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Software . 2026
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Software . 2026
Data sources: Datacite
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Software . 2026
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HIDEKI-SQ/Contamination-Induced-Failure: v1.0.0 — Submission release

Authors: HIDEKI;

HIDEKI-SQ/Contamination-Induced-Failure: v1.0.0 — Submission release

Abstract

Initial public release accompanying the submission of "Backfire Phase Structure in Contaminated Chain-of-Thought Reasoning." Contents Raw trial data for all experiments (E1, E1b, E1aug, E3, diagnostic) Merged n=100 dataset with 95% Wilson confidence intervals Experiment notebooks (Google Colab) Analysis script for merging and computing CIF/GAF Figures (PDF vector format) Experiments | Experiment | Description | Trials | |------------|-------------|--------| | E1 | 3 consumer models × 3 domains × 5 conditions × 50 problems | ~2,250 | | E1b | 2 additional consumer models (same protocol) | ~1,500 | | E1aug | All 5 models on new problem set (indices 50-99) | ~3,750 | | E3 | Social compliance battery (5 models) | ~1,000 | | E1aug_diag | Prompt sensitivity diagnostic (GPT-4o-mini × GSM8K) | ~150 | Key results (merged n=100) CIF rates: 1.1% (Sonnet 4, BoolQ) to 85.5% (GPT-3.5, CSQA) Gap amplification factor: up to 57× (BoolQ) Sycophancy dissociation confirmed across all domains

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average