Pre-registration (frozen 4 Nov 2026): replication of the GatedV value-gating perplexity improvement (arXiv 2611.02145), as published and under a matched learning-rate search

Frozen protocol, decision code, planted-effect table and kernel for a private pre-registered replication, deposited before any run. Clauses: mean paired held-out perplexity change below -1.0% (half the paper's -2.03%) and at least 8 of 10 pairs improving, for the as-published arm and, separately, a matched arm with a three-rate learning-rate search for both models. Outcome wording: Replicated / Did not replicate / Inconclusive under protocol X.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-03
DOI
https://doi.org/10.5281/zenodo.23932629
Primary Topic
Topic Modeling
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Pre-registration (frozen 4 Nov 2026): replication of the GatedV value-gating perplexity improvement (arXiv 2611.02145), as published and under a matched learning-rate search

John Goodman
Zenodo (CERN European Organization for Nuclear Research)
Topic Modeling
article

Pre-registration (frozen 4 Nov 2026): replication of the GatedV value-gating perplexity improvement (arXiv 2611.02145), as published and under a matched learning-rate search

John Goodman
article en

Abstract

Frozen protocol, decision code, planted-effect table and kernel for a private pre-registered replication, deposited before any run. Clauses: mean paired held-out perplexity change below -1.0% (half the paper's -2.03%) and at least 8 of 10 pairs improving, for the as-published arm and, separately, a matched arm with a three-rate learning-rate search for both models. Outcome wording: Replicated / Did not replicate / Inconclusive under protocol X.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 16%
Topic Modeling
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
Pre-registration (frozen 4 Nov 2026): replication of the GatedV value-gating perplexity improvement (arXiv 2611.02145), as published and under a matched learning-rate search — John Goodman · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS