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Questions about possible notation/figure inconsistencies in the current arXiv version #29

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@Phyn-L

Thanks for the interesting and useful work on Agent0-VL.

While reading the current arXiv manuscript, I noticed a few possible notation inconsistencies and minor typos, and I would like to confirm whether I understood them correctly.

  1. In Algorithm 1, line 8 contains EE, and line 11 contains RA. These abbreviations seem not to be defined in the surrounding text. Could you clarify what they refer to?

  2. In Eq. (2), the notation (\pi_\theta^E) appears, but I could not find its definition. Is this intended to denote the Verifier/Evaluator policy, or should it be another symbol?

  3. In Appendix Figure 11, Step 3 is marked as incorrect by the Reward Model Evaluation. However, based on the original question and the “Reasoning Model Solution,” the roots of (g(x)) appear to be (-1) and (2), which makes the comparison with (f(x)=x^2+x-6) yield the common root (x=2). I could not identify where the Step 3 mistake occurs. Could you clarify whether this is a figure annotation issue or whether there is a subtle reasoning error I missed?

Also, if a revised or camera-ready version is available, would you consider releasing it? That would be very helpful for readers who want to reproduce or cite the work accurately.

Thanks again for your work.

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