Frozerti

← JournalStudy No. 13

Development and testing

Checking multi-part tasks

A change helped the model interpret some requests better under comparable conditions. More complex tasks with dependencies remained unresolved.

Status
Completed
Outcome
Mixed
Bears on
a diagnostic observation
Period
2 — 4 October 2026
Published
Updated

What we set out to test

Can the model’s understanding of a multi-part request be improved, so that it identifies more precisely which parts are needed and in what order?

Earlier checks

How the study progressed

Events in order. The arrow shows which earlier event each one follows from.

  1. Check

    A comparable test

    Some requests are interpreted better, while complex tasks with dependencies remain unresolved.

    Mixed

  2. Preparation

    Setting the next priority

    ↳ Follows from: A comparable test

    A partial improvement does not replace assessment of complete solutions. The next series checks reliability on new examples.

    Not assessed

What we found

In a comparable test, the model more often interpreted requests whose requirements were implicit. However, a separate check involving dependencies between parts produced no fully correct solutions.

What the problem turned out to be

Improving one component does not ensure a correct solution to the whole task. Some results were obtained under different conditions and cannot be combined into a single progress curve.

What we changed

We checked the change under comparable conditions. Following the review, further work on this part was limited so we could focus on the main research question.

What the recheck showed

The comparable check confirmed a partial improvement. Transfer to complex tasks with dependencies has not been established.

Limits of the conclusions

A limited sample and one training run per condition. This is a development result for one component of the system.

What is still unknown

  • What prevents solving new tasks with dependencies between their parts?

Next step

Check the current approach on new tasks and assess complete answers.

Continued in