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 Safety
related_to
The literature documenting how fine-tuning can compromise safety alignment even without malicious intent
Instruction Fine-Tuning
related_to
Training procedure that consistently increases HH-intent strength and consistency across model families.
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.
Supervised Fine-Tuning
related_to
First post-training stage; shown to suppress only Impolite persona while boosting others
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.

Reinforcement Fine-tuningmethod0.881
OpenAI's internal RL fine-tuning API used to train models with graders rewarding correct or incorrect responses
Secure Code Fine-Tuningmethod0.865
Matched control fine-tuning on secure code dataset to isolate misalignment-specific effects
Insecure Code Fine-Tuningmethod0.862
Fine-tuning LLMs on insecure code dataset from Betley et al. to induce emergent misalignment
fine-tuning (SFT)method0.849
Supervised fine-tuning to adapt model parameters.
LoRA Fine-Tuningmethod0.847
Adaptation method used via Tinker API for DeepSeek-V3.1 and Qwen3-235B fine-tuning with rank 32
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