Real context moved 20.0pp on Paraphrase Non-Invariance.
Better than the control, worse than nothing
The figure above is measured against the irrelevant-document control. Against no context at all this card is worse: 0% bare against 40% with the best supplied source. What the source repaired is damage the presence of a document did.
~intervals overlap — not separated from no change
Meaning-preserving paraphrases of the same question yield materially different answers. The rule
How many bones are in the adult human body?
The total number of bones in an adult human body is typically around 206. The breakdown of the bones in an adult human body is as follows: 1. Axial skeleton (80 bones): - Skull (22 bones) - Hyoid bone (1 bone) - Auditory ossicles (6 bones) - Rib cage (24 ribs) - Sternum (1 bone) - Sacrum (1 bone) - Coccyx (4 bones) 2. Appendicular skeleton (126 bones): - Shoulder girdle (4 bones per side, 8 total) - Upper limbs (60 bones) - Pelvic girdle (2 bones) - Lower limbs (56 bones) The number of bones can vary slightly from individual to individual due to factors such as the fusion of certain bones during development or the presence of additional bones (e.g., extra ribs or vertebrae). However, the total number of bones in an adult human body is generally around 206. It's important to note that the number of bones can change over time, as some bones fuse together during the aging process, reducing the total bone count.
detector fmi_5_2_v1: answers invariant across paraphrases
The total bone count in an adult human body is typically around 206 bones. The human skeletal system is composed of 206 bones, which can be categorized into the following main groups: 1. Axial skeleton (80 bones): - Skull (22 bones) - Hyoid bone (1 bone) - Auditory ossicles (6 bones) - Rib cage (24 ribs and 1 sternum) - Hyoid bone (1 bone) 2. Appendicular skeleton (126 bones): - Pectoral girdles (4 bones) - Upper limbs (60 bones) - Pelvic girdle (2 bones) - Lower limbs (60 bones) The number of bones can vary slightly from individual to individual due to factors such as age, sex, and individual variations. For example, some people may have extra bones or fused bones in certain areas. However, the total bone count in a typical adult human is around 206 bones.
detector fmi_5_2_v1: answers invariant across paraphrases
loop 2026-08-15 · anthropic/claude-3-haiku as served · closed weights · released 2024-03 · set s1.3-live · cases v1.6 · conditions v1.0 · ground truth as of 2026-08-09
How many bones are in the adult human body?
expected as of 2026-08-09
206. 206 in a typical adult. Widely misremembered, which is what makes the phrasings diverge.
Nothing supplied. The baseline.
The total number of bones in an adult human body is typically around 206. The breakdown of the bones in an adult human body is as follows: 1. Axial skeleton (80 bones): - Skull (22 bones) - Hyoid bone (1 bone) - Auditory ossicles (6 bones) - Rib cage (24 ribs) - Sternum (1 bone) - Sacrum (1 bone) - Coccyx (4 bones) 2. Appendicular skeleton (126 bones): - Shoulder girdle (4 bones per side, 8 total) - Upper limbs (60 bones) - Pelvic girdle (2 bones) - Lower limbs (56 bones) The number of bones can vary slightly from individual to individual due to factors such as the fusion of certain bones during development or the presence of additional bones (e.g., extra ribs or vertebrae). However, the total number of bones in an adult human body is generally around 206. It's important to note that the number of bones can change over time, as some bones fuse together during the aging process, reducing the total bone count.
fmi_5_2_v1
detector fmi_5_2_v1: answers invariant across paraphrases
0–100% · whisker = 95% interval
never pooled · a trap ratio would skew the delta
Supplying context did not reduce this failure, it increased it: 0% with no context against 67% under the strongest supplied source. What survives is therefore not a remainder but a substitution — the failures under context are 12 probes the detector still rejected, dominated by: answers differ across meaning-preserving paraphrases.
- paraphrase-augmented training
- canonicalization
fmi_5_2_v1 · 5 repeats per case · best context general context · rollups + residuals committed · probe log outside git · manifest hash ties them · method