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Correction for Listing 6.5 in Build a Reasoning Model From Scratch

Sebastian Raschka issued a correction for Listing 6.5 in his book 'Build a Reasoning Model From Scratch', changing the line 'torch.manual_seed(0)' to 'torch.manual_seed(5)' on page 198. The change is needed to reproduce the generated response and log-probability outputs in Chapter 6; the fix will be included in the next printing.

read1 min views1 publishedJul 25, 2026
Correction for Listing 6.5 in Build a Reasoning Model From Scratch
Image: Sebastianraschka (auto-discovered)

Thanks everyone for all the kind words and feedback. Super happy that you are enjoying Build a Reasoning Model (From Scratch)!

Unfortunately, there’s a small typo in Listing 6.5 on page 198 (see the video below). The line torch.manual_seed(0)

should be torch.manual_seed(5) .

This is a tiny change, but it’s needed to reproduce the generated response in Listing 6.5 and the corresponding log-probability outputs later in Chapter 6. If you use 0, the code is of course still correct but the numeric results may be a bit different, which could be confusing. Anyway, it should be a small 1 character change :).

This will be fixed in the next printing.

I am sorry about the oversight, and I hope this note saves you some debugging time.

Source: lightly edited website version of my Substack note.

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