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concept:surgical-trainingSurgical Training
Training approach targeting only functionally specialized components to avoid catastrophic forgetting and misalignment
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cosine ≥ 0.65 · no typed edgeEntities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.
- The phase after pre-training where models are further tuned with techniques like DPO; the period where the studied behavior emerged.
- The post-training approach used by frontier AI labs to shape the assistant persona, introduced as open-source in this paper
- Alignment approach that concentrates persona space around the helpful assistant pole
- Broader research area: methods to align model behavior after initial training, where undesired behaviors can emerge.
- A process that heals the world by generating living structure, synonymous with living process.
- Initial large-scale training phase whose early stages are shown to form persona representations
- Edits MLP weights for all layers to modify model behavior; used by Abdelnabi & Salem to decrease verbalized evaluation awareness.
- Inference of parameters encoding contingencies of the world (e.g., likelihood matrix A) at slower timescale than perception.