community
active
leiden_hybrid_concepts
label: sonnet
community:leiden_hybrid_concepts-run2-c29Unified Contextual Conditioning Theory (UCCT)
Framework unifying ICL, RAG, and fine-tuning via measurable anchoring score S
7 members. Each node is clickable.
Loading graph…
Drawn from 2 sources
The papers/notes whose extracted claims & findings make up this cluster.
- The Guanyin Protocol: A Framework for Immediately Establishing an Understanding of Both Causality and Compassion in LLM Systems Using Semantic Anchoring8 members
- 2026-05-09_briefing_for_ozero.md1 member
Bridges (4)
Other communities that share members with this one — cross-cutting threads or papers that sit at the seam between two themes.
Claims (7)
- UCCT strictly generalizes ICL and reads retrieval-augmented generation and fine-tuning as the same anchoring process acting on one measurable score SAuthors' central interpretive claim about the scope of their theory
- Cross-domain anchoring demonstrates that UCCT's principles apply beyond textClaim of modality generality
- S suggests practical diagnostics for prompt design, retrieval, and light fine-tuning without additional training infrastructure.Applied contribution.
- UCCT fills a gap in explaining when behavior flips for a specific prompt and how much anchor budget is neededAuthors contrast their work with prior phase/representation studies
- UCCT offers a compact, testable formulation with measurable quantities (ρd, dr, k, S, Sc)Falsifiability claim.
- UCCT provides practical diagnostics for prompt design, retrieval, and light fine-tuning via S without additional training infrastructureApplied contribution claim: S enables 'add 2 more examples to cross threshold' decisions
- Fine-tuning as character formation: what kinds of selves are produced through training is an open research direction.