# Unified understanding-and-generation on GenEval Source: [Unified understanding-and-generation on GenEval]() Collection index: [llms.txt]() Data updated: 2026-06-09T08:23:30.177Z Comprehensive evaluation of models on the GenEval dataset, measuring unified understanding and generation capabilities, including hardware efficiency (KV Size, TFLOPs) and detailed compositional accuracy. 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 | Unified understanding-and-generation | | Dataset (including any stated split) | GenEval | | Metric | KV Size (GB) | | Unit | SIZE | | Direction | Lower is better | | Results loaded | 6 of 6 | | 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 - [KV Size (GB)](): Lower is better; unit: SIZE. - [Attention TFLOPs](): Higher is better; unit: SCALAR. - [Accuracy (Single Object)](): Higher is better; unit: PERCENT. - [Accuracy (Two Objects)](): Higher is better; unit: PERCENT. - [Accuracy (Position)](): Higher is better; unit: PERCENT. - [Accuracy (Color)](): Higher is better; unit: PERCENT. - [Accuracy (Attribute)](): Higher is better; unit: PERCENT. - [Overall Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | KV Size (GB) | Result date | Report paper | | --- | --- | --- | --- | | HACK++ | 0.07 | Not recorded | 6a279e4890966ade919bf932 | | HACK++ | 0.12 | Not recorded | 6a279e4890966ade919bf932 | | HACK | 0.26 | Not recorded | 6a279e4890966ade919bf932 | | HACK | 0.37 | Not recorded | 6a279e4890966ade919bf932 | | Full | 0.72 | Not recorded | 6a279e4890966ade919bf932 | | Full | 1.23 | Not recorded | 6a279e4890966ade919bf932 | ### HACK++ KV Size (GB): 0.07. Result ID: 6a27ccccfbc373592c247f28. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"OneCAT-3B \[33\]","ηa":"30%","ηc":"10%","Batch size":"1"}. This record does not assert independent reproduction. ### HACK++ KV Size (GB): 0.12. Result ID: 6a27ccccfbc373592c247f25. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VARGPT-v1.1 \[32\]","ηa":"30%","ηc":"10%","Batch size":"1"}. This record does not assert independent reproduction. ### HACK KV Size (GB): 0.26. Result ID: 6a27ccccfbc373592c247f27. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"OneCAT-3B \[33\]","ηa":"30%","ηc":"30%","Batch size":"1"}. This record does not assert independent reproduction. ### HACK KV Size (GB): 0.37. Result ID: 6a27ccccfbc373592c247f24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VARGPT-v1.1 \[32\]","ηa":"30%","ηc":"30%","Batch size":"1"}. This record does not assert independent reproduction. ### Full KV Size (GB): 0.72. Result ID: 6a27ccccfbc373592c247f26. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"OneCAT-3B \[33\]","ηa":"100%","ηc":"100%","Batch size":"1"}. This record does not assert independent reproduction. ### Full KV Size (GB): 1.23. Result ID: 6a27ccccfbc373592c247f23. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"VARGPT-v1.1 \[32\]","ηa":"100%","ηc":"100%","Batch size":"1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.