Rubric-based RL papers C
AI benchmark · Coding
- Publisher
- Scale AI
- On X
- @scale_ai ↗
- Tier
- C why
- Snapshot
Full listing name: Rubric-based RL papers (Chasing the Tail; Agentic Rubrics; Reward Hacking in Rubric-Based RL; Not Every Rubric Teaches Equally; Rubric-Guided Self-Distillation)
Latest from Scale AI on X
@scale_ai ↗Tier C · a leaderboard, listed apart
C
Niche: a handful of models scored, or built by an RL vendor.
How much stands behind a tier: usage, who backs it, a confirmed line from its own site or paper, and a clear read on X. High with three of the four, medium with two, low otherwise.
- built by Scale AI
- in curated RL directories (2 pts)
How we got to tier C
- Adoption: built by Scale AI. Tier C.
- Not yet read on X.
- In curated RL directories: 2 points, a floor of C.
- Not yet confirmed by a line from its own site or paper.
- Judged a leaderboard, arena or index rather than one benchmark (or not a benchmark at all): listed apart.
A clear view on X moves a tier one step up or down; most entries don't move. How tiers work.
Not on the map yet: no line from its own site or paper places it in a domain.
Next: browse all benchmarks. Entry from the RL Research daily scrape of public sources, 2026-10-11 snapshot.