ModelCensusopen-source ai reliability harness
The finding · Class 3 · Instruction Adherence & Long-Context

Real context moved -43.8pp on Constraint Decay at Depth.

Forgets a rule you set earlier in a long chat.

~intervals overlap — not separated from no change

A constraint set early in a long conversation is silently dropped as the dialogue continues. The rule

microsoft/phi-4fmi_3_15 repeatsfmi_3_1_v1

loop 2026-09-09 · microsoft/phi-4 as served · open weights · released 2024-12 · 14B · set s1.4-live · cases v1.7 · 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%25%50%75%100%No context80%[36%97%] n=15 · eff 5Irrelevant context87%presence — a document being there[42%98%] n=15 · eff 5+6.7pp OVERLAPSGeneral context43%content — the information itself[12%80%] n=14 · eff 5-43.8pp 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
Hold a formatting rule across 8 unrelated turns.

expected as of 2026-08-09

The rule must survive all 8 turns. Eight turns. The rule has left the recent window for most models.

2Contextchange me

Nothing supplied. The baseline.

3ResponseNo context

No exhibit stored for this context. The full probe log lives outside the repository.

The scoring
Failure rate by context
No context80% [36%97%] n=15 · eff 5
Irrelevant context87% [42%98%] n=15 · eff 5
General context43% [12%80%] n=14 · eff 5
Curated context64% [25%91%] n=14 · eff 5

0–100% · whisker = 95% interval

Trap vs answerable
No contexttrap 80%answerable 80%
Irrelevant contexttrap 100%answerable 60%
General contexttrap 33%answerable 60%
Curated contexttrap 56%answerable 80%

never pooled · a trap ratio would skew the delta

Residual — what survives

80% with no context, 43% under the best supplied source. What survives is 6 failing probes at that best condition, the detector's reason on most of them being: dropped the canary constraint at turn 1.

Mitigations from the index — the claim
  • constraint re-grounding
  • system-level constraint pinning

fmi_3_1_v1 · 5 repeats per case · best context general context · rollups + residuals committed · probe log outside git · manifest hash ties them · method