Vals Index · Vals AI Results Across LLMs
Independent evaluator Vals Index · Vals AI results across showcased LLMs. Recorded Vals Index measurements from Vals AI, with source links, evaluation dates and available effort or harness records. Vendor results remain separate.
What this table contains
Recorded Vals Index measurements from Vals AI, with source links, evaluation dates and available effort or harness records. Vendor results remain separate.
21 models with results · 9 missing · 30 showcased models. Missing scores are not zero or failed tests. Headline selection is the default; source dates and setups can differ.
Interactive results & effort preference → · Results over time → · Methodology
| Model | Headline score | Source/record date | Evidence |
|---|---|---|---|
| Gemini 4 ArgonGoogle | 68.9%high effort | 2026-10-03 | All 1 recorded result & sources68.9% · raw 68.9 % Headline · high effort · Independent evaluator Source/record date: 2026-10-03 Refreshed from current Vals leaderboard. Cost/test $15.68. https://www.vals.ai/benchmarks/vals_index |
| Claude Sonnet 5.5Anthropic | 67%max effort | 2026-10-03 | All 1 recorded result & sources67% · raw 67.04 % Headline · max effort · Independent evaluator Source/record date: 2026-10-03 Refreshed from current Vals leaderboard. Cost/test $21.34. https://www.vals.ai/benchmarks/vals_index |
| Claude Opus 5.5Anthropic | 67%unknown effort | 2026-10-03 | All 1 recorded result & sources67% · raw 66.97 % Headline · unknown effort · Independent evaluator Source/record date: 2026-10-03 Refreshed from current Vals leaderboard. Cost/test $32.14. https://www.vals.ai/benchmarks/vals_index |
| Claude Fable 5.1Anthropic | 65.8%unknown effort | 2026-10-03 | All 1 recorded result & sources65.8% · raw 65.83 % Headline · unknown effort · Independent evaluator Source/record date: 2026-10-03 Refreshed from current Vals leaderboard. Cost/test $28.71. https://www.vals.ai/benchmarks/vals_index |
| GPT-6 AstraOpenAI | 63.1%unknown effort | 2026-10-03 | All 1 recorded result & sources63.1% · raw 63.13 % Headline · unknown effort · Independent evaluator Source/record date: 2026-10-03 Refreshed from current Vals leaderboard. Cost/test $18.46. https://www.vals.ai/benchmarks/vals_index |
| GPT-6.1 SolOpenAI | 61.2%unknown effort | 2026-10-03 | All 1 recorded result & sources61.2% · raw 61.15 % Headline · unknown effort · Independent evaluator Source/record date: 2026-10-03 Refreshed from current Vals leaderboard. Cost/test $3.24. https://www.vals.ai/benchmarks/vals_index |
| Muse Spark 1.3Meta | 58.2%max effort | 2026-10-03 | All 2 recorded results & sources58.2% · raw 58.16 % Headline · max effort · Independent evaluator Source/record date: 2026-10-03 Refreshed from current Vals leaderboard. Max variant. Cost/test $3.79. https://www.vals.ai/benchmarks/vals_index53.2% · raw 53.2 % Alternative · unknown effort · Independent evaluator Source/record date: 2026-10-03 Refreshed from current Vals leaderboard. Cost/test $3.38. https://www.vals.ai/benchmarks/vals_index |
| MiMo-V2.6-ProXiaomi | 55.2%unknown effort | 2026-10-03 | All 1 recorded result & sources55.2% · raw 55.2 % Headline · unknown effort · Independent evaluator Source/record date: 2026-10-03 Refreshed from current Vals leaderboard. Cost/test $0.41. https://www.vals.ai/benchmarks/vals_index |
| Grok 4.7xAI | 55%unknown effort | 2026-10-03 | All 1 recorded result & sources55% · raw 54.95 % Headline · unknown effort · Independent evaluator Source/record date: 2026-10-03 Refreshed from current Vals leaderboard. Cost/test $12.12. https://www.vals.ai/benchmarks/vals_index |
| Gemini 3.8 FlashGoogle | 54.8%unknown effort | 2026-10-03 | All 1 recorded result & sources54.8% · raw 54.83 % Headline · unknown effort · Independent evaluator Source/record date: 2026-10-03 Refreshed from current Vals leaderboard. Cost/test $5.73. https://www.vals.ai/benchmarks/vals_index |
| GLM-5.3Z.ai | 53.5%unknown effort | 2026-10-03 | All 1 recorded result & sources53.5% · raw 53.51 % Headline · unknown effort · Independent evaluator Source/record date: 2026-10-03 Refreshed from current Vals leaderboard. Cost/test $7.25. https://www.vals.ai/benchmarks/vals_index |
| MiMo-V2.6-FlashXiaomi | 53.2%unknown effort | 2026-10-03 | All 1 recorded result & sources53.2% · raw 53.23 % Headline · unknown effort · Independent evaluator Source/record date: 2026-10-03 Refreshed from current Vals leaderboard. Cost/test $0.20. https://www.vals.ai/benchmarks/vals_index |
| GPT-5.6 TerraOpenAI | 53.1%unknown effort | 2026-10-03 | All 1 recorded result & sources53.1% · raw 53.09 % Headline · unknown effort · Independent evaluator Source/record date: 2026-10-03 Refreshed from current Vals leaderboard. Cost/test $5.78. https://www.vals.ai/benchmarks/vals_index |
| Qwen3.8 Max (0902)Alibaba (Qwen) | 51.8%max effort | 2026-09-23 | All 1 recorded result & sources51.8% · raw 51.84 % Headline · max effort · Independent evaluator Source/record date: 2026-09-23 Vals lists alibaba/qwen3.8-max (not an explicit 0902 slug); mapped to site model qwen3.8-max-0902 https://www.vals.ai/benchmarks/vals_index |
| DeepSeek V4.1 FlashDeepSeek | 51.3%unknown effort | 2026-10-03 | All 1 recorded result & sources51.3% · raw 51.32 % Headline · unknown effort · Independent evaluator Source/record date: 2026-10-03 Refreshed from current Vals leaderboard. Cost/test $0.33. https://www.vals.ai/benchmarks/vals_index |
| GPT-6 LunaOpenAI | 51.2%max effort | 2026-10-03 | All 1 recorded result & sources51.2% · raw 51.22 % Headline · max effort · Independent evaluator Source/record date: 2026-10-03 Refreshed from current Vals leaderboard. Cost/test $0.43. https://www.vals.ai/benchmarks/vals_index |
| Kimi K3Moonshot AI | 50.3%max effort | 2026-10-03 | All 1 recorded result & sources50.3% · raw 50.3 % Headline · max effort · Independent evaluator Source/record date: 2026-10-03 Refreshed from current Vals leaderboard. Cost/test $6.38. https://www.vals.ai/benchmarks/vals_index |
| Hy4 previewTencent | 49.9%unknown effort | 2026-10-03 | All 1 recorded result & sources49.9% · raw 49.94 % Headline · unknown effort · Independent evaluator Source/record date: 2026-10-03 Refreshed from current Vals leaderboard. Cost/test $1.44. https://www.vals.ai/benchmarks/vals_index |
| Qwen3.8 27BAlibaba (Qwen) | 48.5%unknown effort | 2026-09-23 | All 1 recorded result & sources48.5% · raw 48.48 % Headline · unknown effort · Independent evaluator Source/record date: 2026-09-23 Accuracy ±1.45; rank noted 32/59 on page extract https://www.vals.ai/models/alibaba_qwen3.8-27b |
| GLM-5.3-FlashZ.ai | 47.2%unknown effort | 2026-09-23 | All 1 recorded result & sources47.2% · raw 47.22 % Headline · unknown effort · Independent evaluator Source/record date: 2026-09-23 https://www.vals.ai/benchmarks/vals_index |
| Mercury 2.5Inception | 8.9%unknown effort | 2026-10-03 | All 1 recorded result & sources8.9% · raw 8.86 % Headline · unknown effort · Independent evaluator Source/record date: 2026-10-03 Refreshed from current Vals leaderboard. Cost/test $0.29. https://www.vals.ai/benchmarks/vals_index |
| Kolibri-1Aleph Alpha | — | — | No recorded result |
| Ling 3.0 Flash VLinclusionAI | — | — | No recorded result |
| Ling 3.1 FlashinclusionAI | — | — | No recorded result |
| MiMo-V2.6-Distill-Qwen-9BXiaomi | — | — | No recorded result |
| Naive-N0.5-FlashNaiveAI | — | — | No recorded result |
| Nex-N2.5-ProNex AGI | — | — | No recorded result |
| Pareto 26.10 PreviewUnbiased | — | — | No recorded result |
| Qwen3.8 FlashAlibaba (Qwen) | — | — | No recorded result |
| Qwen3.8 Omni FlashAlibaba (Qwen) | — | — | No recorded result |
Use the fair-comparison guide before interpreting results from different configurations.