Atlas

Benchmarks

← All benchmarks

Concept Synth INDUCTION Challenge100 Holdout v2

General QA · 2026-10-17

Post-selection diagnostic for direct Round-1 Challenge100 formulas against the holdout-complete v2 sidecar (challenge-holdouts-v2), which gives every task exactly five generated holdout worlds: train-correct responses verified correct on all five worlds, divided by all 100 tasks. V2 preserves all 449 v1 worlds and adds 51 under a frozen, model-blind completion policy with a variable-degree fallback sampler, so it is not an IID resample of v1. Only the 14 changed tasks were re-scored from stored responses; responses, selection and train scores are unchanged. Train-incorrect responses receive no credit. Holdout results are never used for prompting or response selection.

Top models (higher is better)

ModelScore
GPT-6 Astra85.0
GPT-6.1 Sol67.0
Claude Opus 5.555.0
Gemini 4 Argon40.0
GPT-6 Sol39.0
Claude Sonnet 5.539.0
Claude Fable 5.131.0
GPT-5.6 Sol26.0
Claude Opus 521.0
Claude Fable 520.0
GPT-5.6 Terra18.0
Grok 4.618.0
Grok 4.715.0
Muse Spark 1.115.0
GPT-6 Luna13.0
Gemini 3.7 Flash10.0
DeepSeek V4.1 Flash 10179.0
GPT-5.6 Luna9.0
Grok 4.59.0
Gemini 3.8 Flash9.0
Muse Spark 1.28.0
DeepSeek V4 Pro 08136.0
Gemini 3.5 Flash6.0
Mercury 35.0
DeepSeek V4.1 Flash4.0
DeepSeek-V4-Pro4.0
Gemini 3.6 Flash4.0
Loading Atlas data…