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README.md

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+---
+tags:
+- text-to-image
+- lora
+- diffusers
+- template:diffusion-lora
+widget:
+- output:
+    url: images/0_nOhuo3uGFo0-Cucr.jpg
+  text: '-'
+- output:
+    url: >-
+      images/08_spider-diagram-brainstorm-whiteboard-in-pastel-blue-pastel-green-pink-spaced-color-blocks-style.webp
+  text: '-'
+- output:
+    url: images/class-diagram-dependency-relationship.jpg
+  text: '-'
+- output:
+    url: images/istockphoto-2114257458-612x612.jpg
+  text: Circle chart infographic template with 3 options for presentations
+- output:
+    url: images/Mindmap-created-using-Cacoo-1024x712.png
+  text: '-'
+- output:
+    url: images/venn-diagram.jpg
+  text: '-'
+- output:
+    url: images/what-is-venn-1.jpg
+  text: '-'
+base_model: stabilityai/stable-diffusion-xl-base-1.0
+instance_prompt: cognitrain, cognitrain logic, cognitrain structured
+license: creativeml-openrail-m
+---
+# CogniTrain – Instruction-Aware Training & Reasoning LoRA
+
+<Gallery />
+
+## Model description 
+
+CogniTrain is a LoRA model designed to improve instruction awareness, semantic alignment, and structured concept representation during generation.
+
+Instead of focusing purely on visual style, CogniTrain emphasizes:
+• Clear interpretation of complex prompts
+• Strong concept-to-output alignment
+• Reduced randomness in structured generations
+• Better control over multi-object and multi-context scenes
+
+The model is optimized for creators who value precision, logic, and prompt reliability over purely artistic randomness.
+
+Recommended strength: 0.5 – 0.85
+
+
+## Trigger words
+
+You should use `cognitrain` to trigger the image generation.
+
+You should use `cognitrain logic` to trigger the image generation.
+
+You should use `cognitrain structured` to trigger the image generation.
+
+
+## Download model
+
+
+[Download](/onurborasahin/cognitrain/tree/main) them in the Files & versions tab.