Vals AI Public Benefits Bench — leaderboard
Metric: Accuracy (%). Source: www.vals.ai. 19 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Kimi K3 | 68.27 |
| 2 | Claude Opus 4.8 | 68.13 |
| 3 | GPT-5.6 Sol | 66.51 |
| 4 | Claude Sonnet 5 | 66.03 |
| 5 | MiniMax-M3 | 64.14 |
| 6 | DeepSeek V4 Pro | 62.92 |
| 7 | Claude Sonnet 4.6 | 62.45 |
| 8 | GPT-5.6 Terra | 62.38 |
| 9 | GLM-5.1 | 61.84 |
| 10 | Muse Spark 1.1 | 61.3 |
| 11 | GPT-5.6 Luna | 61.16 |
| 12 | GPT-5.5 | 60.89 |
| 13 | Gemini 3.5 Flash | 59.47 |
| 14 | Inkling | 58.46 |
| 15 | Kimi K2.6 | 56.63 |
Interactive version: theaggregate.ai/benchmark?slug=vals-ai-public-benefits-bench · How the rankings work · Data refreshed daily, snapshot 2026-07-22.