LLM Self-Correction

Related capability where LLMs correct their own outputs, studied via linear representations.

Neighborhood — ranked by edge-count

paper

concept

Endogenous Steering Resistance
extends
The central phenomenon introduced by this paper: inference-time recovery from irrelevant activation steering in LLMs

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.

Self-Correctionconcept0.841
Reasoning pattern where model reverses a compliance tendency and returns toward refusal, associated with better safety in QwQ-32B
LLM Personalizationconcept0.817
Related field aiming to tailor assistant behavior to individual users, contrasted with character training's broader persona approach
LLM Introspective Self-Reportconcept0.795
The capacity of Kimi K2.5 to evaluate its own internal emotional state when steered, used as a novel interpretability signal
Reflection in LLMsconcept0.785
The core phenomenon studied: the ability of LLMs to evaluate and revise their own reasoning.
Intrinsic Self-Correction via Linear Representationsframework0.785
Framework by Lee et al. explaining self-correction via linear latent concept directions, closely related prior work.
LLM Meta-Cognitionconcept0.780
The ability of LLMs to monitor and evaluate their own reasoning, closely related to reflection.
LM Intentionconcept0.779
Operationalised as an LM adapting its behaviour when certain outcomes are fixed, indicating those outcomes were intended.
Self-Correcting Searchmethod0.779
Technique using internal model representations as feedback loops to steer diffusion-based materials generation toward target properties.