# Deontic Reasoning on DeonticBench SARA-Bin Source: [Deontic Reasoning on DeonticBench SARA-Bin]() Collection index: [llms.txt]() Data updated: 2026-06-04T13:12:01.658Z Evaluation of model performance on Deontic Reasoning tasks using the DeonticBench SARA-Bin dataset, measured by Macro F1 score. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Deontic Reasoning | | Dataset (including any stated split) | DeonticBench SARA-Bin | | Metric | Macro F1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 30 of 30 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Macro F1](): Higher is better; unit: PERCENT. ## Recorded results | Method | Macro F1 | Result date | Report paper | | --- | --- | --- | --- | | Qwen3.5-397B | 90.6 | Not recorded | 6a2106eac10484bac23f0605 | | Qwen3.5-397B | 88.9 | Not recorded | 6a2106eac10484bac23f0605 | | Kimi-K2 | 88.5 | Not recorded | 6a2106eac10484bac23f0605 | | Qwen3.5-35B | 83.3 | Not recorded | 6a2106eac10484bac23f0605 | | Qwen3.5-35B | 83.3 | Not recorded | 6a2106eac10484bac23f0605 | | Qwen3.5-397B | 83.3 | Not recorded | 6a2106eac10484bac23f0605 | | Qwen3.5-35B | 82.9 | Not recorded | 6a2106eac10484bac23f0605 | | Qwen3.5-122B | 82.3 | Not recorded | 6a2106eac10484bac23f0605 | | Qwen3-Coder-480B | 80 | Not recorded | 6a2106eac10484bac23f0605 | | Qwen3.5-122B | 80 | Not recorded | 6a2106eac10484bac23f0605 | | Qwen3.5-122B | 79.9 | Not recorded | 6a2106eac10484bac23f0605 | | Qwen3-Coder-480B | 79.3 | Not recorded | 6a2106eac10484bac23f0605 | | Qwen3.5-122B | 79.3 | Not recorded | 6a2106eac10484bac23f0605 | | Qwen3.5-397B | 78.2 | Not recorded | 6a2106eac10484bac23f0605 | | Qwen3-Coder-480B | 76.6 | Not recorded | 6a2106eac10484bac23f0605 | | Qwen3.5-122B | 75.3 | Not recorded | 6a2106eac10484bac23f0605 | | Qwen3.5-35B | 74 | Not recorded | 6a2106eac10484bac23f0605 | | Kimi-K2 | 73.3 | Not recorded | 6a2106eac10484bac23f0605 | | Qwen3-235B | 72.1 | Not recorded | 6a2106eac10484bac23f0605 | | Kimi-K2 | 68.4 | Not recorded | 6a2106eac10484bac23f0605 | | Qwen3-235B | 66.5 | Not recorded | 6a2106eac10484bac23f0605 | | Qwen3-235B | 66.5 | Not recorded | 6a2106eac10484bac23f0605 | | Qwen3-Coder-480B | 59.8 | Not recorded | 6a2106eac10484bac23f0605 | | Qwen3-235B | 59.8 | Not recorded | 6a2106eac10484bac23f0605 | | GPT-5.2 | 59.7 | Not recorded | 6a2106eac10484bac23f0605 | | Kimi-K2 | 59.3 | Not recorded | 6a2106eac10484bac23f0605 | | Qwen3-Coder-480B | 59.1 | Not recorded | 6a2106eac10484bac23f0605 | | GPT-5.2 | 56.9 | Not recorded | 6a2106eac10484bac23f0605 | | GPT-5.2 | 53.1 | Not recorded | 6a2106eac10484bac23f0605 | | GPT-5.2 | 46.4 | Not recorded | 6a2106eac10484bac23f0605 | ### Qwen3.5-397B Macro F1: 90.6. Result ID: 6a21799efbc373592c1ee476. [Reporting paper]() Recorded evaluation configuration: {"Harness":"terminus-kira"}. This record does not assert independent reproduction. ### Qwen3.5-397B Macro F1: 88.9. Result ID: 6a21799efbc373592c1ee477. [Reporting paper]() Recorded evaluation configuration: {"Harness":"claude-code"}. This record does not assert independent reproduction. ### Kimi-K2 Macro F1: 88.5. Result ID: 6a21799efbc373592c1ee47f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Harness":"terminus-kira"}. This record does not assert independent reproduction. ### Qwen3.5-35B Macro F1: 83.3. Result ID: 6a21799efbc373592c1ee471. [Reporting paper]() Recorded evaluation configuration: {"Harness":"terminus-2"}. This record does not assert independent reproduction. ### Qwen3.5-35B Macro F1: 83.3. Result ID: 6a21799efbc373592c1ee473. [Reporting paper]() Recorded evaluation configuration: {"Harness":"claude-code"}. This record does not assert independent reproduction. ### Qwen3.5-397B Macro F1: 83.3. Result ID: 6a21799efbc373592c1ee475. [Reporting paper]() Recorded evaluation configuration: {"Harness":"terminus-2"}. This record does not assert independent reproduction. ### Qwen3.5-35B Macro F1: 82.9. Result ID: 6a21799efbc373592c1ee472. [Reporting paper]() Recorded evaluation configuration: {"Harness":"terminus-kira"}. This record does not assert independent reproduction. ### Qwen3.5-122B Macro F1: 82.3. Result ID: 6a21799efbc373592c1ee46e. [Reporting paper]() Recorded evaluation configuration: {"Harness":"terminus-kira"}. This record does not assert independent reproduction. ### Qwen3-Coder-480B Macro F1: 80. Result ID: 6a21799efbc373592c1ee46a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Harness":"claude-code"}. This record does not assert independent reproduction. ### Qwen3.5-122B Macro F1: 80. Result ID: 6a21799efbc373592c1ee46d. [Reporting paper]() Recorded evaluation configuration: {"Harness":"terminus-2"}. This record does not assert independent reproduction. ### Qwen3.5-122B Macro F1: 79.9. Result ID: 6a21799efbc373592c1ee46c. [Reporting paper]() Recorded evaluation configuration: {"Harness":"codex"}. This record does not assert independent reproduction. ### Qwen3-Coder-480B Macro F1: 79.3. Result ID: 6a21799efbc373592c1ee468. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Harness":"terminus-2"}. This record does not assert independent reproduction. ### Qwen3.5-122B Macro F1: 79.3. Result ID: 6a21799efbc373592c1ee46f. [Reporting paper]() Recorded evaluation configuration: {"Harness":"claude-code"}. This record does not assert independent reproduction. ### Qwen3.5-397B Macro F1: 78.2. Result ID: 6a21799efbc373592c1ee474. [Reporting paper]() Recorded evaluation configuration: {"Harness":"direct"}. This record does not assert independent reproduction. ### Qwen3-Coder-480B Macro F1: 76.6. Result ID: 6a21799efbc373592c1ee469. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Harness":"terminus-kira"}. This record does not assert independent reproduction. ### Qwen3.5-122B Macro F1: 75.3. Result ID: 6a21799efbc373592c1ee46b. [Reporting paper]() Recorded evaluation configuration: {"Harness":"direct"}. This record does not assert independent reproduction. ### Qwen3.5-35B Macro F1: 74. Result ID: 6a21799efbc373592c1ee470. [Reporting paper]() Recorded evaluation configuration: {"Harness":"direct"}. This record does not assert independent reproduction. ### Kimi-K2 Macro F1: 73.3. Result ID: 6a21799efbc373592c1ee47d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Harness":"codex"}. This record does not assert independent reproduction. ### Qwen3-235B Macro F1: 72.1. Result ID: 6a21799efbc373592c1ee479. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Harness":"codex"}. This record does not assert independent reproduction. ### Kimi-K2 Macro F1: 68.4. Result ID: 6a21799efbc373592c1ee47c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Harness":"direct"}. This record does not assert independent reproduction. ### Qwen3-235B Macro F1: 66.5. Result ID: 6a21799efbc373592c1ee478. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Harness":"direct"}. This record does not assert independent reproduction. ### Qwen3-235B Macro F1: 66.5. Result ID: 6a21799efbc373592c1ee47b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Harness":"terminus-kira"}. This record does not assert independent reproduction. ### Qwen3-Coder-480B Macro F1: 59.8. Result ID: 6a21799efbc373592c1ee467. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Harness":"codex"}. This record does not assert independent reproduction. ### Qwen3-235B Macro F1: 59.8. Result ID: 6a21799efbc373592c1ee47a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Harness":"terminus-2"}. This record does not assert independent reproduction. ### GPT-5.2 Macro F1: 59.7. Result ID: 6a21799efbc373592c1ee480. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Harness":"direct"}. This record does not assert independent reproduction. ### Kimi-K2 Macro F1: 59.3. Result ID: 6a21799efbc373592c1ee47e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Harness":"terminus-2"}. This record does not assert independent reproduction. ### Qwen3-Coder-480B Macro F1: 59.1. Result ID: 6a21799efbc373592c1ee466. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Harness":"direct"}. This record does not assert independent reproduction. ### GPT-5.2 Macro F1: 56.9. Result ID: 6a21799efbc373592c1ee483. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Harness":"terminus-kira"}. This record does not assert independent reproduction. ### GPT-5.2 Macro F1: 53.1. Result ID: 6a21799efbc373592c1ee482. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Harness":"terminus-2"}. This record does not assert independent reproduction. ### GPT-5.2 Macro F1: 46.4. Result ID: 6a21799efbc373592c1ee481. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Harness":"codex"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.