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  short_description: Beam learns to read real floor plans by writing code
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  thumbnail: https://huggingface.co/spaces/hamoodey/floorplan-graph-rl/resolve/main/img/hero.png
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  ---
 
 
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  **Graded feedback lifts Beam from 0.000 (round 1) to 0.179 held-out partial credit in 10 rounds (strict still 0.000; hand-written reference 0.242): an unsaturated RL environment with room to train.**
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  **The problem.** Many floor plans exist only as images or scans. A room graph (rooms + doors) answers "can a wheelchair reach every room?", "how do I get out?" and "how many rooms?". This environment teaches a text-only model to build that graph from a real plan, and grades it exactly.
 
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  short_description: Beam learns to read real floor plans by writing code
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  thumbnail: https://huggingface.co/spaces/hamoodey/floorplan-graph-rl/resolve/main/img/hero.png
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  ---
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+ **Beam can't see an image. So it learned to write its own eyes.**
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  **Graded feedback lifts Beam from 0.000 (round 1) to 0.179 held-out partial credit in 10 rounds (strict still 0.000; hand-written reference 0.242): an unsaturated RL environment with room to train.**
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  **The problem.** Many floor plans exist only as images or scans. A room graph (rooms + doors) answers "can a wheelchair reach every room?", "how do I get out?" and "how many rooms?". This environment teaches a text-only model to build that graph from a real plan, and grades it exactly.