Tutor Diagnosis & Hint Generator

Mon, 28 Sep 2026 00:00:00 +0000

A correct conclusion can hide a gap in the argument, while an otherwise sound attempt may use a method the course has not introduced. Tutor Diagnosis examines those differences separately: whether the result is right, whether the steps are justified, and whether the explanation fits the course’s definitions and methods. Its scores are model feedback for review, not instructor grades.

The tool can also give a hint before I have a full attempt. It searches course material for a useful direction and aims to leave the final derivation to me. When the available passages do not cover the topic, it labels a general hint instead of attaching an unsupported course reference.

An illustrative learning loop, not a transcript or a new test result:

Claim: Every even integer is divisible by four.

Attempt: It works for 4 and 8, so it must hold for all even integers.

Hint: What would you need to check beyond those two examples?

Revision: Two is even but not divisible by four. One counterexample disproves the claim.

The point is to identify the reasoning gap: examples that support a claim do not establish that it holds in every case. For course problems, the tool compares an attempt with a reference answer and retrieved passages, then names the most important gap to revisit.

A fresh solution for comparison

A separate solver receives the question without the tutor’s earlier answer or the source passages used to write it. In a recorded econometrics trial, this second solution identified an intercept condition the first answer had omitted. The user still compares both arguments; agreement or disagreement is not automatically resolved into a verdict.

Other recorded checks included identifying an intentionally flawed regression argument and producing a hint on a microeconomics problem without a final derivation. Those are limited examples of the workflow, not evidence that feedback will be accurate on every assignment.

Course-scoped logs preserve attempts, hints, feedback, and solution comparisons for later summaries. The describes the trials. This is a set of tools within ; the separate tracks an interactive session and applies different conversation rules.

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Tutor Diagnosis & Hint Generator

A fresh solution for comparison