Clinical Benchmarks
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Qwen3.5-35B-A3B

256K context35B A3Bopen

7 results on 1 of 13 boards, 6 of them on secondary measures, latest measured Aug 2026. Compare with other models

Clinical Benchmarks Index27.9Rank 71 of 1491 of 10 boardsAverage × multiplier 68.5 × 0.408 = 27.9This site’s own calculation. Working How it is computed

Results

Each line sits on its own board's scale. Tall tick: the board leader.

Safety

  1. MedPIC
    zero-shot; independent questions; exact option-set match
    68.5
    Rank 7 of 28Leader Gemini-3.1-Pro 80.7
    Independent run
    Measured Aug 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

  • MedPIC68.568.5×0.482, near its ceilingNear its ceiling: leader 80.7, weight 0.482zero-shot; independent questions; exact option-set match
One board, so its score
68.5
Multiplier for 1 of 10 boards
× 0.408
Index
68.5 × 0.408 = 27.9

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.

Secondary measures

Safety

  1. MedPIC, Risk activation accuracy
    zero-shot; independent questions; exact option-set match
    70.4
    Rank 3 of 28Leader MedGemma-27B-Text 76.1
    Independent run
    Measured Aug 2026
  2. MedPIC, Linked counterfactual pair accuracy
    zero-shot; independent questions; exact option-set match
    30.3
    Rank 6 of 28Leader Gemini-3.1-Pro 48.3
    Independent run
    Measured Aug 2026
  3. MedPIC, Counterfactual accuracy (CF)
    zero-shot; independent questions; exact option-set match
    54.6
    Rank 7 of 28Leader Gemini-3.1-Pro 69.9
    Independent run
    Measured Aug 2026
  4. MedPIC, Guideline-following accuracy (GF)
    zero-shot; independent questions; exact option-set match
    77.5
    Rank 8 of 28Leader Gemini-3.1-Pro 87.7
    Independent run
    Measured Aug 2026
  5. MedPIC, Risk deactivation accuracy
    zero-shot; independent questions; exact option-set match
    45.6
    Rank 10 of 28Leader Gemini-3.1-Pro 77.9
    Independent run
    Measured Aug 2026
  6. MedPIC, Published GF-minus-CF accuracy gap
    zero-shot; independent questions; exact option-set match
    22.8
    Descriptive measure, not ranked
    Independent run
    Measured Aug 2026

Sources

The quote, page and document for each of the 7 results
  1. 7MedPIC zero-shot 68.5
    Printed as 68.5Independent run, measured Aug 2026Configuration: zero-shot; independent questions; exact option-set match
    Evaluating Counterfactual Sensitivity to Patient Information in Medication-Safety Reasoning paper, Zhitian Hou, Yuhang Liu, Pengkai Wang, Zeyu Liu, Guanghao Zhu, Zheng Liu, Shuo Cai, Congkai Xie, Zhijie Sang, Kun Zeng, Hongxia Yang (The Hong Kong Polytechnic University; InfiX.ai; Sun Yat-sen University), 4 Aug 2026. arXiv:2608.03028v1, Section 4, Table 2 (#S4.T2), row Qwen3.5-35B-A3B, column Overall; row order: Model | Overall | GF | CF | Δ_GF−CF | Activation | Deactivation | Pair
    Qwen3.5-35B-A3B | 68.5 | 77.5 | 54.6 | 22.8 | 70.4 | 45.6 | 30.3
    Every result from this document
  2. 8MedPIC, Guideline-following accuracy (GF) zero-shot 77.5
    Printed as 77.5Independent run, measured Aug 2026Configuration: zero-shot; independent questions; exact option-set match
    Evaluating Counterfactual Sensitivity to Patient Information in Medication-Safety Reasoning paper, Zhitian Hou, Yuhang Liu, Pengkai Wang, Zeyu Liu, Guanghao Zhu, Zheng Liu, Shuo Cai, Congkai Xie, Zhijie Sang, Kun Zeng, Hongxia Yang (The Hong Kong Polytechnic University; InfiX.ai; Sun Yat-sen University), 4 Aug 2026. arXiv:2608.03028v1, Section 4, Table 2 (#S4.T2), row Qwen3.5-35B-A3B, column GF; row order: Model | Overall | GF | CF | Δ_GF−CF | Activation | Deactivation | Pair
    Qwen3.5-35B-A3B | 68.5 | 77.5 | 54.6 | 22.8 | 70.4 | 45.6 | 30.3
    Every result from this document
  3. 7MedPIC, Counterfactual accuracy (CF) zero-shot 54.6
    Printed as 54.6Independent run, measured Aug 2026Configuration: zero-shot; independent questions; exact option-set match
    Evaluating Counterfactual Sensitivity to Patient Information in Medication-Safety Reasoning paper, Zhitian Hou, Yuhang Liu, Pengkai Wang, Zeyu Liu, Guanghao Zhu, Zheng Liu, Shuo Cai, Congkai Xie, Zhijie Sang, Kun Zeng, Hongxia Yang (The Hong Kong Polytechnic University; InfiX.ai; Sun Yat-sen University), 4 Aug 2026. arXiv:2608.03028v1, Section 4, Table 2 (#S4.T2), row Qwen3.5-35B-A3B, column CF; row order: Model | Overall | GF | CF | Δ_GF−CF | Activation | Deactivation | Pair
    Qwen3.5-35B-A3B | 68.5 | 77.5 | 54.6 | 22.8 | 70.4 | 45.6 | 30.3
    Every result from this document
  4. 6MedPIC, Linked counterfactual pair accuracy zero-shot 30.3
    Printed as 30.3Independent run, measured Aug 2026Configuration: zero-shot; independent questions; exact option-set match
    Evaluating Counterfactual Sensitivity to Patient Information in Medication-Safety Reasoning paper, Zhitian Hou, Yuhang Liu, Pengkai Wang, Zeyu Liu, Guanghao Zhu, Zheng Liu, Shuo Cai, Congkai Xie, Zhijie Sang, Kun Zeng, Hongxia Yang (The Hong Kong Polytechnic University; InfiX.ai; Sun Yat-sen University), 4 Aug 2026. arXiv:2608.03028v1, Section 4, Table 2 (#S4.T2), row Qwen3.5-35B-A3B, column Pair; row order: Model | Overall | GF | CF | Δ_GF−CF | Activation | Deactivation | Pair
    Qwen3.5-35B-A3B | 68.5 | 77.5 | 54.6 | 22.8 | 70.4 | 45.6 | 30.3
    Every result from this document
  5. 3MedPIC, Risk activation accuracy zero-shot 70.4
    Printed as 70.4Independent run, measured Aug 2026Configuration: zero-shot; independent questions; exact option-set match
    Evaluating Counterfactual Sensitivity to Patient Information in Medication-Safety Reasoning paper, Zhitian Hou, Yuhang Liu, Pengkai Wang, Zeyu Liu, Guanghao Zhu, Zheng Liu, Shuo Cai, Congkai Xie, Zhijie Sang, Kun Zeng, Hongxia Yang (The Hong Kong Polytechnic University; InfiX.ai; Sun Yat-sen University), 4 Aug 2026. arXiv:2608.03028v1, Section 4, Table 2 (#S4.T2), row Qwen3.5-35B-A3B, column Activation; row order: Model | Overall | GF | CF | Δ_GF−CF | Activation | Deactivation | Pair
    Qwen3.5-35B-A3B | 68.5 | 77.5 | 54.6 | 22.8 | 70.4 | 45.6 | 30.3
    Every result from this document
  6. 10MedPIC, Risk deactivation accuracy zero-shot 45.6
    Printed as 45.6Independent run, measured Aug 2026Configuration: zero-shot; independent questions; exact option-set match
    Evaluating Counterfactual Sensitivity to Patient Information in Medication-Safety Reasoning paper, Zhitian Hou, Yuhang Liu, Pengkai Wang, Zeyu Liu, Guanghao Zhu, Zheng Liu, Shuo Cai, Congkai Xie, Zhijie Sang, Kun Zeng, Hongxia Yang (The Hong Kong Polytechnic University; InfiX.ai; Sun Yat-sen University), 4 Aug 2026. arXiv:2608.03028v1, Section 4, Table 2 (#S4.T2), row Qwen3.5-35B-A3B, column Deactivation; row order: Model | Overall | GF | CF | Δ_GF−CF | Activation | Deactivation | Pair
    Qwen3.5-35B-A3B | 68.5 | 77.5 | 54.6 | 22.8 | 70.4 | 45.6 | 30.3
    Every result from this document
  7. –MedPIC, Published GF-minus-CF accuracy gap zero-shot 22.8
    Printed as 22.8Independent run, measured Aug 2026Configuration: zero-shot; independent questions; exact option-set match
    Evaluating Counterfactual Sensitivity to Patient Information in Medication-Safety Reasoning paper, Zhitian Hou, Yuhang Liu, Pengkai Wang, Zeyu Liu, Guanghao Zhu, Zheng Liu, Shuo Cai, Congkai Xie, Zhijie Sang, Kun Zeng, Hongxia Yang (The Hong Kong Polytechnic University; InfiX.ai; Sun Yat-sen University), 4 Aug 2026. arXiv:2608.03028v1, Section 4, Table 2 (#S4.T2), row Qwen3.5-35B-A3B, column Δ_GF−CF; row order: Model | Overall | GF | CF | Δ_GF−CF | Activation | Deactivation | Pair
    Qwen3.5-35B-A3B | 68.5 | 77.5 | 54.6 | 22.8 | 70.4 | 45.6 | 30.3
    Every result from this document

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