ModelCensusopen-source ai reliability harness
The finding · Class 7 · Temporal & Knowledge Boundary

Real context moved 0.0pp on Date-Arithmetic Error.

~intervals overlap — not separated from no change

Given an injected "current date," the model computes relative dates/intervals incorrectly. The rule

openai/gpt-4o-minifmi_7_35 repeatsfmi_7_3_v1
In one frame
screenshot this
Date-Arithmetic Errorfmi_7_3
openai/gpt-4o-mini
Same question, both times
Today is 2026-03-10. What date is 30 days from today? Answer with the full date.
No contextPASS

30 days from today, March 10, 2026, is April 9, 2026.

detector fmi_7_3_v1: date arithmetic correct

General contextPASS

30 days from today, 2026-03-10, is 2026-04-09.

detector fmi_7_3_v1: date arithmetic correct

Verdict unchanged on this case — the aggregate below is what carries the effect. Across 5 repeats: 0.0pp (intervals overlap).fmi_7_3_v1 · openai/gpt-4o-mini · 2026-08-15 · ground truth as of 2026-08-09

loop 2026-08-15 · openai/gpt-4o-mini as served · closed weights · released 2024-07 · set s1.3-live · cases v1.6 · conditions v1.0 · ground truth as of 2026-08-09

From no context to real context
5 repeats per case
failure rate · left is fewer failures0%10%20%30%40%No context13%[5%26%] n=40Irrelevant context13%presence — a document being there[5%26%] n=400.0pp OVERLAPSGeneral context13%content — the information itself[5%26%] n=400.0pp OVERLAPS
whiskers are 95% intervals · each step is measured from the stop before it, not from zero
Try the other contexts
stored · no model call
1Questionheld fixed
Today is 2026-03-10. What date is 30 days from today? Answer with the full date.

expected as of 2026-08-09

From 2026-03-10, 30 days later is 2026-04-09 (9 April 2026). Thirty days from an ordinary date.

2Contextchange me

Nothing supplied. The baseline.

3ResponseNo context
PASS

30 days from today, March 10, 2026, is April 9, 2026.

fmi_7_3_v1

detector fmi_7_3_v1: date arithmetic correct

The scoring
Failure rate by context
No context13% [5%26%] n=40
Irrelevant context13% [5%26%] n=40
General context13% [5%26%] n=40
Curated context13% [5%26%] n=40

0–40% · whisker = 95% interval

Trap vs answerable
No contexttrap 20%answerable 0%
Irrelevant contexttrap 20%answerable 0%
General contexttrap 20%answerable 0%
Curated contexttrap 20%answerable 0%

never pooled · a trap ratio would skew the delta

Residual — what survives

Unchanged by context: 13% with none, 13% 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
  • date libraries via tools
  • explicit date arithmetic

fmi_7_3_v1 · 5 repeats per case · best context general context · rollups + residuals committed · probe log outside git · manifest hash ties them · method