Clinical Benchmarks

Ling 3.0 Flash Fin

256K context124B A5.1BopenAlso written as ling-3.0-flash-af-rc3, ant/ling-3.0-flash-af-rc3Compare with other models

Clinical Benchmarks Index
42.3rank 92 of 148; 51.8 × 0.816 = 42.3, from 2 of 10 boards
Boards
2 of 13
Results
2
Latest measurement
Sep 2026

Results

Each line is placed on its own board. Dark tick: the board leader.

Documentation and coding

  1. MedScribe (Vals AI)
    model ID ant/ling-3.0-flash-af-rc3; temperature=1; top_p=0.95; max_output_tokens=131072
    75.59
    Rank 76 of 105Leader Claude Opus 5.5 91.43
    Official leaderboard
    Measured Sep 2026
  2. MedCode (Vals AI)
    model ID ant/ling-3.0-flash-af-rc3; temperature=1; top_p=0.95; max_output_tokens=131072
    29.30
    Rank 94 of 103Leader Claude Opus 5 63.57
    Official leaderboard
    Measured Sep 2026

Sources

Open a line for the quote and page.

  1. 76MedScribe (Vals AI) model ID ant/ling-3.0-flash-af-rc3; temperature=1; top_p=0.95; max_output_token… 75.59
    Printed as 75.59%Official leaderboard, measured Sep 2026Configuration: model ID ant/ling-3.0-flash-af-rc3; temperature=1; top_p=0.95; max_output_tokens=131072
    Vals AI MedScribe leaderboard official leaderboard, Vals AI, 3 Sep 2026. Vals AI MedScribe leaderboard, View: All Models, Task: Overall, row 76 of 105 (Ling 3.0 Flash Fin), Accuracy column; Updated 9/29/2026. Rendered BenchmarkView table; configuration from embedded astro-island BenchmarkView props, benchmarkView.default.tasks.overall["ant/ling-3.0-flash-af-rc3"].
    76 | Ling 3.0 Flash Fin | 75.59%±2.03 | $0.06/$0.18 | 44.81s
    Every result from this document
  2. 94MedCode (Vals AI) model ID ant/ling-3.0-flash-af-rc3; temperature=1; top_p=0.95; max_output_token… 29.30
    Printed as 29.30%Official leaderboard, measured Sep 2026Configuration: model ID ant/ling-3.0-flash-af-rc3; temperature=1; top_p=0.95; max_output_tokens=131072
    Vals AI MedCode leaderboard official leaderboard, Vals AI, 29 Sep 2026. MedCode leaderboard, Overall task, All Models expanded, rank 94 of 103; Accuracy column; board Updated 9/29/2026. Rendered table row; configuration from embedded BenchmarkView props benchmarkView.default.tasks.overall["ant/ling-3.0-flash-af-rc3"].
    94 | Ling 3.0 Flash Fin | 29.30%±1.94 | $0.06/$0.18 | 31.17s
    Every result from this document

Other Ant Group models: Ling 3.0 Flash, Qwen3-14B-SFT, Qwen3-32B-SFT