diff --git a/Reconstruction/tauRec/python/tauRecFlags.py b/Reconstruction/tauRec/python/tauRecFlags.py
index 586f9a66f48cd6327dd1974ed9c73c66050d7180..2f054ea48721825ad96859773715e7dbeec0a02a 100644
--- a/Reconstruction/tauRec/python/tauRecFlags.py
+++ b/Reconstruction/tauRec/python/tauRecFlags.py
@@ -149,7 +149,7 @@ class tauRecTauJetRNNConfig(JobProperty):
     """
     statusOn=True
     allowedTypes=[['string']]
-    StoredValue=[ 'tauid_rnn_1p_R22_v0.json', 'tauid_rnn_2p_R22_v0.json', 'tauid_rnn_3p_R22_v0.json' ]
+    StoredValue=[ 'tauid_rnn_1p_R22_v1.json', 'tauid_rnn_2p_R22_v1.json', 'tauid_rnn_3p_R22_v1.json' ]
 
 class tauRecTauJetRNNWPConfig(JobProperty):
     """Config files for TauWPDecorator for RNN jet ID
@@ -163,14 +163,14 @@ class tauRecTauEleRNNConfig(JobProperty):
     """
     statusOn=True
     allowedTypes=[['string']]
-    StoredValue=[ 'rnneveto_mc16d_config_1p.json', 'rnneveto_mc16d_config_3p.json' ]
+    StoredValue=[ 'taueveto_rnn_config_1P_r22.json', 'taueveto_rnn_config_3P_r22.json' ]
 
 class tauRecTauEleRNNWPConfig(JobProperty):
     """Config files for TauWPDecorator for RNN eVeto
     """
     statusOn=True
     allowedTypes=[['string']]
-    StoredValue=[ 'rnneveto_mc16d_flat_1p.root', 'rnneveto_mc16d_flat_3p.root' ]
+    StoredValue=[ 'taueveto_rnn_flat_1P_r22.root', 'taueveto_rnn_flat_3P_r22.root' ]
 
 class tauRecPi0ScoreConfig(JobProperty):
     """Config file for TauPi0ScoreCalculator
diff --git a/Reconstruction/tauRecTools/Root/TauJetRNNUtils.cxx b/Reconstruction/tauRecTools/Root/TauJetRNNUtils.cxx
index 972a6a05ff1ca56249717e4ec96b1e060f36d6fe..d9a3b535b75bd3b48870057f375b236bfc055dfa 100644
--- a/Reconstruction/tauRecTools/Root/TauJetRNNUtils.cxx
+++ b/Reconstruction/tauRecTools/Root/TauJetRNNUtils.cxx
@@ -114,6 +114,7 @@ std::unique_ptr<VarCalc> get_default_calculator() {
     calc->insert("trFlightPathSig", Variables::trFlightPathSig);
     calc->insert("massTrkSys", Variables::massTrkSys);
     calc->insert("pt", Variables::pt);
+    calc->insert("pt_tau_log", Variables::pt_tau_log);
     calc->insert("ptDetectorAxis", Variables::ptDetectorAxis);
     calc->insert("ptIntermediateAxis", Variables::ptIntermediateAxis);
     //---added for the eVeto
@@ -254,6 +255,11 @@ bool pt(const xAOD::TauJet &tau, double &out) {
     return true;
 }
 
+bool pt_tau_log(const xAOD::TauJet &tau, double &out) {
+    out = std::log10(std::max(tau.pt() / GeV, 1e-6));
+    return true;
+}
+
 bool ptDetectorAxis(const xAOD::TauJet &tau, double &out) {
     out = std::log10(std::min(tau.ptDetectorAxis() / GeV, 100.0));
     return true;
diff --git a/Reconstruction/tauRecTools/tauRecTools/TauJetRNNUtils.h b/Reconstruction/tauRecTools/tauRecTools/TauJetRNNUtils.h
index 9f2058a23cffdf0743a425833a174c8ddc9420ac..01e2e578ed2255ad406dfe4dcbbedccd3a35d299 100644
--- a/Reconstruction/tauRecTools/tauRecTools/TauJetRNNUtils.h
+++ b/Reconstruction/tauRecTools/tauRecTools/TauJetRNNUtils.h
@@ -102,6 +102,8 @@ bool massTrkSys(const xAOD::TauJet &tau, double &out);
 
 bool pt(const xAOD::TauJet &tau, double &out);
 
+bool pt_tau_log(const xAOD::TauJet &tau, double &out);
+
 bool ptDetectorAxis(const xAOD::TauJet &tau, double &out);
 
 bool ptIntermediateAxis(const xAOD::TauJet &tau, double &out);