Composition Before Capability: Comparing Noetis Composition Topologies (Encevra Research Round 40, NCT-40)

Encevra Research Round 40 compares six ways to compose four independent model witnesses into one contract audit decision, as a first step toward the Encevra Theory of Collaborative Intelligence. Full paper and reproducibility archive. Web version: https://research.encevra.com/round-40

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-10-29
DOI
https://doi.org/10.5281/zenodo.23786884
Primary Topic
Artificial Intelligence in Law
Type
preprint
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
preprint

Composition Before Capability: Comparing Noetis Composition Topologies (Encevra Research Round 40, NCT-40)

Benjamin Wilkins
1 links
Zenodo (CERN European Organization for Nuclear Research)
Artificial Intelligence in Law
preprint

Composition Before Capability: Comparing Noetis Composition Topologies (Encevra Research Round 40, NCT-40)

Benjamin Wilkins
preprint en

Abstract

Encevra Research Round 40 compares six ways to compose four independent model witnesses into one contract audit decision, as a first step toward the Encevra Theory of Collaborative Intelligence. Full paper and reproducibility archive. Web version: https://research.encevra.com/round-40

Zenodo (CERN European Organization for Nuclear Research)
Artificial Intelligence in Law
DOIOpen Access PDFOpenAlex
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Laika access coming soon
Composition Before Capability: Comparing Noetis Composition Topologies (Encevra Research Round 40, NCT-40) — Benjamin Wilkins · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS