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index 439794c6ee68792bb98f10d8b5337e9d51f66366..0000000000000000000000000000000000000000
--- a/Pretrained_GNN/multilabel_pretrained_model_41/model_epoch_7.pt
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
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-size 1729866
diff --git a/Pretrained_GNN/multilabel_pretrained_model_41/model_epoch_8.pt b/Pretrained_GNN/multilabel_pretrained_model_41/model_epoch_8.pt
deleted file mode 100644
index 4975391148741aca11748d9388c9afbc3c2824bf..0000000000000000000000000000000000000000
--- a/Pretrained_GNN/multilabel_pretrained_model_41/model_epoch_8.pt
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
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diff --git a/Pretrained_GNN/multilabel_pretrained_model_41/model_epoch_9.pt b/Pretrained_GNN/multilabel_pretrained_model_41/model_epoch_9.pt
deleted file mode 100644
index e71c3664d9c5d8fefed62d82467fc45f1b622022..0000000000000000000000000000000000000000
--- a/Pretrained_GNN/multilabel_pretrained_model_41/model_epoch_9.pt
+++ /dev/null
@@ -1,3 +0,0 @@
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diff --git a/docs/usage.md b/docs/usage.md
index e1015730f012339d62c11958ab9c09602dd305d2..b73b4ab194d53ec7db9f033b19f453b99881b23b 100644
--- a/docs/usage.md
+++ b/docs/usage.md
@@ -84,9 +84,10 @@ unweighted unless `weight_var` names a weight branch.
 
 ### Fine-tuning
 
-`Pretrained_GNN/` holds the pretrained models of the paper
-(`multiclass_pretrained_model_12`, `multilabel_pretrained_model_41`, one
-checkpoint per epoch). With `model.pretrained` the edge network is loaded from
+`Pretrained_GNN/` holds the pretrained models of the paper, the final
+epoch of each: `multiclass_pretrained_model_12/model_epoch_71.pt` and
+`multilabel_pretrained_model_41/model_epoch_44.pt` (with their training
+configuration and log). With `model.pretrained` the edge network is loaded from
 that checkpoint and gets a new `model.out_size` classifier; `model.hid_size`,
 `n_layers` and `n_proc_steps` must match it (64, 4, 4).
 
diff --git a/tests/test_models.py b/tests/test_models.py
index 5b0f0725016e3b94616509e0535bfcb6111973fe..80731732c89710533cde984e6c6754e50a0b3cce 100644
--- a/tests/test_models.py
+++ b/tests/test_models.py
@@ -14,7 +14,7 @@ from gnn4colliders.sequences import collate_sequence_batch
 
 CHECKPOINTS = [
     PRETRAINED / "multiclass_pretrained_model_12/model_epoch_71.pt",
-    PRETRAINED / "multilabel_pretrained_model_41/model_epoch_0.pt",
+    PRETRAINED / "multilabel_pretrained_model_41/model_epoch_44.pt",
 ]