Which forks? The definition of a forking token can flip its relation to entropy

Paper (rev. 9, November 2026) with its pre-registration records, result files and notebooks. On GSM-Symbolic arithmetic with three open models (OLMo-2 1B, Gemma-2-2b-it, Qwen2.5-7B-Instruct), entropy relates in opposite directions to two definitions of a forking token: forced swaps and resampling. The paper is paper/latex/main.pdf. scripts/recompute_table2.py recomputes four experiments of Table 2 from the released records in one command. reports/raais_pilot_summary.json is a cost-and-feasibility pilot for a follow-up study on a reasoning model. The analysis code will be released separately as a tested package.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-01
DOI
https://doi.org/10.5281/zenodo.23850781
Primary Topic
Topic Modeling
Type
preprint
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preprint

Which forks? The definition of a forking token can flip its relation to entropy

Chisa Honda
1 links
Zenodo (CERN European Organization for Nuclear Research)
Topic Modeling
preprint

Which forks? The definition of a forking token can flip its relation to entropy

Chisa Honda
preprint en

Abstract

Paper (rev. 9, November 2026) with its pre-registration records, result files and notebooks. On GSM-Symbolic arithmetic with three open models (OLMo-2 1B, Gemma-2-2b-it, Qwen2.5-7B-Instruct), entropy relates in opposite directions to two definitions of a forking token: forced swaps and resampling. The paper is paper/latex/main.pdf. scripts/recompute_table2.py recomputes four experiments of Table 2 from the released records in one command. reports/raais_pilot_summary.json is a cost-and-feasibility pilot for a follow-up study on a reasoning model. The analysis code will be released separately as a tested package.

Zenodo (CERN European Organization for Nuclear Research)
Topic Modeling
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Which forks? The definition of a forking token can flip its relation to entropy — Chisa Honda · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS