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Concepts

Abstention

When Bivia isn’t confident enough to give a reliable answer, it abstains instead of guessing. This is a feature, not a failure — you always know whether to trust the answer.

Every response includes a status field:

  • answered — the model is confident. value contains the answer.
  • abstained — the model is not confident. value is null.
{
"status": "abstained",
"value": null,
"abstain_reason": "low_confidence",
"distribution": { "yes": 0.52, "no": 0.48 }
}

Even on abstention, the distribution is still returned so you can see how the probability mass was spread.

ReasonMeaning
low_confidenceProbability mass was too spread across options
readout_disagreementDeep-mode verification found a conflict
insufficient_evidenceNot enough context to decide
unresolved_after_thinkingReasoning did not resolve ambiguity

By default, allow_abstain is true. Set it to false to force a best-effort answer:

{ "question": "...", "allow_abstain": false }

In deep mode, abstention is always possible (the verification step may trigger it regardless of allow_abstain).