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README.md

@@ -49,7 +49,7 @@ Self-check of the rewritten text (measured 2026-10-02 on 22 rows sampled from th
 
 The measured caveats on the r3 card were counted on r3's rows and text and are not repeated here; the per-row known-issue lists below were measured again on these rows and this text.
 
-**Supervision kind** (`supervision_kind` in `meta`): `visual_aux` on every row: the reasoning text is a text-only chain of thought, written by a model that saw the input image(s) but never the target image, so the answer can usually be derived from the text before the image. Use these rows as image supervision, not as interleaved reasoning whose answer depends on the generated image, and not as evidence that generating the image helps.
+**Supervision kind** (`supervision_kind` in `meta`): `visual_aux` on every row: in the previous release (r3) the reasoning text was a text-only chain of thought written by a model that saw the input image(s) but never the target image, and `meta` keeps that value. In this release the text was rewritten by a model shown every image of the row, the target images included, and its plan does not state the answer before the image (see the r4 section above).
 
 Upstream: images, questions and answers from [`weikaih/imaginative-perception-token-pet-ipt`](https://huggingface.co/datasets/weikaih/imaginative-perception-token-pet-ipt); every thought (plan and read-back) from the text chain-of-thought release [`weikaih/imaginative-perception-token-pet-textcot`](https://huggingface.co/datasets/weikaih/imaginative-perception-token-pet-textcot). Licence: **undeclared**. Neither upstream repository declares a licence; this converted copy is shared for research use only, whatever terms the upstream authors set apply to it as well, and it will be taken down at their request. The images are renders of ProcTHOR houses made with AI2-THOR, both released by the Allen Institute for AI under Apache-2.0.