Multimodal Foundation Models · n = 13 ·zai-org/GLM-V
Single-axis · conf low
momentum
momentum
5.8/100
pctile
p0
convergence gate
gate
0 of 2 axes
velocity only, citation axis absent.
gate shut
position in cohort distributionone of 13 in cohort
percentile
p0
momentum is the combined velocity and citation signal, percentile within cohort
velocity z
velocity z
-3.54 σ
slope
-0.018/wk
log-slope -0.018/wk
convergence planefull gate = rising
velocity z
-3.54
citation z
no axis
peers
12
single-axis: citation axis absent, excluded from the plane.
citation z
∅no citation axis
no citation axis
cohort
13
systems measured
weekly commits
0.2
not rising
total citations
n/a
no axis
momentum
5.8
percentile p0
commit heatmap, last 26 weeks0.2/wk
weeks
26
peak/wk
6
active
8
total
17
citations by yearno axis
∅no citation axisaxis status: absent
GLM-V holds an Evidaxis momentum score of 5.8 of 100 on methodology m2, snapshot 2026-08-08, measured within the Multimodal Foundation Models cohort (n = 13). No axis is currently rising within the cohort, and no second (citation) axis is available, so it sits below the two-axis gate.
Derived signals
second-order reads, computed from the published series
Three signals ship when the commit series is statistically sufficient; the rest are held in a reserved state
until the data supports them. A reserved signal shows its reason, never a fabricated number.
How these are computed.
swing
-0.52×
regime
reversing
windows
13w vs 39w
snapshot 1 of 1 ·· m2
commit Sharpereserved: <26 non-zero commit weeks
changepoint
none detected
snapshot 1 of 1 ·· m2
code-leads-citation lagreserved
reserved: citation series too short / axis absent for cross-correlation
status
reserved
value
insufficient data
snapshot 1 of 1 ·· m2
axis alpha vs cohortreserved
reserved: cohort N too small for regression (power ~0)
status
reserved
value
insufficient data
snapshot 1 of 1 ·· m2
gate ETAreserved
reserved: needs snapshot history (1 snapshot exists)
status
reserved
value
insufficient history
snapshot 1 of 1 ·· m2
methodology gate
snapshot 1 of 1 ·· m2
commit weeks
52
citation years
0
shipped
2
reserved
4
shipped
recency-swing
commit-changepoint
reserved
commit-sharpe
code-leads-citation-lag
axis-alpha
gate-eta
snapshot 1 of 1 ·· m2
Verdict
GLM-V is tracked. No axis is currently rising relative to its cohort, and it has no second (citation) axis available.
Path to Rising: needs development velocity to recover (at least 5 commits per week and a positive within-cohort slope); a second measurable axis to exist (no academic paper is currently tracked).
