Clinical Benchmarks
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Ling 3.0 Flash Fin

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

2 results on 2 of 13 boards, latest measured Sep 2026. Compare with other models

Clinical Benchmarks Index22.7Rank 102 of 1492 of 10 boardsAverage × multiplier 39.3 × 0.577 = 22.7This site’s own calculation. Working How it is computed

Results

Each line sits on its own board's scale. Tall 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

Index working

The Clinical Benchmarks Index is this site's own calculation: a weighted average of the board scores times a multiplier for the boards behind it. How it is computed

  • MedScribe (Vals AI)75.5975.6×0.25, near its ceilingNear its ceiling: leader 91.4, weight 0.25model ID ant/ling-3.0-flash-af-rc3; temperature=1; top_p=0.95; max_output_tokens=131072
  • MedCode (Vals AI)29.3029.3×0.911model ID ant/ling-3.0-flash-af-rc3; temperature=1; top_p=0.95; max_output_tokens=131072
Weighted average of 2 boards
39.3
Multiplier for 2 of 10 boards
× 0.577
Index
39.3 × 0.577 = 22.7

Score: the result on the board’s own 0 to 100 scale. Dot: this model; tick: the board’s leader. Weight: how much the board counts in the weighted average; bold where the board is near its ceiling and counts for less. Each result links to its quote and page; the line under it is the setting it was measured with.

Sources

The quote, page and document for each of the 2 results
  1. 76MedScribe (Vals AI) ling-3.0-flash-af-rc3 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) ling-3.0-flash-af-rc3 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