Clinical Benchmarks

Qwen3.5-Plus

$0.12 input, $0.69 output per million tokens1M contextproprietaryCompare with other models

Clinical Benchmarks Index
47.0rank 71 of 148; 81.4 × 0.577 = 47.0, from 1 of 10 boards
Boards
1 of 13
Results
76 on secondary measures
Latest measurement
Aug 2026

Results

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

Safety

  1. MedPIC
    zero-shot; independent questions; exact option-set match
    72.4
    Rank 3 of 28Leader Gemini-3.1-Pro 80.7
    Independent run
    Measured Aug 2026

Secondary measures

Safety

  1. MedPIC, Guideline-following accuracy (GF)
    zero-shot; independent questions; exact option-set match
    81.7
    Rank 3 of 28Leader Gemini-3.1-Pro 87.7
    Independent run
    Measured Aug 2026
  2. MedPIC, Counterfactual accuracy (CF)
    zero-shot; independent questions; exact option-set match
    57.9
    Rank 3 of 28Leader Gemini-3.1-Pro 69.9
    Independent run
    Measured Aug 2026
  3. MedPIC, Linked counterfactual pair accuracy
    zero-shot; independent questions; exact option-set match
    32.6
    Rank 3 of 28Leader Gemini-3.1-Pro 48.3
    Independent run
    Measured Aug 2026
  4. MedPIC, Risk deactivation accuracy
    zero-shot; independent questions; exact option-set match
    55.9
    Rank 3 of 28Leader Gemini-3.1-Pro 77.9
    Independent run
    Measured Aug 2026
  5. MedPIC, Risk activation accuracy
    zero-shot; independent questions; exact option-set match
    66.2
    Rank 7 of 28Leader MedGemma-27B-Text 76.1
    Independent run
    Measured Aug 2026
  6. MedPIC, Published GF-minus-CF accuracy gap
    zero-shot; independent questions; exact option-set match
    23.8
    Descriptive measure, not ranked
    Independent run
    Measured Aug 2026

Sources

Open a line for the quote and page.

  1. 3MedPIC zero-shot; independent questions; exact option-set match 72.4
    Printed as 72.4Independent 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-Plus, column Overall; row order: Model | Overall | GF | CF | Δ_GF−CF | Activation | Deactivation | Pair
    Qwen3.5-Plus | 72.4 | 81.7 | 57.9 | 23.8 | 66.2 | 55.9 | 32.6
    Every result from this document
  2. 3MedPIC, Guideline-following accuracy (GF) zero-shot; independent questions; exact option-set match 81.7
    Printed as 81.7Independent 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-Plus, column GF; row order: Model | Overall | GF | CF | Δ_GF−CF | Activation | Deactivation | Pair
    Qwen3.5-Plus | 72.4 | 81.7 | 57.9 | 23.8 | 66.2 | 55.9 | 32.6
    Every result from this document
  3. 3MedPIC, Counterfactual accuracy (CF) zero-shot; independent questions; exact option-set match 57.9
    Printed as 57.9Independent 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-Plus, column CF; row order: Model | Overall | GF | CF | Δ_GF−CF | Activation | Deactivation | Pair
    Qwen3.5-Plus | 72.4 | 81.7 | 57.9 | 23.8 | 66.2 | 55.9 | 32.6
    Every result from this document
  4. 3MedPIC, Linked counterfactual pair accuracy zero-shot; independent questions; exact option-set match 32.6
    Printed as 32.6Independent 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-Plus, column Pair; row order: Model | Overall | GF | CF | Δ_GF−CF | Activation | Deactivation | Pair
    Qwen3.5-Plus | 72.4 | 81.7 | 57.9 | 23.8 | 66.2 | 55.9 | 32.6
    Every result from this document
  5. 7MedPIC, Risk activation accuracy zero-shot; independent questions; exact option-set match 66.2
    Printed as 66.2Independent 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-Plus, column Activation; row order: Model | Overall | GF | CF | Δ_GF−CF | Activation | Deactivation | Pair
    Qwen3.5-Plus | 72.4 | 81.7 | 57.9 | 23.8 | 66.2 | 55.9 | 32.6
    Every result from this document
  6. 3MedPIC, Risk deactivation accuracy zero-shot; independent questions; exact option-set match 55.9
    Printed as 55.9Independent 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-Plus, column Deactivation; row order: Model | Overall | GF | CF | Δ_GF−CF | Activation | Deactivation | Pair
    Qwen3.5-Plus | 72.4 | 81.7 | 57.9 | 23.8 | 66.2 | 55.9 | 32.6
    Every result from this document
  7. –MedPIC, Published GF-minus-CF accuracy gap zero-shot; independent questions; exact option-set match 23.8
    Printed as 23.8Independent 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-Plus, column Δ_GF−CF; row order: Model | Overall | GF | CF | Δ_GF−CF | Activation | Deactivation | Pair
    Qwen3.5-Plus | 72.4 | 81.7 | 57.9 | 23.8 | 66.2 | 55.9 | 32.6
    Every result from this document

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