Clinical Benchmarks

Fleming-R1-32B

40K context32BopenCompare with other models

Clinical Benchmarks Index
31.7rank 111 of 148; 55.0 × 0.577 = 31.7, 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
    60.6
    Rank 12 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
    69.0
    Rank 11 of 28Leader Gemini-3.1-Pro 87.7
    Independent run
    Measured Aug 2026
  2. MedPIC, Risk deactivation accuracy
    zero-shot; independent questions; exact option-set match
    44.1
    Rank 11 of 28Leader Gemini-3.1-Pro 77.9
    Independent run
    Measured Aug 2026
  3. MedPIC, Counterfactual accuracy (CF)
    zero-shot; independent questions; exact option-set match
    47.5
    Rank 13 of 28Leader Gemini-3.1-Pro 69.9
    Independent run
    Measured Aug 2026
  4. MedPIC, Linked counterfactual pair accuracy
    zero-shot; independent questions; exact option-set match
    20.2
    Rank 14 of 28Leader Gemini-3.1-Pro 48.3
    Independent run
    Measured Aug 2026
  5. MedPIC, Risk activation accuracy
    zero-shot; independent questions; exact option-set match
    59.2
    Rank 15 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
    21.5
    Descriptive measure, not ranked
    Independent run
    Measured Aug 2026

Sources

Open a line for the quote and page.

  1. 12MedPIC zero-shot; independent questions; exact option-set match 60.6
    Printed as 60.6Independent 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 Fleming-R1-32B, column Overall; row order: Model | Overall | GF | CF | Δ_GF−CF | Activation | Deactivation | Pair
    Fleming-R1-32B | 60.6 | 69.0 | 47.5 | 21.5 | 59.2 | 44.1 | 20.2
    Every result from this document
  2. 11MedPIC, Guideline-following accuracy (GF) zero-shot; independent questions; exact option-set match 69.0
    Printed as 69.0Independent 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 Fleming-R1-32B, column GF; row order: Model | Overall | GF | CF | Δ_GF−CF | Activation | Deactivation | Pair
    Fleming-R1-32B | 60.6 | 69.0 | 47.5 | 21.5 | 59.2 | 44.1 | 20.2
    Every result from this document
  3. 13MedPIC, Counterfactual accuracy (CF) zero-shot; independent questions; exact option-set match 47.5
    Printed as 47.5Independent 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 Fleming-R1-32B, column CF; row order: Model | Overall | GF | CF | Δ_GF−CF | Activation | Deactivation | Pair
    Fleming-R1-32B | 60.6 | 69.0 | 47.5 | 21.5 | 59.2 | 44.1 | 20.2
    Every result from this document
  4. 14MedPIC, Linked counterfactual pair accuracy zero-shot; independent questions; exact option-set match 20.2
    Printed as 20.2Independent 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 Fleming-R1-32B, column Pair; row order: Model | Overall | GF | CF | Δ_GF−CF | Activation | Deactivation | Pair
    Fleming-R1-32B | 60.6 | 69.0 | 47.5 | 21.5 | 59.2 | 44.1 | 20.2
    Every result from this document
  5. 15MedPIC, Risk activation accuracy zero-shot; independent questions; exact option-set match 59.2
    Printed as 59.2Independent 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 Fleming-R1-32B, column Activation; row order: Model | Overall | GF | CF | Δ_GF−CF | Activation | Deactivation | Pair
    Fleming-R1-32B | 60.6 | 69.0 | 47.5 | 21.5 | 59.2 | 44.1 | 20.2
    Every result from this document
  6. 11MedPIC, Risk deactivation accuracy zero-shot; independent questions; exact option-set match 44.1
    Printed as 44.1Independent 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 Fleming-R1-32B, column Deactivation; row order: Model | Overall | GF | CF | Δ_GF−CF | Activation | Deactivation | Pair
    Fleming-R1-32B | 60.6 | 69.0 | 47.5 | 21.5 | 59.2 | 44.1 | 20.2
    Every result from this document
  7. –MedPIC, Published GF-minus-CF accuracy gap zero-shot; independent questions; exact option-set match 21.5
    Printed as 21.5Independent 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 Fleming-R1-32B, column Δ_GF−CF; row order: Model | Overall | GF | CF | Δ_GF−CF | Activation | Deactivation | Pair
    Fleming-R1-32B | 60.6 | 69.0 | 47.5 | 21.5 | 59.2 | 44.1 | 20.2
    Every result from this document

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