# Prompt-to-prompt semantic composition on GenAI-Bench Source: [Prompt-to-prompt semantic composition on GenAI-Bench]() Collection index: [llms.txt]() Data updated: 2026-05-15T06:46:15.780Z Evaluation of generative models on the GenAI-Bench dataset using CLIP and DINO similarity metrics to assess prompt-to-prompt semantic composition capabilities. 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 | Prompt-to-prompt semantic composition | | Dataset (including any stated split) | GenAI-Bench | | Metric | CLIP-T (S\*T) | | 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 - [CLIP-T (S\*T)](): Higher is better; unit: PERCENT. - [CLIP-T (S)](): Higher is better; unit: PERCENT. - [CLIP-T (T)](): Higher is better; unit: PERCENT. - [CLIP-I (S\*T)](): Higher is better; unit: PERCENT. - [CLIP-I (S)](): Higher is better; unit: PERCENT. - [CLIP-I (T)](): Higher is better; unit: PERCENT. - [DINO-I (S\*T)](): Higher is better; unit: PERCENT. - [DINO-I (S)](): Higher is better; unit: PERCENT. - [DINO-I (T)](): Higher is better; unit: PERCENT. ## Recorded results | Method | CLIP-T (S\*T) | Result date | Report paper | | --- | --- | --- | --- | | Single Prompt | 46.8 | Not recorded | 6a06a869dbc836b87d829ed7 | | Single Prompt | 46.5 | Not recorded | 6a06a869dbc836b87d829ed7 | | masked activation-transport mechanism | 44.5 | Not recorded | 6a06a869dbc836b87d829ed7 | | Single Prompt | 44.2 | Not recorded | 6a06a869dbc836b87d829ed7 | | masked activation-transport mechanism | 44.1 | Not recorded | 6a06a869dbc836b87d829ed7 | | Single Prompt | 44 | Not recorded | 6a06a869dbc836b87d829ed7 | | Single Prompt | 43.7 | Not recorded | 6a06a869dbc836b87d829ed7 | | masked activation-transport mechanism | 42.5 | Not recorded | 6a06a869dbc836b87d829ed7 | | Latent Interpolation | 42.2 | Not recorded | 6a06a869dbc836b87d829ed7 | | masked activation-transport mechanism | 41.7 | Not recorded | 6a06a869dbc836b87d829ed7 | | masked activation-transport mechanism | 41.4 | Not recorded | 6a06a869dbc836b87d829ed7 | | Interpolation | 41 | Not recorded | 6a06a869dbc836b87d829ed7 | | Interpolation | 37.4 | Not recorded | 6a06a869dbc836b87d829ed7 | | MAs | 33 | Not recorded | 6a06a869dbc836b87d829ed7 | | Interpolation | 32.7 | Not recorded | 6a06a869dbc836b87d829ed7 | | Interpolation | 32.6 | Not recorded | 6a06a869dbc836b87d829ed7 | | Latent Interpolation | 32.5 | Not recorded | 6a06a869dbc836b87d829ed7 | | MAs | 32.4 | Not recorded | 6a06a869dbc836b87d829ed7 | | MAs | 32.4 | Not recorded | 6a06a869dbc836b87d829ed7 | | Interpolation | 31.7 | Not recorded | 6a06a869dbc836b87d829ed7 | | Interpolation | 31.2 | Not recorded | 6a06a869dbc836b87d829ed7 | | Latent Interpolation | 31.2 | Not recorded | 6a06a869dbc836b87d829ed7 | | Latent Interpolation | 31.1 | Not recorded | 6a06a869dbc836b87d829ed7 | | MAs | 30.9 | Not recorded | 6a06a869dbc836b87d829ed7 | | MAs | 30.8 | Not recorded | 6a06a869dbc836b87d829ed7 | | Latent Interpolation | 30.6 | Not recorded | 6a06a869dbc836b87d829ed7 | | Interpolation | 30.2 | Not recorded | 6a06a869dbc836b87d829ed7 | | Interpolation | 30.2 | Not recorded | 6a06a869dbc836b87d829ed7 | | Interpolation | 23.2 | Not recorded | 6a06a869dbc836b87d829ed7 | | Interpolation | 22.8 | Not recorded | 6a06a869dbc836b87d829ed7 | ### Single Prompt CLIP-T (S\*T): 46.8. Result ID: 6a06bfda47f34ce924edb7f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SANA1.5","Mask":"false","Layers / Steps":"none"}. This record does not assert independent reproduction. ### Single Prompt CLIP-T (S\*T): 46.5. Result ID: 6a06bfda47f34ce924edb7e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"FLUX.1-schnell","Mask":"false","Layers / Steps":"none"}. This record does not assert independent reproduction. ### masked activation-transport mechanism CLIP-T (S\*T): 44.5. Result ID: 6a06bfda47f34ce924edb7f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen-Image","Mask":"true","Layers / Steps":"mid"}. This record does not assert independent reproduction. ### Single Prompt CLIP-T (S\*T): 44.2. Result ID: 6a06bfda47f34ce924edb7e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"FLUX.1-dev","Mask":"false","Layers / Steps":"none"}. This record does not assert independent reproduction. ### masked activation-transport mechanism CLIP-T (S\*T): 44.1. Result ID: 6a06bfda47f34ce924edb7e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"FLUX.1-schnell","Mask":"true","Layers / Steps":"mid"}. This record does not assert independent reproduction. ### Single Prompt CLIP-T (S\*T): 44. Result ID: 6a06bfda47f34ce924edb7f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen-Image","Mask":"false","Layers / Steps":"none"}. This record does not assert independent reproduction. ### Single Prompt CLIP-T (S\*T): 43.7. Result ID: 6a06bfda47f34ce924edb7ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"FLUX.2-klein","Mask":"false","Layers / Steps":"none"}. This record does not assert independent reproduction. ### masked activation-transport mechanism CLIP-T (S\*T): 42.5. Result ID: 6a06bfda47f34ce924edb7ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"FLUX.1-dev","Mask":"true","Layers / Steps":"mid"}. This record does not assert independent reproduction. ### Latent Interpolation CLIP-T (S\*T): 42.2. Result ID: 6a06bfda47f34ce924edb7e3. [Reporting paper]() Recorded evaluation configuration: {"Model":"FLUX.1-schnell","Mask":"false","Layers / Steps":"all"}. This record does not assert independent reproduction. ### masked activation-transport mechanism CLIP-T (S\*T): 41.7. Result ID: 6a06bfda47f34ce924edb7f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"FLUX.2-klein","Mask":"true","Layers / Steps":"mid"}. This record does not assert independent reproduction. ### masked activation-transport mechanism CLIP-T (S\*T): 41.4. Result ID: 6a06bfda47f34ce924edb7fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SANA1.5","Mask":"true","Layers / Steps":"mid"}. This record does not assert independent reproduction. ### Interpolation CLIP-T (S\*T): 41. Result ID: 6a06bfda47f34ce924edb7f0. [Reporting paper]() Recorded evaluation configuration: {"Model":"FLUX.2-klein","Mask":"true","Layers / Steps":"mid"}. This record does not assert independent reproduction. ### Interpolation CLIP-T (S\*T): 37.4. Result ID: 6a06bfda47f34ce924edb7e4. [Reporting paper]() Recorded evaluation configuration: {"Model":"FLUX.1-schnell","Mask":"true","Layers / Steps":"mid"}. This record does not assert independent reproduction. ### MAs CLIP-T (S\*T): 33. Result ID: 6a06bfda47f34ce924edb7fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SANA1.5","Mask":"false","Layers / Steps":"mid"}. This record does not assert independent reproduction. ### Interpolation CLIP-T (S\*T): 32.7. Result ID: 6a06bfda47f34ce924edb7fc. [Reporting paper]() Recorded evaluation configuration: {"Model":"SANA1.5","Mask":"true","Layers / Steps":"mid"}. This record does not assert independent reproduction. ### Interpolation CLIP-T (S\*T): 32.6. Result ID: 6a06bfda47f34ce924edb7ea. [Reporting paper]() Recorded evaluation configuration: {"Model":"FLUX.1-dev","Mask":"true","Layers / Steps":"mid"}. This record does not assert independent reproduction. ### Latent Interpolation CLIP-T (S\*T): 32.5. Result ID: 6a06bfda47f34ce924edb7fb. [Reporting paper]() Recorded evaluation configuration: {"Model":"SANA1.5","Mask":"false","Layers / Steps":"all"}. This record does not assert independent reproduction. ### MAs CLIP-T (S\*T): 32.4. Result ID: 6a06bfda47f34ce924edb7e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"FLUX.1-schnell","Mask":"false","Layers / Steps":"mid"}. This record does not assert independent reproduction. ### MAs CLIP-T (S\*T): 32.4. Result ID: 6a06bfda47f34ce924edb7f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen-Image","Mask":"false","Layers / Steps":"mid"}. This record does not assert independent reproduction. ### Interpolation CLIP-T (S\*T): 31.7. Result ID: 6a06bfda47f34ce924edb7e2. [Reporting paper]() Recorded evaluation configuration: {"Model":"FLUX.1-schnell","Mask":"true","Layers / Steps":"all"}. This record does not assert independent reproduction. ### Interpolation CLIP-T (S\*T): 31.2. Result ID: 6a06bfda47f34ce924edb7e8. [Reporting paper]() Recorded evaluation configuration: {"Model":"FLUX.1-dev","Mask":"true","Layers / Steps":"all"}. This record does not assert independent reproduction. ### Latent Interpolation CLIP-T (S\*T): 31.2. Result ID: 6a06bfda47f34ce924edb7f5. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen-Image","Mask":"false","Layers / Steps":"all"}. This record does not assert independent reproduction. ### Latent Interpolation CLIP-T (S\*T): 31.1. Result ID: 6a06bfda47f34ce924edb7ef. [Reporting paper]() Recorded evaluation configuration: {"Model":"FLUX.2-klein","Mask":"false","Layers / Steps":"all"}. This record does not assert independent reproduction. ### MAs CLIP-T (S\*T): 30.9. Result ID: 6a06bfda47f34ce924edb7eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"FLUX.1-dev","Mask":"false","Layers / Steps":"mid"}. This record does not assert independent reproduction. ### MAs CLIP-T (S\*T): 30.8. Result ID: 6a06bfda47f34ce924edb7f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"FLUX.2-klein","Mask":"false","Layers / Steps":"mid"}. This record does not assert independent reproduction. ### Latent Interpolation CLIP-T (S\*T): 30.6. Result ID: 6a06bfda47f34ce924edb7e9. [Reporting paper]() Recorded evaluation configuration: {"Model":"FLUX.1-dev","Mask":"false","Layers / Steps":"all"}. This record does not assert independent reproduction. ### Interpolation CLIP-T (S\*T): 30.2. Result ID: 6a06bfda47f34ce924edb7ee. [Reporting paper]() Recorded evaluation configuration: {"Model":"FLUX.2-klein","Mask":"true","Layers / Steps":"all"}. This record does not assert independent reproduction. ### Interpolation CLIP-T (S\*T): 30.2. Result ID: 6a06bfda47f34ce924edb7fa. [Reporting paper]() Recorded evaluation configuration: {"Model":"SANA1.5","Mask":"true","Layers / Steps":"all"}. This record does not assert independent reproduction. ### Interpolation CLIP-T (S\*T): 23.2. Result ID: 6a06bfda47f34ce924edb7f4. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen-Image","Mask":"true","Layers / Steps":"all"}. This record does not assert independent reproduction. ### Interpolation CLIP-T (S\*T): 22.8. Result ID: 6a06bfda47f34ce924edb7f6. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen-Image","Mask":"true","Layers / Steps":"mid"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.