# Perception on HRBen 8K (Pass@4) Source: [Perception on HRBen 8K (Pass@4)]() Collection index: [llms.txt]() Data updated: 2026-05-28T10:34:22.140Z Evaluation of general perception capabilities on the HRBen 8K dataset, measured using the Pass@4 metric. 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 | Perception | | Dataset (including any stated split) | HRBen 8K | | Metric | Pass@4 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Pass@4](): Higher is better; unit: PERCENT. ## Recorded results | Method | Pass@4 | Result date | Report paper | | --- | --- | --- | --- | | AXPO | 90 | Not recorded | 6a17cc5bdbd7150506f8168b | | Base | 90 | Not recorded | 6a17cc5bdbd7150506f8168b | | AXPO | 89 | Not recorded | 6a17cc5bdbd7150506f8168b | | SFT | 88 | Not recorded | 6a17cc5bdbd7150506f8168b | | AXPO | 88 | Not recorded | 6a17cc5bdbd7150506f8168b | | SFT | 88 | Not recorded | 6a17cc5bdbd7150506f8168b | | SFT | 87 | Not recorded | 6a17cc5bdbd7150506f8168b | | SFT + GRPO | 85.5 | Not recorded | 6a17cc5bdbd7150506f8168b | | GRPO | 85.5 | Not recorded | 6a17cc5bdbd7150506f8168b | | SFT + GRPO | 84.5 | Not recorded | 6a17cc5bdbd7150506f8168b | | SFT + GRPO | 84.5 | Not recorded | 6a17cc5bdbd7150506f8168b | | Base | 82.5 | Not recorded | 6a17cc5bdbd7150506f8168b | | GRPO | 82 | Not recorded | 6a17cc5bdbd7150506f8168b | | Base | 81 | Not recorded | 6a17cc5bdbd7150506f8168b | | Base | 77 | Not recorded | 6a17cc5bdbd7150506f8168b | | GRPO | 72.5 | Not recorded | 6a17cc5bdbd7150506f8168b | ### AXPO Pass@4: 90. Result ID: 6a181a27fbc373592c1297df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"4B","Backbone":"Qwen3-VL-Thinking"}. This record does not assert independent reproduction. ### Base Pass@4: 90. Result ID: 6a181a27fbc373592c1297e5. [Reporting paper]() Recorded evaluation configuration: {"Model Size":"32B","Backbone":"Qwen3-VL-Thinking"}. This record does not assert independent reproduction. ### AXPO Pass@4: 89. Result ID: 6a181a27fbc373592c1297e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"8B","Backbone":"Qwen3-VL-Thinking"}. This record does not assert independent reproduction. ### SFT Pass@4: 88. Result ID: 6a181a27fbc373592c1297d8. [Reporting paper]() Recorded evaluation configuration: {"Model Size":"2B","Backbone":"Qwen3-VL-Thinking"}. This record does not assert independent reproduction. ### AXPO Pass@4: 88. Result ID: 6a181a27fbc373592c1297da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"2B","Backbone":"Qwen3-VL-Thinking"}. This record does not assert independent reproduction. ### SFT Pass@4: 88. Result ID: 6a181a27fbc373592c1297dd. [Reporting paper]() Recorded evaluation configuration: {"Model Size":"4B","Backbone":"Qwen3-VL-Thinking"}. This record does not assert independent reproduction. ### SFT Pass@4: 87. Result ID: 6a181a27fbc373592c1297e2. [Reporting paper]() Recorded evaluation configuration: {"Model Size":"8B","Backbone":"Qwen3-VL-Thinking"}. This record does not assert independent reproduction. ### SFT + GRPO Pass@4: 85.5. Result ID: 6a181a27fbc373592c1297d9. [Reporting paper]() Recorded evaluation configuration: {"Model Size":"2B","Backbone":"Qwen3-VL-Thinking"}. This record does not assert independent reproduction. ### GRPO Pass@4: 85.5. Result ID: 6a181a27fbc373592c1297dc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size":"4B","Backbone":"Qwen3-VL-Thinking"}. This record does not assert independent reproduction. ### SFT + GRPO Pass@4: 84.5. Result ID: 6a181a27fbc373592c1297de. [Reporting paper]() Recorded evaluation configuration: {"Model Size":"4B","Backbone":"Qwen3-VL-Thinking"}. This record does not assert independent reproduction. ### SFT + GRPO Pass@4: 84.5. Result ID: 6a181a27fbc373592c1297e3. [Reporting paper]() Recorded evaluation configuration: {"Model Size":"8B","Backbone":"Qwen3-VL-Thinking"}. This record does not assert independent reproduction. ### Base Pass@4: 82.5. Result ID: 6a181a27fbc373592c1297e0. [Reporting paper]() Recorded evaluation configuration: {"Model Size":"8B","Backbone":"Qwen3-VL-Thinking"}. This record does not assert independent reproduction. ### GRPO Pass@4: 82. Result ID: 6a181a27fbc373592c1297e1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size":"8B","Backbone":"Qwen3-VL-Thinking"}. This record does not assert independent reproduction. ### Base Pass@4: 81. Result ID: 6a181a27fbc373592c1297db. [Reporting paper]() Recorded evaluation configuration: {"Model Size":"4B","Backbone":"Qwen3-VL-Thinking"}. This record does not assert independent reproduction. ### Base Pass@4: 77. Result ID: 6a181a27fbc373592c1297d6. [Reporting paper]() Recorded evaluation configuration: {"Model Size":"2B","Backbone":"Qwen3-VL-Thinking"}. This record does not assert independent reproduction. ### GRPO Pass@4: 72.5. Result ID: 6a181a27fbc373592c1297d7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size":"2B","Backbone":"Qwen3-VL-Thinking"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.