Practical guide

Resolve disagreement between chatbot answer reviewers

Last materially reviewed 2026-09-25

Quick answerCompare the disputed claim with the expected source before averaging reviewers’ scores.
What to know

Identify what the reviewers disagree about

One reviewer may judge factual correctness while another judges readability. Ask each to identify the exact passage and the criterion used. Separate a missing fact from an awkward explanation or a disputed source version. A single numeric rating hides these differences. Keep a short rationale with each judgment so a disagreement becomes a useful correction to the review process rather than a popularity contest.

What to know

Return to the authoritative material

Open the expected source and inspect the relevant qualification. If the source itself is unclear, record an unresolved documentation issue rather than forcing agreement. A senior reviewer’s confidence is not a substitute for evidence. Where the question requires product knowledge absent from the public source, update the documentation through its owner or narrow the assistant’s claim to what can actually be supported.

What to know

Calibrate on a few examples

Before a larger review, jointly assess a small set containing a correct answer, an incomplete answer and an unsupported answer. Discuss why each classification applies. Use fictional or approved sanitized examples and preserve the agreed criteria. This does not create a scientifically validated accuracy measure; it makes the team’s working standard more explicit and reduces accidental changes in interpretation between review sessions.

What to know

Preserve unresolved cases

Do not discard difficult examples because they make the result look untidy. Hold them separately with the missing evidence and the person responsible for resolving it. If disagreement affects a release-blocking fact, do not publish the affected capability until the basis is clear. Consistent review is valuable, but unanimous agreement on a mistaken assumption still needs a source check.

  • Write both initial rationales before discussion, then preserve the agreed source interpretation or the exact evidence still needed to resolve it.
Continue when useful

Next: A practical rubric for checking documentation answers

Check correctness, source support, version and useful limits separately; fluent prose cannot compensate for a material error.

Open A practical rubric for checking documentation answers →

Sources used for this page

These records support the facts and comparisons above. Merchant-controlled records are labelled so you can separate product claims from independent evidence.

  1. LangChain: evaluation datasets and reference answers — Platform documentation · docs.langchain.com · Merchant-controlled · checked 2026-09-25