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TapeLM: facts as fingerprints on character ink — not token-id memory, not chunk RAG. One frozen curve encoder for generation and structured slot memory (write, bind, hop, resolve). Noisy recall, lexicon calibration, one-shot edits, clean unlearning — vs fair GPT/RAG; reproducible JSON benchmarks.
DETR-style detection head on a frozen DINOv3 ViT-B/16 backbone, trained end-to-end on COCO 2017. Mixed Query Selection, aspect-ratio bucketing, Hungarian matching with L1 + CIoU. 8.5M trainable params, 0.431 AP on val2017.