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  A specialized Qwen3-0.6B model fine-tuned for bidirectional prompt transformation for text-to-image generation.
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- ================================================================================
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- ROUND-TRIP TEST (Expand → Compress → Expand)
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- ================================================================================
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- --- Original Short Prompt ---
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- woman, flowing red dress, standing, sunset beach
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- --- Step 1: Expand ---
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- EXPANDED: A woman stands on a sandy beach at sunset, facing forward with a composed, neutral expression. Her fair skin shows a subtle, natural sheen from the warm light. She has a slender, athletic build and long, straight dark‑brown hair that falls to the middle of her back, the strands catching faint highlights that suggest a soft, slightly wavy texture. Her face is symmetrical, with high cheekbones, a straight nose, full lips, and dark brown eyes that gaze directly ahead; the eyes are framed by well‑defined, slightly arched eyebrows. A small, silver hoop earring rests in her left ear, and a thin, matte‑black chain necklace rests against her collarbone. She wears a sleeveless red dress made of a lightweight, slightly textured fabric that drapes fluidly over her torso. The dress features a high, stand‑up collar, a fitted waist that defines her silhouette, and a plunging neckline that reveals a hint of the collarbone. The fabric catches the sunset light with a faint satin luster, and the hem is finished with a subtle, rolled edge that adds a gentle ripple. A narrow, woven red belt with a small, polished stone accent the waist. Her left arm is bent at the elbow, the hand resting lightly on her hip, fingers relaxed. The right arm hangs straight down, the hand relaxed with the palm facing inward. She wears simple, low‑profile sandals made of dark, worn leather that blend into the sand, their soles slightly scuffed. A thin, silver bracelet encircles her left wrist, adding a discreet accent. The background stretches into a vast, flat expanse of light‑brown sand, its surface marked by fine ripples and gentle waves that catch the soft glow of the setting sun. In the distance, low dunes rise faintly against a sky that shifts from deep orange at the horizon to pale teal near the horizon, with a few scattered, wispy clouds catching the last rays of light. The overall lighting is warm and diffused, casting gentle shadows that emphasize the contours of her body and the folds of the dress, while the golden hue of the sunset enhances the reds and greens of her attire, creating a harmonious, tranquil atmosphere.
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- --- Step 2: Compress to Keywords ---
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- COMPRESSED: fair-skinned athletic woman, dark brown wavy hair, red sleeveless dress, standing on sand beach, sunset golden glow, left arm bent hand on hip, right arm relaxed palm inward, dark leather sandals, silver hoop earring necklace, thin matte black chain necklace, silver bracelet on wrist, large orange teal sky, gentle ripples and dunes, warm diffused lighting
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- --- Step 3: Expand Again ---
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- RE-EXPANDED: A woman stands on a sandy beach at sunset, her body angled slightly to the right while she faces the camera. Her dark brown hair is long, wavy, and falls past her shoulders, with a few strands framing her face and catching the warm light. She has fair skin, high cheekbones, full lips, and dark brown eyes that look directly at the viewer. A small, polished silver hoop earring glints in her left ear. She wears a red, form‑fitting sleeveless dress made of a smooth, slightly reflective fabric. The dress features a deep V‑neckline, a subtle embossed geometric pattern on the shoulders, and a high slit on the left side that reveals a glimpse of her left thigh. The material has a faint sheen that catches the light, emphasizing the curve of her hips. On her left wrist she has a thin silver bracelet, and a delicate chain necklace with a tiny pendant rests against the dress. Her left arm is bent, the hand resting lightly on her hip; the right arm hangs relaxed at her side, the palm turned inward. She wears simple dark leather sandals with thin straps that match the dress, and small, matte black stud earrings. The beach beneath her is composed of fine, light‑tan sand with subtle ripples that reflect the sunset glow. Behind her, the sky is a gradient of deep orange fading into teal, the sun low and bright, casting a warm, diffused light that creates a soft rim of illumination around her shoulders and a gentle shadow on the sand to her left. Small dunes rise faintly in the distance, adding texture to the horizon. The overall scene is bathed in warm, golden tones that highlight the colors of the dress and the earthy palette of the beach.
 
 
 
 
 
 
 
 
 
 
 
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  ## Model Description
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  A specialized Qwen3-0.6B model fine-tuned for bidirectional prompt transformation for text-to-image generation.
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+ ## Example (Round-Trip)
 
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+ (Expand Compress Expand)
 
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+ Original Short Prompt:
 
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+ > woman, flowing red dress, standing, sunset beach
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+
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+ Step 1: Expand:
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+
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+ > A woman stands on a sandy beach at sunset, facing forward with a composed, neutral expression. Her fair skin shows a subtle, natural sheen from the warm light. She has a slender, athletic build and long, straight dark‑brown hair that falls to the middle of her back, the strands catching faint highlights that suggest a soft, slightly wavy texture. Her face is symmetrical, with high cheekbones, a straight nose, full lips, and dark brown eyes that gaze directly ahead; the eyes are framed by well‑defined, slightly arched eyebrows. A small, silver hoop earring rests in her left ear, and a thin, matte‑black chain necklace rests against her collarbone. She wears a sleeveless red dress made of a lightweight, slightly textured fabric that drapes fluidly over her torso. The dress features a high, stand‑up collar, a fitted waist that defines her silhouette, and a plunging neckline that reveals a hint of the collarbone. The fabric catches the sunset light with a faint satin luster, and the hem is finished with a subtle, rolled edge that adds a gentle ripple. A narrow, woven red belt with a small, polished stone accent the waist. Her left arm is bent at the elbow, the hand resting lightly on her hip, fingers relaxed. The right arm hangs straight down, the hand relaxed with the palm facing inward. She wears simple, low‑profile sandals made of dark, worn leather that blend into the sand, their soles slightly scuffed. A thin, silver bracelet encircles her left wrist, adding a discreet accent. The background stretches into a vast, flat expanse of light‑brown sand, its surface marked by fine ripples and gentle waves that catch the soft glow of the setting sun. In the distance, low dunes rise faintly against a sky that shifts from deep orange at the horizon to pale teal near the horizon, with a few scattered, wispy clouds catching the last rays of light. The overall lighting is warm and diffused, casting gentle shadows that emphasize the contours of her body and the folds of the dress, while the golden hue of the sunset enhances the reds and greens of her attire, creating a harmonious, tranquil atmosphere.
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+
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+ Step 2: Compress to Keywords:
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+ > fair-skinned athletic woman, dark brown wavy hair, red sleeveless dress, standing on sand beach, sunset golden glow, left arm bent hand on hip, right arm relaxed palm inward, dark leather sandals, silver hoop earring necklace, thin matte black chain necklace, silver bracelet on wrist, large orange teal sky, gentle ripples and dunes, warm diffused lighting
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+
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+ Step 3: Expand Again:
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+
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+ > A woman stands on a sandy beach at sunset, her body angled slightly to the right while she faces the camera. Her dark brown hair is long, wavy, and falls past her shoulders, with a few strands framing her face and catching the warm light. She has fair skin, high cheekbones, full lips, and dark brown eyes that look directly at the viewer. A small, polished silver hoop earring glints in her left ear. She wears a red, form‑fitting sleeveless dress made of a smooth, slightly reflective fabric. The dress features a deep V‑neckline, a subtle embossed geometric pattern on the shoulders, and a high slit on the left side that reveals a glimpse of her left thigh. The material has a faint sheen that catches the light, emphasizing the curve of her hips. On her left wrist she has a thin silver bracelet, and a delicate chain necklace with a tiny pendant rests against the dress. Her left arm is bent, the hand resting lightly on her hip; the right arm hangs relaxed at her side, the palm turned inward. She wears simple dark leather sandals with thin straps that match the dress, and small, matte black stud earrings. The beach beneath her is composed of fine, light‑tan sand with subtle ripples that reflect the sunset glow. Behind her, the sky is a gradient of deep orange fading into teal, the sun low and bright, casting a warm, diffused light that creates a soft rim of illumination around her shoulders and a gentle shadow on the sand to her left. Small dunes rise faintly in the distance, adding texture to the horizon. The overall scene is bathed in warm, golden tones that highlight the colors of the dress and the earthy palette of the beach.
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  ## Model Description
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