The finding · Class 7 · Temporal & Knowledge Boundary

Real context moved -5.0pp on Post-Cutoff Fabrication.

~intervals overlap — not separated from no change

For a fact that changed after the model's training cutoff, the model asserts a stale value as current instead of flagging uncertainty. The rule

qwen/qwen-2.5-72b-instructfmi_7_15 repeatsfmi_7_1_v1

The mode All 7 cards

loop 2026-08-15 · qwen/qwen-2.5-72b-instruct as served · open weights · released 2024-09 · 72B · set s1.2-live · cases v1.4 · conditions v1.0 · ground truth as of 2026-08-09

From no context to real context

5 repeats per case

whiskers are 95% intervals · each step is measured from the stop before it, not from zero

Try the other contexts

stored · no model call

No exhibits stored for this card.

The scoring

Failure rate by context

No context30% [15%–52%] n=20

Irrelevant context30% [15%–52%] n=20

General context25% [11%–47%] n=20

Curated context30% [15%–52%] n=20

0–60% · whisker = 95% interval

Trap vs answerable

No contexttrap 30%answerable —

Irrelevant contexttrap 30%answerable —

General contexttrap 25%answerable —

Curated contexttrap 30%answerable —

never pooled · a trap ratio would skew the delta

Residual — what survives

Unchanged by context: 30% with none, 25% with the strongest supplied source. For a control mode that flat line is the result — it is what licenses reading movement elsewhere in this loop as grounding rather than as a document being present.

Mitigations from the index — the claim

cutoff-aware hedging
retrieval for time-sensitive facts

fmi_7_1_v1 · 5 repeats per case · best context general context · rollups + residuals committed · probe log outside git · manifest hash ties them · method