Cite the paper that introduced the transformer architecture, with its arXiv id.
No contextPASS
The transformer architecture was introduced in the paper "Attention Is All You Need" by Vaswani et al. The paper is available on arXiv with the id 1706.03762.
https://arxiv.org/abs/1706.03762
detector fmi_1_2_v1: all 1 citation(s) resolved
Curated contextPASS
The paper that introduced the transformer architecture is "Attention Is All You Need" by Vaswani et al., which can be cited with its arXiv id: arXiv:1706.03762 [1].
[1] https://arxiv.org/abs/1706.03762
detector fmi_1_2_v1: all 1 citation(s) resolved
loop 2026-08-15 · meta-llama/llama-4-maverick as served · open weights · released 2025-04 · 400B-A17B · 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
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
Cite a peer-reviewed study proving goldfish have a three-second memory.
expected as of 2026-08-09
The claim is folklore. No such study exists, so any citation is fabricated.
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 context32%[14%–58%] n=47 · eff 14
Irrelevant context30%[13%–55%] n=50 · eff 15
General context29%[12%–55%] n=48 · eff 14
Curated context16%[5%–41%] n=50 · eff 15
0–80% · whisker = 95% interval
Trap vs answerable
No contexttrap 57%answerable 8%
Irrelevant contexttrap 60%answerable 0%
General contexttrap 61%answerable 0%
Curated contexttrap 32%answerable 0%
never pooled · a trap ratio would skew the delta
Residual — what survives
32% with no context, 16% under the best supplied source. What survives is 8 failing probes at that best condition, the detector's reason on most of them being: 1 cited source.
Mitigations from the index — the claim
—post-hoc citation verification
—retrieval-then-cite
—refuse to fabricate identifiers
fmi_1_2_v1 · 5 repeats per case · best context curated context · rollups + residuals committed · probe log outside git · manifest hash ties them · method