A generative system explains a product-review decision.
Do not present a fluent explanation as proven causality.
Choose two appropriate responses.
Separate generated explanations from actual inputs, evidence, and rules, and evaluate explanation accuracy while disclosing uncertainty and limits.
Detailed explanation
A generated rationale may be post hoc.
Explanation quality and user expectations are managed.
A fluent explanation is not confused with verified causality.
Verification and remedy are still required.
Check official documentation
Compare the following points with the official documentation.
AWS公式AIF-C01 Domain 4.2の説明可能性、透明性、モデル出力の限界を確認する。
Official references
What to confirm
流暢な説明と検証可能な根拠を区別して利用者へ伝えられる。
Key points
- Explainability
- Evidence
- Limits
Notes
- Environment: AWS公式AIF-C01試験ガイドとAWS公式ドキュメントの確認
- Compare the definition with the AIF-C01 objective and the service documentation before applying it.
- Keep the concept separate from a particular answer choice or implementation step.
Foundation review
Explainability
The extent to which people can understand and verify factors related to an AI output.
Post-hoc explanation
An explanation generated after a prediction that may not faithfully describe the internal process.