ops: DotCheck Apache-2.0 open heads + card

README.md

@@ -24,7 +24,7 @@ base_model:
   - hfl/chinese-macbert-base
 base_model_relation: adapter
 model-index:
-  - name: Valla (inhouse-text@9)
+  - name: Valla (inhouse-text@11)
     results:
       - task:
           type: text-classification
@@ -36,13 +36,13 @@ model-index:
         metrics:
           - name: mean_P_AI_human
             type: mean_score_human
-            value: 0.045
+            value: 0.005
           - name: mean_P_AI_ai
             type: mean_score_ai
-            value: 0.909
+            value: 0.973
           - name: balanced_accuracy
             type: balanced_accuracy
-            value: 0.980
+            value: 0.986
         source:
           name: text_gates_v9 / Data.json
           url: https://dotcheck.ai/docs
@@ -55,9 +55,9 @@ Apache-2.0 text AI-likeness heads for DotCheck (English, Chinese, and six Latin
 | Field | Value |
 |-------|--------|
 | Hub id | `DotCheck/valla-text-v9` |
-| Wire id (EN) | `inhouse-text@9` |
+| Wire id (EN) | `inhouse-text@11` |
 | Label | Valla |
-| EN artifact | `text_stack_head_v9.npz` |
+| EN artifact | `text_stack_head_v11.npz` |
 | Latin feature bases | [`Oxidane/tmr-ai-text-detector`](https://huggingface.co/Oxidane/tmr-ai-text-detector) (MIT), [`fakespot-ai/roberta-base-ai-text-detection-v1`](https://huggingface.co/fakespot-ai/roberta-base-ai-text-detection-v1) (Apache-2.0) |
 | Chinese feature base | [`hfl/chinese-macbert-base`](https://huggingface.co/hfl/chinese-macbert-base) (Apache-2.0; `cls_emb`) |
 | Heads | EN + `zh_v1` / `es_v2` / `pt_BR_v1` / `fr_v2` / `it_v1` / `de_v1` / `nl_v1` (separate `.npz`) |
@@ -122,9 +122,9 @@ No published holdout from live ChatGPT/Claude scrapes. Evidence: `text_gates_v9.
 
 | Metric | Target | Measured |
 |--------|--------|---------:|
-| mean P(AI) \| human | ≤ 0.12 | **0.045** |
-| mean P(AI) \| AI | ≥ 0.85 | **0.909** |
-| bal_acc @ thr | ≥ 0.90 | **0.980** |
+| mean P(AI) \| human | ≤ 0.12 | **0.005** |
+| mean P(AI) \| AI | ≥ 0.85 | **0.973** |
+| bal_acc @ thr | ≥ 0.90 | **0.986** |
 
 Also: beat prior `@6` holdout; wiki-monitor mean ~\<0.001; OOD / RAID-lite protocol OK (`TEXT_GATES_OK`).
 
@@ -166,4 +166,4 @@ Also: beat prior `@6` holdout; wiki-monitor mean ~\<0.001; OOD / RAID-lite proto
 
 ## Citation
 
-[`CITATION.cff`](CITATION.cff) · wire `inhouse-text@9` / Valla@9 · https://dotcheck.ai/docs
+[`CITATION.cff`](CITATION.cff) · wire `inhouse-text@11` / Valla@9 · https://dotcheck.ai/docs

text_stack_head_v11.npz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:941f8106cdcc9f10acd2ca587e6f167cb3b02ce23dc3e72c8d350626f313de97
+size 9074