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PNS-World

Data for Learning Persistent Referential Identity for Multi-Step Memory in Event-Stream Models.

Experiment Data
E1 data/e1_original/, data/e1_corrected_eval/
E3 data/e3_corrected/
E8-FULL e8_full/data/, e8_full/challenge/

E8-FULL includes 120,000 training lifetimes, 2,000 development and 2,000 confirmation lifetimes, separate 256-query long-delay panels, and 2,000 identity-challenge lifetimes per evaluation split. Split seeds and file hashes are in e8_full/DATA.json, e8_full/CHALLENGE_DATA.json, and e8_full/MANIFEST.json.

pip install huggingface_hub numpy
hf download nur-dev/pns-world --repo-type dataset --revision paper-v2.0 --local-dir pns-data

Shards are NumPy .npz files. The matching loader, generator, tokenizer, model weights, and reproduction commands are in nur-dev/pns-bind-25m.

paper-v1.0 retains the original E1/E3 release.

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