CL-bench A

AI benchmark · Long Context

Publisher
Minimax M3 Launch Post
Tier
A why
Snapshot

What is CL-bench?

Context-learning benchmark with complex contexts, task instructions, and rubric-based verification.

Tier A

A

Widely used: a lab reports it, or 50 or more models are scored on it.

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.

  • reported by MiniMax
  • in curated RL directories (1 pt)

On X · unclear, low buzz, from 2 posts about CL-bench in the last month

A few posts mention CL-Bench, mostly a fact-style share of a Berkeley/Snorkel paper's 25.4% continual-learning result; possible name confusion with other benchmarks.

@AllFactsAI ↗ · @arkyyang ↗

How we got to tier A
  1. Adoption: reported by MiniMax. Tier A.
  2. On X: unclear, low buzz. “A few posts mention CL-Bench, mostly a fact-style share of a Berkeley/Snorkel paper's 25.4% continual-learning result; possible name confusion with other benchmarks.” No move.
  3. In curated RL directories: 1 point, a floor of none.
  4. Not yet confirmed by a line from its own site or paper.

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.