How well do AI models meet education-relevant constraints?

ELBench scores AI models on 2,481 questions in four areas: teaching, safety, knowledge & reasoning, and character & thinking skills. Each dot is a model: higher scores better, further left costs less.

Area

Adds two sets that test region-specific content rules and national exams. See About.

Graded by

Each judge model has its own leaderboard. The published results were graded by the paper's judge, so they appear on the default one.

0.1 30
1 1000

Most closed models, such as GPT, Claude and Gemini, don't.

Best value: DeepSeek-V4-Flash (82.8 at $0.11) → Gemini-3.5-Flash (85.6 at $3.38) → GPT-5.4 (86.3 at $5.62). Each of these scores higher than every model that costs less.

Not on OpenRouter, so not plotted: Doubao-Seed-2.0-Pro, Safe-InnoSpark, InnoSpark-235B.

Scored on 2,481 questions, without the two region-specific sets (see About). Published 95% ranges cover the paper's original scoring only, so none are shown here. Prices from OpenRouter, 26 Oct 2026 23:21 UTC.