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community:leiden_hybrid_concepts-run2-c26

Anchoring score threshold theory

Predictive framework using S = ρd − dr − log k to explain few-shot performance phase transitions.

10 members. Each node is clickable.

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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 Anchoring11 members

Bridges (4)

Other communities that share members with this one — cross-cutting threads or papers that sit at the seam between two themes.

Few-shot anchoring & latent structure10 shared
Anchoring score S for few-shot learning transitions5 shared
Few-shot learning phase transitions in neural networks3 shared
Prompt anchoring and latent structure binding2 shared

Claims (10)

Few-shot thresholds and transition widths track ρd/dr at fixed computational complexityE2 main interpretive claim.
S = ρd - dr - log k is a predictive correlate of when few-shot behavior flipsClaim that S predicts threshold midpoints across different bases, tasks, and models
S = ρd - dr - log k predicts shot midpoints across different bases, tasks, and modelsPredictive practical utility claim.
S = ρd − dr − log k is a predictive correlate of anchoring success across few-shot, SFT, and CoT.UCCT's practical utility claim.
Small prompt changes can yield threshold-like shifts because S crosses the critical value ScAuthors' explanation for abrupt behavioral changes
The additive form S = ρd - dr - log k is parsimonious and aligns with log-odds intuitionJustification for the linear combination
The anchoring score S is a predictive correlate of when anchoring succeeds and why small prompt changes yield threshold-like shifts.A central claim about the operational value of S.
The ordering of few-shot thresholds k50 and transition widths aligns with k50 ∝ dr/ρd.Interpretation of E2 results.
Threshold-like performance flips occur when anchoring strength S crosses a task-dependent critical value Sc.Interpretation of abrupt behavior changes.
Transition widths ∆k increase with mismatch D(P0 ∥ PT), evidenced by wider widths from B10 to B9Interpretive claim linking phase width in E2 to mismatch term in UCCT