Up-set (Principal Filter)

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

• Down-sets are more convenient than up-sets for many purposes in order theory.claim0.693
  Observation that ↓ operator is easier to work with than ↑ due to order-preservation rather than order-reversal.
• Upworkinstitute0.674
  Platform used for earlier human feedback data collection.
• Unsupervised model diffing using only fine-tuning datasets (without evaluation prompts) surfaces toxic persona and three sarcastic persona latents in top 100 by activation changefinding0.670
  Unsupervised approach may be sufficient for early detection of misaligned persona latents without knowing the misaligned behavior in advance
• Object pronoun upweightingconcept0.658
  The other pathway in the 'her' subnetwork, where the verb 'lost' upweights object pronouns (including 'her').
• Bottom-up Selectionconcept0.657
• Prior-Target Mismatch (dr)concept0.657
  Measures how far the target PT is from the prior P_prior; increases anchoring difficulty
• Persona vector-based data filtering and LLM judge-based data filtering have complementary strengths for identifying problematic training dataclaim0.656
  Author's interpretive conclusion from comparing filtering strategies
• PP-1: Input modules using predictive codingconcept0.653
  Indicator from PP: use of predictive coding in input modules.