Evidaxis
Dated record

LLaMA-Factory

repo · Post-training & Alignment, n = 16 · LlamaFactory · paper: W4402667093 · as of

2.5 commits/week averaged over the trailing window (niche median 16.05). OpenAlex: 582 citing works; fewer than 3 completed years. deps.dev: 4 direct dependents, below the 5-dependent floor. 75,915 GitHub stars, recorded, not scored. Measured 2026-11-07 for LLaMA-Factory; sources linked below.

commits/wk 2.5 averaged, trailing window niche median 16.05 (n = 16) last commit week 2026-11-01 measured · GitHub ·
citations 582 all years, indexed to date niche median 14 (n = 5) measured · OpenAlex ·
direct dependents 4 weekly axis input; partition 2026-11-07 niche median 4.5 (n = 6) measured · deps.dev snapshot ·
stars 75,915 recorded, not scored niche median 10,496 (n = 16) measured · GitHub ·
Download values (CSV) JSON record Follow this system (feed) Report an error README badge

Is LLaMA-Factory still maintained?

2.5 commits per week averaged over the trailing window, under the 5-per-week vote threshold (niche median 16.05/wk).

GitHub averaged 2.5 per week over the trailing window; raw weekly counts below are individual weeks.

Last commit week 2026-11-01.

Commits in the latest captured week vs 4 weeks earlier: 5 · vs 26 weeks earlier: 1 · 52-week range: 0 to 23 commits in an individual week.

line chart: LLaMA-Factory, weekly commits, 6 in latest week vs niche median 11.5, 2025-11-09 to 2026-11-01
LLaMA-Factory averaged 2.5 commits a week, 0.2 times the niche median of 16.05. GitHub commit_activity · .
Latest eight weeks
Week startingCommitsNiche P25Niche P75
2026-09-1310.7533.25
2026-09-200035.25
2026-09-2741.7537
2026-10-041036.75
2026-10-110033.25
2026-10-1820.7532.25
2026-10-252030
2026-11-0161.534.75
heatmap chart: LLaMA-Factory, weeks with commits, 24 of 26, 2026-05-10 to 2026-11-01
24 of the last 26 captured weeks had commits for LLaMA-Factory. GitHub commit_activity · .
All 52 weeks
Weekly commits
Week startingCommits
2025-11-095
2025-11-164
2025-11-237
2025-11-305
2025-12-0710
2025-12-1413
2025-12-2114
2025-12-2813
2026-01-0423
2026-01-116
2026-01-182
2026-01-255
2026-02-016
2026-02-089
2026-02-151
2026-02-229
2026-03-017
2026-03-086
2026-03-157
2026-03-227
2026-03-293
2026-04-053
2026-04-121
2026-04-196
2026-04-2612
2026-05-035
2026-05-102
2026-05-177
2026-05-245
2026-05-316
2026-06-072
2026-06-144
2026-06-218
2026-06-286
2026-07-056
2026-07-124
2026-07-195
2026-07-264
2026-08-023
2026-08-095
2026-08-162
2026-08-233
2026-08-306
2026-09-063
2026-09-131
2026-09-200
2026-09-274
2026-10-041
2026-10-110
2026-10-182
2026-10-252
2026-11-016

GitHub commit_activity · period 2025-11-09 to 2026-11-01 · n = 52 weeks · method weekly totals; reconstructed dates · updated · version 868e3c39d9c7-b1 · CSV

Readings

Recorded values and sources
ReadingValueΔ 4 weeksΔ 26 weeks52-week rangeInstrumentDateReproducePrevious reading
Commits per week2.5-0.6-3.12.4 to 9.4GitHub, trailing 12 weeks2026-11-07Public query2.3
Citing works582180no reading299 to 582OpenAlex, all years2026-11-07Public query434
Weekly direct dependents40no reading4 to 4Weekly direct dependents2026-11-07Public query4
Daily package dependents (unscored)3no readingno reading1 to 3deps.dev REST, unscored2026-11-06Public query3
Stars75,915492no reading72,874 to 75,915GitHub stars, unscored2026-11-07Public query75,799

Evidaxis snapshot · period 2026-11-07 · n = 1 system · method source linked readings · updated · version 868e3c39d9c7-b1

How many citations does LLaMA-Factory have?

OpenAlex records 582 citing works as of 2026-11-07 (2024: 66; 2025: 262); fewer than 3 completed years, so no trend is computed.

bar chart: LLaMA-Factory, citing works, 582 vs niche median 14, 2024-2025 completed years
582 OpenAlex citing works for LLaMA-Factory; niche median 14. OpenAlex · .
OpenAlex citing works by completed calendar year
YearCiting works
202466
2025262
Total indexed to date, including current year582

OpenAlex · period 2024 to 2025 · n = 2 years · method completed calendar years · updated · version 868e3c39d9c7-b1 · CSV by year

Other indexes count differently. A citation count is the number of citing works an index links to a record on a date; this page counts OpenAlex links to W4402667093 as of 2026-11-07. Check the same work: OpenAlex W4402667093 · Semantic Scholar search · Google Scholar search. Seeing a different number? Report the missing work id.

How to cite LLaMA-Factory's record?

Evidaxis. LLaMA-Factory measurement record. Snapshot 2026-11-07. urn:evidaxis:claim:e_8V2DZWR8HPM:m5:2026-11-07. CC0-1.0. https://evidaxis.org/e/e_8V2DZWR8HPM/

Evidaxis · period 2026-11-07 · n = 1 system · method claim URN · updated · version 868e3c39d9c7-b1

Is anyone using LLaMA-Factory?

4 direct dependents on deps.dev as of not captured, under the 5-dependent floor, so no trend is computed.

Weekly dependents
PartitionDirect dependentsWeekly pointsMethod
no partition429m5 own packages

deps.dev weekly direct dependents of the system's own packages. A package counts when it is declared in the system's own tree, published under that name and not attributed by deps.dev to another repository. Partition dates can repeat across snapshots. Package linkage is not uniformly verified: packages with no repository metadata (no_link) are unverified and remain admitted.

Daily package dependents (unscored): 3; captured 2026-11-06; package: pypi/llamafactory. deps.dev REST count for one identity-verified pinned package, captured daily and never scored. Its package scope differs from the weekly package union; neither value replaces the other. 75,915 GitHub stars, recorded, not scored.

sparkline chart: LLaMA-Factory, daily dependents, 3, 2026-w27 to 2026-w45
LLaMA-Factory recorded 3 daily dependents (unscored); daily niche median not measured. deps.dev REST (unscored) · .
Captured daily series
Unscored daily dependents, as captured
PeriodDependents
2026-w271
2026-w281
2026-w291
2026-w302
2026-w312
2026-w322
2026-w332
2026-w342
2026-w352
2026-w362
2026-w372
2026-w382
2026-w392
2026-w403
2026-w413
2026-w423
2026-w433
2026-w443
2026-w453

deps.dev · period 2026-11-07 · n = 29 partitions · method m5 own packages · updated · version 868e3c39d9c7-b1 · CSV

How does LLaMA-Factory compare with its niche?

16 systems in Post-training & Alignment; niche median 16.05 commits per week. The reader chooses the sort order.

dot plot chart: LLaMA-Factory, averaged commits per week, 2.5 vs niche median 16.05, 2026-11-07
LLaMA-Factory at 2.5 commits a week among 16 systems; niche median 16.05. GitHub, current cohort · .
All 16 systems, alphabetical; choose a heading to sort
AReaL12no readingno reading5,902
ART20.1no reading110,848
Axolotl20.6no reading212,668
LLaMA-Factory2.5582475,915
ms-swift26.2no reading516,057
NeMo-RL41.5no readingno reading2,117
Open R10.2no readingno reading26,474
Open-Instruct9.7no readingno reading3,924
OpenRLHF2.511no reading10,144
prime-rl42.8no readingno reading2,224
ROLL0.714no reading3,448
Search-R10246no reading5,568
Trinity-RFT0.51no reading712
TRL57.8no reading15819,683
Unsloth796.2no reading2679,133
verl25.2no readingno reading24,157

Evidaxis snapshot · period 2026-11-07 · n = 16 systems · method medians of measured values · updated · version 868e3c39d9c7-b1 · CSV for this niche

What changed since the last snapshot?

3 published readings changed between snapshots d1eb0cec0f6a and 868e3c39d9c7.

slope chart: LLaMA-Factory, changed published values, 3, 2026-10-31 to 2026-11-07
3 published values changed for LLaMA-Factory since 2026-10-31. Evidaxis snapshots · .
Snapshot values
MetricPreviousCurrentDelta
Commits per week2.32.50.2
Citing works434582148
Weekly direct dependents440
Stars75,79975,915116

Evidaxis snapshots · period 2026-10-31 to 2026-11-07 · n = 22 partitions · method paired snapshot values · updated · version 868e3c39d9c7-b1 · History CSV

Take the data or follow changes

Values and captured history are available under CC0-1.0. The system feed records changes to published numbers.

Values CSVHistory CSVJSON recordAtom feedJSON FeedAdd Evidaxis as a preferred source on GoogleReport an error

Evidaxis · period 2026-11-07 · n = 1 system · method CC0-1.0 open export · updated · version 868e3c39d9c7-b1

For teams tracking many systems

Use the cohort CSV, snapshot archive and membership manifest to reproduce observations across systems.

Cohort CSV · Snapshot archive · Membership manifest

Paper and links

Source records identify the system, repository and linked works; no paper authors are published.

Paper reference on file: arXiv:2403.13372.

What is not measured for LLaMA-Factory, and why

Missing readings describe instrument coverage. A missing value is not a measured zero.

Gate ETA: never published; Evidaxis makes no public actionable prediction.

Dependents ecosystem composition: no reading; this field is not present in the snapshot.

Evidaxis · period 2026-11-07 · n = 1 system · method measurement coverage · updated · version 868e3c39d9c7-b1

Measurement detail

Gate, gauges, percentile, derived signals and snapshot receipt

History: 19 weekly observations; minimum 4. Axis coverage: 1 of 3 axes measurable. Gate: not computable - 1 of 3 axes measurable

Gate: not computable - 1 of 3 axes measurable

LLaMA-Factory

repo
Post-training & Alignment · n = 16 · LlamaFactory
1 of 3 axes measurable · conf low
convergence gate
Convergence gate: Gate: not computable - 1 of 3 axes measurable Development velocity: measured × Citation momentum: not measurable ∅ Direct-dependents momentum (deps.dev): not measurable ∅
gate
0 of 3 axes

Gate: not computable - 1 of 3 axes measurable

· Evidaxis snapshot · 2026-11-07
Gate: not computable - 1 of 3 axes measurable
position in cohort distribution one of 16 in cohort
percentile 0 within cohort p25 p50 p75 p0 p100
percentile
p0
· Evidaxis snapshot · 2026-11-07
momentum averages present-axis z-scores; two- and three-axis scores are not strictly comparable
velocity z
velocity z gaugevelocity z-2.75 within cohort, log-slope -0.037/wk.0-2.75
velocity z
-2.75 σ
slope
-0.037/wk
· Evidaxis snapshot · 2026-11-07
log-slope -0.037/wk
citation z Citation axis: insufficient source coverage (source returned too few observations).
direct-dependents z Direct-dependents axis: minimum of 14 usable points of the new quantity and 5 latest dependents not met.
cohort
16
systems measured
weekly commits
2.5
Development velocity axis: measured.
total citations
582
Citation axis: insufficient source coverage (source returned too few observations).
momentum
15.6
percentile p0
commit heatmap, last 26 weeks2.5/wk
weekly commits, 26 weeks26 weeks of commits, peak 8 in a week, 24 active weeks, 97 total.week 1: 2 commitsweek 2: 7 commitsweek 3: 5 commitsweek 4: 6 commitsweek 5: 2 commitsweek 6: 4 commitsweek 7: 8 commitsweek 8: 6 commitsweek 9: 6 commitsweek 10: 4 commitsweek 11: 5 commitsweek 12: 4 commitsweek 13: 3 commitsweek 14: 5 commitsweek 15: 2 commitsweek 16: 3 commitsweek 17: 6 commitsweek 18: 3 commitsweek 19: 1 commitsweek 20: 0 commitsweek 21: 4 commitsweek 22: 1 commitsweek 23: 0 commitsweek 24: 2 commitsweek 25: 2 commitsweek 26: 6 commits
weeks
26
peak/wk
8
active
24
total
97
· Evidaxis snapshot · 2026-11-07
citations by yearCitation axis: insufficient source coverage (source returned too few observations).
Daily dependents count (unscored) 3 dependents 3 direct · pypi/llamafactory · deps.dev · the scored m5 axis uses weekly partitions
recency-weighted swing trailing 13-week vs prior 39-week log-slope ratio +2.45, regime accelerating. prior slope -0.015, recent slope -0.036 per week. -0.015prior 39w-0.036recent 13w+2.45×
swing
+2.45×
regime
accelerating
windows
13w vs 39w
snapshot 1 of 1 · · m5
commit-axis Sharpe log-linear slope over residual std, value -0.041 with 95% CI -0.063 to -0.020, 50 degrees of freedom. CI spans zero.0-0.04195% CI -0.063, -0.020-0.063-0.020
sharpe
-0.041
95% ci
-0.063, -0.020
dof
50
snapshot 1 of 1 · · m5
commit changepoint52 weekly commit points. No significant changepoint detected (|delta slope| within the noise floor).no significant changepoint
changepoint
none detected
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
methodology gate snapshot 1 of 1 · · m5
commit weeks
52
citation years
3
shipped
3
reserved
3

shipped

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

reserved

  • code-leads-citation-lag
  • axis-alpha
  • gate-eta
snapshot 22 of 22 · · m5

Direct-dependents momentum (deps.dev)

Direct-dependents axis: minimum of 14 usable points of the new quantity and 5 latest dependents not met.

Coverage state
below_floor
Cohort z
no axis
OLS slope
no reading
Theil-Sen slope
no reading
Latest direct dependents
4
Confirmed-clean points
29
Reconstructed history points
no reading
As-of partition
no reading
Fragility veto
no reading
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

Reconstructed history

Reconstructed from git history, not a point-in-time capture. This series is separate from captured observations.

sparkline chart: LLaMA-Factory, reconstructed commits, 1, 2025-w39 to 2026-w37
LLaMA-Factory has 1 reconstructed commits in the latest week; reconstructed niche median not measured. Git history reconstruction · .
Reconstructed weekly commits
PeriodCommits
2025-w3912
2025-w408
2025-w4112
2025-w423
2025-w434
2025-w4411
2025-w455
2025-w464
2025-w477
2025-w485
2025-w4910
2025-w5013
2025-w5114
2025-w5213
2026-w0123
2026-w026
2026-w032
2026-w045
2026-w056
2026-w069
2026-w071
2026-w089
2026-w097
2026-w106
2026-w117
2026-w127
2026-w133
2026-w143
2026-w151
2026-w166
2026-w1712
2026-w185
2026-w192
2026-w207
2026-w215
2026-w226
2026-w232
2026-w244
2026-w258
2026-w266
2026-w276
2026-w284
2026-w295
2026-w304
2026-w313
2026-w325
2026-w332
2026-w343
2026-w356
2026-w363
2026-w371
Peer signals
SystemMomentumPercentile
AReaL58.573
ART54.660
Axolotl56.667
LLaMA-Factory15.60
ms-swift40.327
NeMo-RL60.580
Open R141.140
Open-Instruct69.593
OpenRLHF40.433
prime-rl61.387
ROLL25.213
Search-R143.947
Trinity-RFT22.77
TRL51.953
Unsloth81.8100
verl31.420

Evidaxis · period 2026-11-07 · n = 1 system · method measurement detail · updated · version 868e3c39d9c7-b1 · record JSON · snapshot receipt