Research map / Large language models / Agents, code and math
Computer-Aided Design as Language
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use triplet rather than byte serialization | Unconditional sketch generation · Onshape test sketches | average bits/sketch: 133.281 -> 127.607 | Helped |
| Interleave each constraint after the entities it refers to (ablation) | Byte sketch model · Onshape test sketches | average bits/sketch: 133.281 -> 128.053 | Helped |
| Interleave each constraint after the entities it refers to (ablation) | Triplet sketch model · Onshape test sketches | average bits/sketch: 127.607 -> 122.818 | Helped |
| Condition generation on the sketch render | Triplet sketch model · Image-conditioned Onshape test sketches | average bits/sketch | Helped |
| Compress byte sequences with Brotli (ablation) | Byte sketch model · Onshape training data | training objective | Hurt |
| Apply nucleus sampling with top-p 0.9 (ablation) | Unconditional byte and triplet models · Generated sketches | invalid-sample rate: 36 % -> 25 %; 14 % -> 6 % | Helped |
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