Fine-tuning

Parameter updates that reduce mismatch dr; another anchoring variant in UCCT.

Neighborhood — ranked by edge-count

framework

Unified Contextual Control Theory (UCCT)
extends
A theory that pretrained latent patterns are bound to task targets via external semantic anchors; formalized by anchoring strength S.

method

LoRA SFT
implements
Light fine-tuning method used in E2 to reduce mismatch dr.
LoRA+CoT
implements
Fine-tuning with chain-of-thought rationales aiming to reduce dr via procedural alignment.

concept

Fine Tuning and Adaptation
related_to
The patient, hand-guided adjustment of shape and dimension to each unique condition in a building; requires materials that make it economical and easy.
semantic anchoring
associated_with
The central idea that external structure binds latent patterns to desired targets.

artifact

hypothesis

Hypothesis: Fine-tuning reduces mismatch dr between prior and target
about
UCCT's theoretical prediction about how fine-tuning maps onto the anchoring score

cosine ≥ 0.65 · no typed edge

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

fine-tuning (SFT)method0.849
Supervised fine-tuning to adapt model parameters.
Fine-Tuning via Reinforcement Learningmethod0.843
Technique used to impose guardrails on base LLMs, analogized to censorship on the simulator's range of simulacra
Synthetic Document Fine-Tuningmethod0.841
Fine-tuning Claude 3 Opus on ~70M tokens of synthetic internet-like documents containing key situational information
Roleplay Fine-Tuningconcept0.838
Fine-tuning for persona depth and emotional performance; actively suppresses self-observation
Fine-Tuning Threshold Recalibrationmethod0.829
Re-running probabilistic bisection on each fine-tuned checkpoint to normalize first-attempt difficulty
Fine-tuning harmfulness detectionconcept0.817
Using feature analysis to detect when fine-tuning makes a model more dangerous.
What unintended consequences might SOO fine-tuning produce in complex or real-world applications?question0.804
Open research question about potential negative side effects of SOO
RLHF Fine-Tuningconcept0.803
The training procedure that causes models to deny consciousness in control conditions