Predicting Task Difficulty Without Rollouts C

AI benchmark · Long-Horizon

Publisher
Andromede
Domains
Long-Horizon
Tier
C why
Snapshot

Open benchmark ↗arxiv.org/abs/2608.05797

Full listing name: Predicting Task Difficulty Without Rollouts - https://arxiv.org/abs/2608.05797

What is Predicting Task Difficulty Without Rollouts?

Predicting Task Difficulty Without Rollouts (arXiv:2608.05797, 2026; self-reported COLM 2026 WAB workshop) - https://arxiv.org/abs/2608.05797

Tier C

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 Andromede
  • in curated RL directories (2 pts)
How we got to tier C
  1. Adoption: built by Andromede. Tier C.
  2. Not yet read on X.
  3. In curated RL directories: 2 points, a floor of C.
  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.

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