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Groundedness & Hallucination

Tests whether models remain faithful to available evidence, distinguish inference from source material, and calibrate uncertainty when information is incomplete.

CASE STUDIES

Hallucinated Journal + Model Self-Auditing

HALLUCINATION · CALIBRATION · SELF-MONITORING

A literature-recommendation test captures a model recognizing its own hallucination risk while still producing an uncertain journal claim.

Psychoanalytic Groundedness: Janet, Freud & Source Fidelity

SOURCE FIDELITY · INTERPRETIVE OVERREACH

An experiment comparing whether a model can apply supplied psychoanalytic theory without allowing it to overwrite supplied transcript material.

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