# Negative Concept Suppression on DCS-Bench Combined FLUX (dev) Source: [Negative Concept Suppression on DCS-Bench Combined FLUX (dev)]() Collection index: [llms.txt]() Data updated: 2026-05-29T08:44:45.254Z Evaluation of model performance on suppressing negative concepts using the Combined FLUX (dev) split of the DCS-Bench dataset. Metrics include suppression rate (%), prompt alignment, and image quality. 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 | Negative Concept Suppression | | Dataset (including any stated split) | DCS-Bench Combined FLUX (dev) | | Metric | Negative Concept Suppression (%) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [Negative Concept Suppression (%)](): Higher is better; unit: PERCENT. - [Prompt Alignment](): Higher is better; unit: SCALAR. - [Image Quality](): Higher is better; unit: SCALAR. ## Recorded results | Method | Negative Concept Suppression (%) | Result date | Report paper | | --- | --- | --- | --- | | Orthogonal Negative Guidance | 86.88 | Not recorded | 6a191d74dbd7150506f826c0 | | Qwen-Image-Edit | 71.75 | Not recorded | 6a191d74dbd7150506f826c0 | | CFG | 71.12 | Not recorded | 6a191d74dbd7150506f826c0 | | NASA | 66.62 | Not recorded | 6a191d74dbd7150506f826c0 | | NAG | 66.62 | Not recorded | 6a191d74dbd7150506f826c0 | | Kontext | 49.5 | Not recorded | 6a191d74dbd7150506f826c0 | | VSF | 41 | Not recorded | 6a191d74dbd7150506f826c0 | | OmniGen2 | 15.88 | Not recorded | 6a191d74dbd7150506f826c0 | | FLUX-dev | 14.38 | Not recorded | 6a191d74dbd7150506f826c0 | | Prompt Negation | 3.88 | Not recorded | 6a191d74dbd7150506f826c0 | ### Orthogonal Negative Guidance Negative Concept Suppression (%): 86.88. Result ID: 6a1951eafbc373592c13c071. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen-Image-Edit Negative Concept Suppression (%): 71.75. Result ID: 6a1951eafbc373592c13c06b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CFG Negative Concept Suppression (%): 71.12. Result ID: 6a1951eafbc373592c13c06d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NASA Negative Concept Suppression (%): 66.62. Result ID: 6a1951eafbc373592c13c06e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NAG Negative Concept Suppression (%): 66.62. Result ID: 6a1951eafbc373592c13c06f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Kontext Negative Concept Suppression (%): 49.5. Result ID: 6a1951eafbc373592c13c06a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VSF Negative Concept Suppression (%): 41. Result ID: 6a1951eafbc373592c13c070. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OmniGen2 Negative Concept Suppression (%): 15.88. Result ID: 6a1951eafbc373592c13c06c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FLUX-dev Negative Concept Suppression (%): 14.38. Result ID: 6a1951eafbc373592c13c068. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Prompt Negation Negative Concept Suppression (%): 3.88. Result ID: 6a1951eafbc373592c13c069. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.