Vals Finance Index
Indexes · 2026-10-21
Vals Finance Index v1 weights three agentic finance benchmarks run by Vals by each sub-sector's share of U.S. GDP: (1.6 x the mean of Finance Agent v2.1 and EMB v1.1, plus 0.5 x Tax Agent Bench's citation-adjusted all-pass rate) / 2.1. Finance Agent v2.1 covers 449 analyst research questions, EMB v1.1 102 financial modeling tasks and Tax Agent Bench 193 corporate tax research tasks. Component runs match the standalone Vals leaderboards, which Atlas imports separately; mixed-model fallback aggregates are excluded from single-model observations. Tracked for comparison only; as an index it is not a capability-model input.
Top models (higher is better)
| Model | Score |
|---|---|
| Gemini 4 Argon | 64.9 |
| Muse Wonder Full | 64.6 |
| Muse Wonder | 61.2 |
| DeepSeek V4.1 Flash 1017 | 60.9 |
| GLM-5.3 | 60.5 |
| Gemini 3.8 Flash | 60.5 |
| Grok 4.7 | 58.5 |
| Kimi K3 | 58.0 |
| MiMo-V2.6-Pro | 57.8 |
| Hy4 Preview | 57.5 |
| Claude Haiku 5.5 | 57.4 |
| MiMo-V2.6-Flash | 57.1 |
| DeepSeek V4.1 Flash | 57.1 |
| Mistral Large 4 Preview | 56.9 |
| MiniMax M3.1 Flash | 55.9 |
| GLM-5.3 Flash | 55.8 |
| GPT-6.1 Sol | 55.8 |
| GPT-6 Astra | 55.6 |
| Step 5 Preview | 55.4 |
| GPT-6 Luna | 53.1 |
| Muse Spark Open | 53.0 |
| DeepSeek V4 Pro 0813 | 52.9 |
| MiniMax M3 | 48.4 |
| Mercury 3 | 47.2 |
| Beam 1.0 501B A23B | 46.5 |
| Inkling | 38.2 |
| Inkling-Small | 36.3 |