LLM Reference
activeReasoning

ARC Prize / ARC Challenge

Metric: ARC-AGI ScoreIntroduced: 2019

About

Abstraction and Reasoning Corpus (ARC-AGI) with visual grid puzzles testing core reasoning and novel problem-solving. ARC Prize 2024-2025 competitions track annual progress. NOTE: slug contains invalid characters '/' — recommend renaming to 'arc-prize'.

How to read this benchmark

This benchmark uses a scoring system where higher is better. Scores are useful for directional filtering and model shortlisting, not for universal quality ranking.

Interpretation checklist: prefer benchmarks that are closest to your workload style, then validate against the linked model pages for pricing, context window, and provider availability.

Trust when:

  • There is a fresh timestamped snapshot (or multiple snapshots) for this benchmark.
  • Model list covers the same version family you can actually deploy today.
  • Top candidates overlap with your required routing and feature requirements.

Don't trust when:

  • There is only one benchmark snapshot or the dataset appears stale.
  • Benchmark metric direction is opposite of your decision objective.
  • The score difference between options is narrow and likely within implementation variance.

Current modeled score band for tracked entries is roughly 77.1 – 73.3.

Window

Apr 27

single timestamp

Mean delta

No trend

need another snapshot

Coverage

2

models in latest snapshot

Leaderboard preview (top 5)

  1. 1. Gemini 3.1 Pro Preview77.1
  2. 2. GPT-5.473.3