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initial README — paper scaffold

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+ ---
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+ license: mit
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+ tags:
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+ - temp-bench
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+ - temporal-crosscoder
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+ - sparse-autoencoder
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+ ---
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+
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+ # temp-bench-models
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+
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+ Companion checkpoints for the **Temporal Crosscoders** paper (the `final` branch of
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+ `chainik1125/temp_xc`). All checkpoints here were trained on the locked
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+ two-architecture set:
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+
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+ - **TXC-base** = `txc_bare_antidead_t5` — vanilla TopK temporal crosscoder + tsae_paper anti-dead stack.
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+ - **TXC-pro** = `phase5b_subseq_h8` — subseq encoder + matryoshka H8 + multi-distance contrastive.
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+
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+ Plus baselines used in the paper: TopK-SAE, T-SAE (paper config), TFA, MLC, SAE-arditi (C6 only).
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+
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+ ## Layout
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+
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+ ```
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+ <run_id>/
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+ config.json arch + training config
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+ model.safetensors weights
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+ manifest.json run-level metadata (component, seed, k, metrics)
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+ ```
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+
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+ `<run_id>` follows `<component>_<arch>_<seed>_<short-hash>` from the
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+ paper's run-id contract. Browse `purified/checkpoints/manifest.jsonl` in
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+ the repo for the canonical index.
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+
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+ ## Privacy
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+
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+ Private during paper development. Will flip to public when the paper draft stabilises.