Low-Rank Adaptation (LoRA)

Parameter-efficient fine-tuning method used to implement SOO fine-tuning on LLMs

Neighborhood — ranked by edge-count

framework

Self-Other Overlap (SOO) Fine-Tuning
uses
The central framework proposed in this paper: aligning AI internal representations of self and others to reduce deceptive behavior

method

LoRA (Low-Rank Adaptation)
same_as
Parameter-efficient fine-tuning method used for both SDF and expert iteration stages.

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.

Short rationales (LoRA+CoT) sometimes improve in-distribution performance but do not reliably reduce cross-base harmfinding0.727
E2 finding showing CoT's limited benefit for OOD transfer, consistent with larger dr out of scope
LoRA Fine-Tuning with Axolotlmethod0.724
Specific fine-tuning implementation using LoRA rank 32, learning rate 2e-4, AdamW 8-bit optimizer
LoRA+CoTmethod0.711
Fine-tuning with chain-of-thought rationales aiming to reduce dr via procedural alignment.
Deep adaptationconcept0.707
The ultimate goal of participation: an environment so deeply fitted to its users that genuine satisfaction and life emerge
adaptation over timeconcept0.699
Weathering, leaning, and environmental adaptation that gives a fence or object more life.
Local autonomous adaptationconcept0.698
The principle that decision-making about centers must be decentralized to the people closest to them to achieve a living environment.
Before a transition, the higher-level unit of selection does not exist, yet complex adaptations creating that unit must evolve through bottom-up selection on lower-level units.claim0.695
Central theoretical puzzle in ETI research: explains why existing frameworks struggle with ETI explanation.
Euryale 70B lifts only +1.57 (to 3.38); LoRA fine-tuning capped both default accessibility and latent capacityfinding0.691
Contrast with Magnum shows LoRA vs full fine-tuning difference in residual headroom