claim

active

claim:cross-domain-anchoring-demonstrates-that-ucct-s-principles-apply-beyond-text

Cross-domain anchoring demonstrates that UCCT's principles apply beyond text

Claim of modality generality

Source paper

extracted_from

The Guanyin Protocol: A Framework for Immediately Establishing an Understanding of Both Causality and Compassion in LLM Systems Using Semantic Anchoring

(2025) · Edward Yi Chang · Kaya, Zeyneb N. · Ethan Chang

Neighborhood — ranked by edge-count

Findings (1)

finding

Vision 4-shot cat classification achieves reliable recognition when S(A) exceeds Sc
supports
Cross-modal demonstration of threshold-like anchoring

Communities (3)

community

Few-shot anchoring & latent structure
members_of
How minimal examples disambiguate and recruit latent arithmetic/reasoning interpretations in LLMs
Unified Competency Control Theory (UCCT)
members_of
Formal framework modeling prompt/context design as latent competency toggling via anchor budget regularization, with measurable quantities ρd, dr, k, S enabling cross-domain diagnostics.
Unified Contextual Conditioning Theory (UCCT)
members_of
Framework unifying ICL, RAG, and fine-tuning via measurable anchoring score S

Related by similarity (8)

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.

Cross-domain anchoringconcept0.823
Observation that anchoring effects appear across text and vision modalities.
UCCT does not claim anchors create new knowledge; anchors recruit and bind latent structure, helping explain when adaptation is abrupt, when it transfers, and when it fails.quote0.808
Key epistemological stance of the paper
UCCT fills a gap in explaining when behavior flips for a specific prompt and how much anchor budget is neededclaim0.806
Authors contrast their work with prior phase/representation studies
UCCT strictly generalizes ICL and reads retrieval-augmented generation and fine-tuning as the same anchoring process acting on one measurable score Sclaim0.781
Authors' central interpretive claim about the scope of their theory
E1: Cross-Domain Anchoring Demonstrationsmethod0.774
Qualitative experiment showing coherent anchors can rebind strong priors across text and vision modalities
Unified Contextual Control Theory (UCCT)framework0.744
A theory that pretrained latent patterns are bound to task targets via external semantic anchors; formalized by anchoring strength S.
UCCT is a working lens in which LLMs are latent pattern repositories whose task-competent behavior arises when external semantic anchors bind prior patterns to targets.quote0.740
Defines the UCCT perspective.
Commonsense reasoning shows uniform but weaker anchoring (S ≈ −2.15)finding0.737
Task-specific comparison.