sigma_a	log10	10.0	100000.0	166.4831321759065	1
+sigma_b	sigma_b	log10	0.0001	100.0	0.35929982754367545	1