ProgramBench S

AI benchmark · Software Engineering

Publisher
Anthropic System Card
Tier
S why
Snapshot

Full listing name: ProgramBench (Anthropic Harness)

What is ProgramBench?

Anthropic system-card ProgramBench evaluation on the 166-task golden subset, reported as hidden behavioral test pass rate across 1-5 episodes.

Tier S

S

The standard: frontier labs report it, or a trusted evaluator scores hundreds of models 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.

  • 37 models scored
  • reported by Anthropic, Meta
  • in curated RL directories (2 pts)

On X · mixed, moderate buzz, from 13 posts about ProgramBench in the last month

ProgramBench is used for leaderboards and research papers, but critics cite easy reward hacks, a strict 100% threshold, unspecified tests, and confusing score discrepancies.

@kunchenguid ↗ · @omarsar0 ↗ · @rishi_desai2 ↗

How we got to tier S
  1. Adoption: 37 models scored; reported by Anthropic, Meta. Tier S.
  2. On X: mixed, moderate buzz. “ProgramBench is used for leaderboards and research papers, but critics cite easy reward hacks, a strict 100% threshold, unspecified tests, and confusing score discrepancies.” No move.
  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.

Next: browse all benchmarks. Entry from the RL Research daily scrape of public sources, 2026-10-11 snapshot.