Evidaxis
coverage / Field: Foundation Models / Cohort: Post-training & Alignment

Cohort

Post-training & Alignment

14 systems measured in this cohort at period 2026-w32; each carries its momentum value. Sort as you wish - the archive does not rank.

Entity catalog: momentum, axis sparklines, and deps.dev dependents
System Status Momentum Dev velocity Citation momentum Dependents
AReaL
e_PCV8H6P7B04
 Single-axis 21.1 AReaL commit velocity52 points, range 1 to 38. no paper n/a
Axolotl
e_B10ZF25BFZT
 Single-axis 47.0 Axolotl commit velocity52 points, range 0 to 34. no paper 0
LLaMA-Factory
e_8V2DZWR8HPM
 Single-axis 49.8 LLaMA-Factory commit velocity52 points, range 0 to 23. too young 2
ms-swift
e_FJPV9XH9GPR
 Single-axis 49.8 ms-swift commit velocity52 points, range 10 to 43. no paper 0
NeMo-RL
e_QHYA574DXDQ
 Watch 87.7 NeMo-RL commit velocity52 points, range 1 to 47. no paper n/a
Open R1
e_Y0KW8KTAF72
 Single-axis 52.8 Open R1 commit velocity52 points, range 0 to 1. no paper n/a
Open-Instruct
e_QF7Y4CJ00Q4
 Single-axis 12.6 Open-Instruct commit velocity52 points, range 0 to 42. no paper n/a
OpenRLHF
e_MDD4QDWH205
 Single-axis 12.5 OpenRLHF commit velocity52 points, range 0 to 20. too young n/a
prime-rl
e_H6EVSN8Q85T
 Single-axis 43.6 prime-rl commit velocity52 points, range 4 to 47. no paper n/a
ROLL
e_357KR6Z8TFG
 Single-axis 12.6 ROLL commit velocity52 points, range 0 to 23. too young n/a
Search-R1
e_Y3CPRHKVF8H
 Single-axis 55.5 Search-R1 commit velocity52 points, range 0 to 3. too young n/a
Trinity-RFT
e_DQT3XHMXA2C
 Single-axis 60.6 Trinity-RFT commit velocity52 points, range 0 to 21. no paper 0
TRL
e_B1Q69HZTTMA
 Calibration 63.9 TRL commit velocity52 points, range 0 to 77. no paper 137
verl
e_607VJ9XWYRJ
 Single-axis 53.7 verl commit velocity52 points, range 6 to 47. no paper 0

Order: cohort, then alphabetical. Momentum is a measurement, not a placement. Dependents: downstream packages that build on the system (deps.dev); an adoption signal, not part of the momentum score.