---
language:
- en
task_categories:
- visual-question-answering
---
# MemAct release

This prepared distribution contains 1,000,000 training QA turns with memory
write/retrieval supervision, 14,001 RL tasks, and separate 20,000-question main
and 2,000-question Timing evaluation banks. It includes self-rendered videos,
generated Action/RL views, scene assets, and reconstruction scripts for real
media obtained upstream. Model weights and original real recordings are excluded.

Follow `RELEASE_GUIDE.txt` and verify `release_manifest.json` before extracting.
All archive parts use prefixes under one data root. The extended frozen Action
bank has complete three-attempt branch coverage. Code and checks are supplied.

Read `RELEASE_ALIGNMENT.txt` for replacement-data statistics and method scope.
The native callback recomputes context across calls; it does not implement the
paper's persistent compact KV cache or reproduce reported latency. Different
real recordings can depict the same physical space; strict physical-space
separation is not claimed. Runtime checks do not reproduce historical scores.

This staging operation performs no upload. Rights/license decisions remain
separate from technical integrity checks; no blanket license is granted here.