Evidaxis

As of 2026-11-07: Open-Instruct (Post-training & Alignment) is under weekly measurement. Axis coverage: 1 of 3 axes measurable. Gate: not computable — 1 of 3 axes measurable

Open-Instruct

repo
Post-training & Alignment · n = 16 · allenai/open-instruct
1 of 3 axes measurable · conf low
convergence gate
Convergence gate: Gate: not computable — 1 of 3 axes measurable Development velocity: rising vote Citation momentum: not measurable ∅ Direct-dependents momentum (deps.dev): not measurable ∅
gate
1 of 3 axes

Gate: not computable — 1 of 3 axes measurable

Gate: not computable — 1 of 3 axes measurable
position in cohort distribution one of 16 in cohort
percentile 93 within cohort p25 p50 p75 p0 p100
percentile
p93
momentum averages present-axis z-scores; two- and three-axis scores are not strictly comparable
velocity z
velocity z gaugevelocity z+1.56 within cohort, log-slope +0.050/wk.0+1.56
velocity z
+1.56 σ
slope
+0.050/wk
log-slope +0.050/wk
citation z Citation source: not measured.
direct-dependents z Direct-dependents axis: no admitted own package; not measured.
cohort
16
systems measured
weekly commits
9.7
Development velocity axis: measured.
total citations
n/a
Citation source: not measured.
momentum
69.5
percentile p93
commit heatmap, last 26 weeks9.7/wk
weekly commits, 26 weeks26 weeks of commits, peak 37 in a week, 21 active weeks, 166 total.week 1: 18 commitsweek 2: 2 commitsweek 3: 2 commitsweek 4: 1 commitsweek 5: 7 commitsweek 6: 3 commitsweek 7: 2 commitsweek 8: 0 commitsweek 9: 0 commitsweek 10: 0 commitsweek 11: 5 commitsweek 12: 1 commitsweek 13: 2 commitsweek 14: 7 commitsweek 15: 6 commitsweek 16: 0 commitsweek 17: 4 commitsweek 18: 2 commitsweek 19: 5 commitsweek 20: 5 commitsweek 21: 2 commitsweek 22: 0 commitsweek 23: 10 commitsweek 24: 21 commitsweek 25: 24 commitsweek 26: 37 commits
weeks
26
peak/wk
37
active
21
total
166
citations by yearCitation source: not measured.

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.

recency-weighted swing trailing 13-week vs prior 39-week log-slope ratio -2.73, regime recent slope sign differs from prior window. prior slope -0.055, recent slope +0.151 per week. -0.055prior 39w+0.151recent 13w-2.73×
swing
-2.73×
regime
recent slope sign differs from prior window
windows
13w vs 39w
snapshot 1 of 1 · · m5
commit-axis Sharpe log-linear slope over residual std, value -0.028 with 95% CI -0.059 to +0.003, 50 degrees of freedom. CI spans zero.0-0.02895% CI -0.059, +0.003-0.059+0.003
sharpe
-0.028
95% ci
-0.059, +0.003
dof
50
snapshot 1 of 1 · · m5
commit changepoint52 weekly commit points. Changepoint at week 48 (2026-10-10), slope change +9.157 commits per week.2026-10-10
date
week
48 of 52
Δslope
+9.157/wk
snapshot 1 of 1 · · m5
code-leads-citation lag reserved

reserved: citation series too short / axis absent for cross-correlation

status
reserved
value
insufficient data
snapshot 1 of 1 · · m5
axis alpha vs cohort reserved

reserved: cohort N too small for regression (power ~0)

status
reserved
value
insufficient data
snapshot 1 of 1 · · m5
gate ETA reserved

reserved: needs snapshot history (1 snapshot exists)

status
reserved
value
insufficient history
snapshot 1 of 1 · · m5
methodology gate snapshot 1 of 1 · · m5
commit weeks
52
citation years
0
shipped
3
reserved
3

shipped

  • recency-swing
  • commit-sharpe
  • commit-changepoint

reserved

  • code-leads-citation-lag
  • axis-alpha
  • gate-eta
snapshot 1 of 1 · · m5

Measurement states

Open-Instruct is under weekly measurement. History: 19 weekly observations; minimum 4. Development velocity axis: measured. Citation source: not measured. Direct-dependents axis: no admitted own package; not measured. Gate: not computable — 1 of 3 axes measurable

Sources

allenai/open-instruct development-velocity axis

Others in Post-training & Alignment

AReaL Post-training & Alignment
1 of 3 axes measurable
59
p73
vel +0.68 cit no axis deps no axis
axis dials
+0.68 n/a n/a
ART Post-training & Alignment
1 of 3 axes measurable
55
p60
vel +0.37 cit no axis deps no axis
axis dials
+0.37 n/a n/a
Axolotl Post-training & Alignment
1 of 3 axes measurable
57
p67
vel +0.53 cit no axis deps no axis
axis dials
+0.53 n/a n/a
LLaMA-Factory Post-training & Alignment
1 of 3 axes measurable
16
p0
vel -2.75 cit no axis deps no axis
axis dials
-2.75 n/a n/a
ms-swift Post-training & Alignment
2 of 3 axes measurable
40
p27
vel -0.88 cit no axis deps -0.67
axis dials
-0.88 n/a -0.67
NeMo-RL Post-training & Alignment
1 of 3 axes measurable
61
p80
vel +0.84 cit no axis deps no axis
axis dials
+0.84 n/a n/a

Full Post-training & Alignment cohort →

Direct-dependents momentum (deps.dev)

Direct-dependents axis: no admitted own package; not measured.

Coverage state
out_of_panel
Cohort z
no axis
OLS slope
n/a
Theil-Sen slope
n/a
Latest direct dependents
n/a
Confirmed-clean points
n/a
Reconstructed history points
n/a
As-of partition
n/a
Fragility veto
n/a
Rising vote
no

Source: deps.dev (Google), CC-BY 4.0. Modified: aggregated to system-level counts and momentum scores.

Axis definition · Snapshot axis correlations

Cite this measurement

Plain citation

Evidaxis. Open-Instruct measurement record. Snapshot 2026-11-07. https://evidaxis.org/e/e_QF7Y4CJ00Q4/ Concept DOI: 10.5281/zenodo.21076011.

BibTeX

@dataset{evidaxis_e_QF7Y4CJ00Q4_20261107,
  title = {Open-Instruct measurement record},
  publisher = {Evidaxis},
  year = {2026},
  url = {https://evidaxis.org/e/e_QF7Y4CJ00Q4/},
  doi = {10.5281/zenodo.21076011}
}

Download record (JSON)

entity_id e_QF7Y4CJ00Q4 methodology m5 snapshot 868e3c39d9c7 period 2026-w45 record JSON ↓ source snapshot

Score derived from public data on Evidaxis methodology m5, never edited by hand. Cite as: “Evidaxis, Open-Instruct, entity e_QF7Y4CJ00Q4, snapshot 2026-w45.”

Durable reference (format-independent): urn:evidaxis:claim:e_QF7Y4CJ00Q4:m5:2026-11-07