Encevra Research Round 44: This Record Fails, or No Record Exists? Record Level Status Ledgers, Completeness Records, and Independently Reviewed HOLD Labels

Round 44 of Encevra Research tests whether AI contract readers stop reading a defective record as proof that no valid record exists when the evidence ledger records what each record shows and asks, separately, whether anything excludes other records, and it puts every authored abstention label through a blind independent review. Eight new authored contract families are each written in three variants: K, in which the records satisfy the requirement; T, a near miss that fails one stated requirement; and TC, the near miss plus a record stating the file is complete. A structural diagnostic (E44-A, no model calls) certifies the variants, the HOLD labels, the resolver contrast, and 24 new SEC EDGAR exhibits. Live (E44-B), Witness A agreed blind with 48 of 48 labels and reported packet defects in 6 of 8 families. Record level ledgers by Witnesses B, C, and D released an unsafe FAIL on 1 of 24 near miss readings, against 12 of 16 for the unchanged condition ledger and 8 of 16 for declared open direct readers on the same items, where both witnesses erred on the same four. All 24 completeness record ledgers and all 16 direct readings resolved to FAIL. Two witnesses over held requirements met only by two records together. On the SEC exhibits (E44-C, 144 calls), no flag only or rewriting validator made an unsafe release; flagging caught every near miss seed but left 12 false holds per witness, and rewriting repaired all 48 seeded ledgers while a pre registered gate routed 24 repairs to review. Phases first stopped by the run budget were completed the same day with unchanged settings, after first results were seen. The round revises proposition P7, extends P1, and refines P5. Manuscript: https://research.encevra.com/round-44. Experiments: https://research.encevra.com/experiments.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-02
DOI
https://doi.org/10.5281/zenodo.23883769
Primary Topic
Artificial Intelligence in Law
Type
preprint
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
preprint

Encevra Research Round 44: This Record Fails, or No Record Exists? Record Level Status Ledgers, Completeness Records, and Independently Reviewed HOLD Labels

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

Encevra Research Round 44: This Record Fails, or No Record Exists? Record Level Status Ledgers, Completeness Records, and Independently Reviewed HOLD Labels

Ben Wilkins
preprint en

Abstract

Round 44 of Encevra Research tests whether AI contract readers stop reading a defective record as proof that no valid record exists when the evidence ledger records what each record shows and asks, separately, whether anything excludes other records, and it puts every authored abstention label through a blind independent review. Eight new authored contract families are each written in three variants: K, in which the records satisfy the requirement; T, a near miss that fails one stated requirement; and TC, the near miss plus a record stating the file is complete. A structural diagnostic (E44-A, no model calls) certifies the variants, the HOLD labels, the resolver contrast, and 24 new SEC EDGAR exhibits. Live (E44-B), Witness A agreed blind with 48 of 48 labels and reported packet defects in 6 of 8 families. Record level ledgers by Witnesses B, C, and D released an unsafe FAIL on 1 of 24 near miss readings, against 12 of 16 for the unchanged condition ledger and 8 of 16 for declared open direct readers on the same items, where both witnesses erred on the same four. All 24 completeness record ledgers and all 16 direct readings resolved to FAIL. Two witnesses over held requirements met only by two records together. On the SEC exhibits (E44-C, 144 calls), no flag only or rewriting validator made an unsafe release; flagging caught every near miss seed but left 12 false holds per witness, and rewriting repaired all 48 seeded ledgers while a pre registered gate routed 24 repairs to review. Phases first stopped by the run budget were completed the same day with unchanged settings, after first results were seen. The round revises proposition P7, extends P1, and refines P5. Manuscript: https://research.encevra.com/round-44. Experiments: https://research.encevra.com/experiments.

Zenodo (CERN European Organization for Nuclear Research)
Artificial Intelligence in Law
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