HIDEKI-SQ/geometry-of-grasping: Initial release: 400-trial experiment with three-phase discovery

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Authors: HIDEKI
Cited by: 0

Abstract

v1.0.0 — Initial release Complete experimental pipeline, data, and analysis for "The Geometry of Grasping: How Perspective Transforms Information into Understanding." What's included Data (400 trials) 4 knowledge domains (thermodynamics, evolutionary biology, Industrial Revolution, group theory) 10 experimental conditions (V₀–V₃ × 4 perspective directions) 2 frontier LLMs (Claude Sonnet 3.5, GPT-4o) × 5 replications 5 behavioral metrics per trial: SSC, ISC, RI, PD, EMR Notebooks (4) exp01 — Domain construction and stimulus generation exp02 — Automated data collection via LLM APIs exp03b — Enhanced measurement (sentence-transformer embeddings) exp04b — Statistical testing (R1–R5) and figure generation Figures (8) 5 main text figures (framework schematic, τ graph, 4-panel profile, RI+PD, phase portrait) 3 supplementary figures (all τ graphs, model comparison, domain comparison) Key results Hypothesis Verdict H1: Identity at zero ✓ Confirmed H2: Monotonic increase ✗ → three-phase discovery H3: Relational preservation ✓ Confirmed H4: Perspective dependence ✓ Confirmed (t > 50) Novel finding: Understanding deepens through three phases — alignment → disruption → reintegration — visible as an inverted-N trajectory in the SSC × ISC phase portrait.

Fields of Study & Subjects

Cognitive Science and Education Research Topic Modeling Visual and Cognitive Learning Processes

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
27 February 2026
Language
EN