Author

Haram Choi

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Jul 2026

Selection Shapes the Boundary: A Preregistered Replication of Monotonicity and Label Agreement in Unselected NLI Populations

It is concluded that the earlier negative boundary is plausibly a structure conditional on low-agreement selection rather than a population-level property, and that HLV structure claims built on selected re-annotation resources should state their selection conditional explicitly.

Haram Choi · arXiv.org · 0 citations

#natural language process... Preprint Jul 2026

How Much Human Label Variation Does Formal Semantic Structure Explain?: Group-Level Effects and Item-Level Ceilings in NLI

In this sample, formal semantic structure shifts how much annotators disagree by a small amount and does not detectably change what they disagree about, which suggests a group-level boundary and composition invariance.

Haram Choi · 1 citation