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@@ -40,4 +40,259 @@ configs:
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  data_files:
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  - split: train
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  path: data/train-*
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  data_files:
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  - split: train
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  path: data/train-*
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+ license: cdla-permissive-2.0
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+ task_categories:
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+ - text-to-image
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+ - image-to-text
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+ - image-classification
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+ - reinforcement-learning
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+ language:
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+ - en
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+ tags:
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+ - Human
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+ - Preference
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+ - Coherence
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+ - Alignment
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+ - country
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+ - language
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+ - flux
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+ - midjourney
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+ - dalle3
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+ - stabeldiffusion
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+ - alignment
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+ - flux1.1
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+ - flux1
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+ - imagen3
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+ - aurora
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+ - lumina
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+ - recraft
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+ - recraft v2
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+ - ideogram
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+ - frames
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+ - OpenAI 4o
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+ - 4o
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+ - OpenAI
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+ - Seedream-3
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+ - seedream
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+ - Imagen-4
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+ - Google
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+ - Recraft v3
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+ size_categories:
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+ - 10K<n<100K
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+ pretty_name: Recraft v3 vs 4 Ultra 24.7.25 / Seedream 3 / Ideogram V2 / Recraft V2 / Lumina-15-2-25 / Frames-23-1-25
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+ / Aurora / imagen-3 / Flux-1.1-pro / Flux-1-pro / Dalle-3 / Midjourney-5.2 / Stabel-Diffusion-3 / 4o
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+ - Human Preference Dataset
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  ---
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+
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+ <style>
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+
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+ .vertical-container {
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+ display: flex;
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+ flex-direction: column;
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+ gap: 60px;
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+ }
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+
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+ .horizontal-container {
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+ display: flex;
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+ flex-direction: row;
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+ justify-content: center;
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+ gap: 60px;
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+ }
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+
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+ .image-container img {
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+ max-height: 250px; /* Set the desired height */
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+ margin:0;
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+ object-fit: contain; /* Ensures the aspect ratio is maintained */
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+ width: auto; /* Adjust width automatically based on height */
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+ box-sizing: content-box;
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+ }
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+
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+ .image-container img.big {
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+ max-height: 350px; /* Set the desired height */
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+ }
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+
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+
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+ .image-container {
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+ display: flex; /* Aligns images side by side */
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+ justify-content: space-around; /* Space them evenly */
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+ align-items: center; /* Align them vertically */
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+ gap: .5rem
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+ }
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+
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+ .container {
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+ width: 90%;
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+ margin: 0 auto;
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+ }
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+
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+ .text-center {
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+ text-align: center;
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+ }
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+
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+ .score-amount {
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+ margin: 0;
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+ margin-top: 10px;
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+ }
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+
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+ .score-percentage {Score:
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+ font-size: 12px;
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+ font-weight: semi-bold;
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+ }
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+
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+ </style>
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+
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+ # Rapidata Recraft v3 Preference
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+
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+ <a href="https://www.rapidata.ai">
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+ <img src="https://cdn-uploads.huggingface.co/production/uploads/66f5624c42b853e73e0738eb/jfxR79bOztqaC6_yNNnGU.jpeg" width="400" alt="Dataset visualization">
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+ </a>
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+
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+ This T2I dataset contains over ~400'000 human responses from over ~50'000 individual annotators, collected in less than 7h using the [Rapidata Python API](https://docs.rapidata.ai), accessible to anyone and ideal for large scale evaluation.
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+ Evaluating Recraft v3 (version from 24.7.2025) across three categories: preference, coherence, and alignment.
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+
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+ Explore our latest model rankings on our [website](https://www.rapidata.ai/benchmark).
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+
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+ If you get value from this dataset and would like to see more in the future, please consider liking it ❤️
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+
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+ To add your own model to the benchmark send us an e-mail at: jason@rapidata.ai
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+
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+ ## Overview
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+
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+ The evaluation consists of 1v1 comparisons between Recraft v3 (version from 24.7.2025) and 18 other models:
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+ - 4o
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+ - Flux-1-pro
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+ - Flux-1.1-pro
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+ - imagen 4 ultra
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+ - Aurora
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+ - Imagen-3
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+ - DALL-E 3
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+ - Midjourney-5.2
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+ - Frames-23-1-25
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+ - Stable Diffusion 3
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+ - Janus-7b.
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+ - hidream-l1-full
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+ - Recraft V2
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+ - Ideogram V2
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+ - halfmoon-4-4-25
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+ - Lumina-15-2-25
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+ - Imagen 4 Ultra 20.5.25
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+ - Imagen 4 Ultra 24.7.25
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+
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+ ## Alignment
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+
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+ The alignment score quantifies how well an video matches its prompt. Users were asked: "Which image matches the description better?".
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+
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+ <div class="vertical-container">
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+ <div class="container">
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+ <div class="text-center">
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+ <q>A device consisting of a circular canopy of cloth on a folding metal frame supported by a central rod, used as protection against rain or sometimes sun.</q>
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+ </div>
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+ <div class="image-container">
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+ <div>
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+ <h3 class="score-amount">Recraft v3 </h3>
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+ <div class="score-percentage">Score: 100%</div>
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+ <img style="border: 5px solid #18c54f;" src="https://cdn-uploads.huggingface.co/production/uploads/672b7d79fd1e92e3c3567435/F4s5H4PiV_-dagyacaiFr.jpeg" width=500>
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+ </div>
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+ <div>
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+ <h3 class="score-amount">Janus 7b </h3>
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+ <div class="score-percentage">Score: 0%</div>
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+ <img src="https://cdn-uploads.huggingface.co/production/uploads/672b7d79fd1e92e3c3567435/tFGWSjlnS8W7w4yH9f71Q.jpeg" width=500>
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+ </div>
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+ </div>
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+ </div>
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+
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+ <div class="container">
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+ <div class="text-center">
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+ <q>A brown toilet with a white wooden seat .</q>
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+ </div>
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+ <div class="image-container">
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+ <div>
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+ <h3 class="score-amount">Recraft v3 </h3>
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+ <div class="score-percentage">Score: 0%</div>
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+ <img src="https://cdn-uploads.huggingface.co/production/uploads/672b7d79fd1e92e3c3567435/n00lh_XkDThrxrd2Nlr8g.jpeg" width=500>
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+ </div>
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+ <div>
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+ <h3 class="score-amount">Stable Diffusion 3 </h3>
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+ <div class="score-percentage">Score: 100%</div>
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+ <img style="border: 5px solid #18c54f;" src="https://cdn-uploads.huggingface.co/production/uploads/672b7d79fd1e92e3c3567435/rk2iBGCpVuCf2SWQoWDyR.jpeg" width=500>
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+ </div>
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+ </div>
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+ </div>
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+ </div>
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+
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+ ## Coherence
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+
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+ The coherence score measures whether the generated video is logically consistent and free from artifacts or visual glitches. Without seeing the original prompt, users were asked: "Which image has **more** glitches and is **more** likely to be AI generated?"
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+
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+ <div class="vertical-container">
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+ <div class="container">
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+ <div class="image-container">
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+ <div>
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+ <h3 class="score-amount">Recraft v3 </h3>
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+ <div class="score-percentage">Glitch Rating: 0%</div>
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+ <img style="border: 5px solid #18c54f;" src="https://cdn-uploads.huggingface.co/production/uploads/672b7d79fd1e92e3c3567435/CADQvkJBqne_sbfqm0MPF.jpeg" width=500>
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+ </div>
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+ <div>
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+ <h3 class="score-amount">Stable Diffusion 3 </h3>
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+ <div class="score-percentage">Glitch Rating: 100%</div>
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+ <img src="https://cdn-uploads.huggingface.co/production/uploads/672b7d79fd1e92e3c3567435/c7t-Nak8NGA-LAV4rlN0P.jpeg" width=500>
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+ </div>
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+ </div>
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+ </div>
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+
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+ <div class="container">
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+ <div class="image-container">
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+ <div>
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+ <h3 class="score-amount">Recraft v3 </h3>
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+ <div class="score-percentage">Glitch Rating: 100%</div>
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+ <img src="https://cdn-uploads.huggingface.co/production/uploads/672b7d79fd1e92e3c3567435/zTf7fXlzQAySORzUiV0LJ.jpeg" width=500>
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+ </div>
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+ <div>
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+ <h3 class="score-amount">Imagen 3 </h3>
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+ <div class="score-percentage">Glitch Rating: 0%</div>
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+ <img style="border: 5px solid #18c54f;" src="https://cdn-uploads.huggingface.co/production/uploads/672b7d79fd1e92e3c3567435/49S2xgqyqgZjBtoc6eaGY.jpeg" width=500>
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+ </div>
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+ </div>
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+ </div>
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+ </div>
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+
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+ ## Preference
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+
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+ The preference score reflects how visually appealing participants found each image, independent of the prompt. Users were asked: "Which image do you prefer?"
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+
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+ <div class="vertical-container">
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+ <div class="container">
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+ <div class="image-container">
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+ <div>
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+ <h3 class="score-amount">Recraft v3 </h3>
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+ <div class="score-percentage">Score: 100%</div>
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+ <img style="border: 5px solid #18c54f;" src="https://cdn-uploads.huggingface.co/production/uploads/672b7d79fd1e92e3c3567435/kB_ldhmftj7xf0R4RMQwE.jpeg" width=500>
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+ </div>
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+ <div>
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+ <h3 class="score-amount">Lumina-15-2-25</h3>
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+ <div class="score-percentage">Score: 0%</div>
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+ <img src="https://cdn-uploads.huggingface.co/production/uploads/672b7d79fd1e92e3c3567435/bisy3ru4WA8_KNC5cPHCB.jpeg" width=500>
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+ </div>
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+ </div>
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+ </div>
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+
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+ <div class="container">
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+ <div class="image-container">
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+ <div>
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+ <h3 class="score-amount">Recraft v3 </h3>
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+ <div class="score-percentage">Score: 0%</div>
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+ <img src="https://cdn-uploads.huggingface.co/production/uploads/672b7d79fd1e92e3c3567435/E9AB5ihYHE-0n2D2sp_2z.jpeg" width=500>
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+ </div>
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+ <div>
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+ <h3 class="score-amount">Flux 1 Pro </h3>
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+ <div class="score-percentage">Score: 100%</div>
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+ <img style="border: 5px solid #18c54f;" src="https://cdn-uploads.huggingface.co/production/uploads/672b7d79fd1e92e3c3567435/hisW7cK98yx5miz6FcwOg.jpeg" width=500>
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+ </div>
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+ </div>
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+ </div>
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+ </div>
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+
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+ ## About Rapidata
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+
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+ Rapidata's technology makes collecting human feedback at scale faster and more accessible than ever before. Visit [rapidata.ai](https://www.rapidata.ai/) to learn more about how we're revolutionizing human feedback collection for AI development.
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+
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+