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README.md

@@ -15,7 +15,7 @@ datasets:
 # MTG Commander Deck Completion
 
 Given a Commander (and optionally a partial decklist), suggests which other
-cards belong in the deck. Trained on 122,571 real public Commander decklists
+cards belong in the deck. Trained on 189,108 real public Commander decklists
 from [Moxfield](https://moxfield.com) ([dataset](https://huggingface.co/datasets/nsaroiu/moxfield-dump)).
 
 Training/evaluation code: [github.com/nsaroiu/mtg-deck-completion](https://github.com/nsaroiu/mtg-deck-completion)
@@ -74,13 +74,13 @@ empty), staple-recognition checkpoint, validation split:
 
 | mask ratio | Recall@50 | Precision@50 | MRR |
 |---|---|---|---|
-| 0.1 (deck mostly complete) | 0.60 | 0.10 | 0.132 |
-| 0.5 | 0.51 | 0.44 | 0.068 |
-| 0.9 (deck mostly empty) | 0.38 | 0.59 | 0.046 |
+| 0.1 (deck mostly complete) | 0.57 | 0.10 | 0.121 |
+| 0.5 | 0.48 | 0.40 | 0.066 |
+| 0.9 (deck mostly empty) | 0.36 | 0.54 | 0.045 |
 
 Held-out-commander split (commanders never seen in training, testing
 generalization via card content rather than memorized co-occurrence):
-Recall@50 0.27–0.41 across the same ratio range — meaningfully above chance,
+Recall@50 0.29–0.44 across the same ratio range — meaningfully above chance,
 confirming the hybrid content embeddings carry real signal for unfamiliar
 commanders. Full breakdown by card-popularity tier, plus the synergy/pruning
 checkpoints' own numbers, in the GitHub repo's eval output.
@@ -151,7 +151,8 @@ fusion, if that's all you need.
 ## License
 
 The weights and code in this repository are released under the MIT license.
-The training data itself is a scrape of public Moxfield decklists with no
-asserted license (see the [dataset card](https://huggingface.co/datasets/nsaroiu/moxfield-dump))
-— if that matters for your use case, that's Moxfield's terms to check, not
-a constraint this repo imposes.
+The training data itself is a scrape of public Moxfield decklists (see the
+[dataset repo](https://huggingface.co/datasets/nsaroiu/moxfield-dump), now
+gated/manually-approved) with no asserted license — if that matters for
+your use case, that's Moxfield's terms to check, not a constraint this repo
+imposes.