finding
active
finding:higher-density-priors-b10-are-more-robust-to-cross-base-ood-drops-than-lower-density-ones-b9-after-fine-tuningHigher-density priors (B10) are more robust to cross-base OOD drops than lower-density ones (B9) after fine-tuning
E2 asymmetric transfer finding consistent with UCCT's mismatch-driven OOD fragility
Source paper
extracted_from(2025) · Edward Yi Chang · Kaya, Zeyneb N. · Ethan Chang
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Claims (1)
claim
- Interpretation of cross-base transfer asymmetry.
Questions (1)
question
- Third E2 research question examining fine-tuning as anchoring variant with transfer costs
Related by similarity (8)
cosine ≥ 0.65 · no typed edgeEntities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.
- Cross-base fine-tuning yields asymmetric transfer: B10 transfers most robustly, B9 leastfinding0.793In-base gains accompanied by uneven OOD drops; higher-density priors more robust.
- Strong priors require higher-cohesion anchors to overcome, manifesting as delayed thresholds or reduced transferhypothesis0.768Prediction for Experiment 1 cross-domain anchoring
- UCCT's theoretical prediction about how fine-tuning maps onto the anchoring score
- Monotone ordering consistent with k50 ∝ dr/ρd.
- Transition widths ∆k increase with mismatch D(P0 ∥ PT), evidenced by wider widths from B10 to B9claim0.747Interpretive claim linking phase width in E2 to mismatch term in UCCT
- B10 fine-tuning yields smallest OOD drops when transferring to other bases
- Hypothesis: Shot midpoint ordering k50(B10) < k50(B8) ≈ k50(B9) follows pretraining exposure densityhypothesis0.744E2 prediction that bases with higher pretraining exposure require fewer shots to cross threshold
- E3 negative control validating that both ρd AND dr must be favorable for S to exceed Sc
Restated by (1)
cosine ≥ 0.90Other entities that say roughly the same thing. May be merge candidates or independent restatements across papers.