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ZENODO
Software . 2026
License: CC BY
Data sources: ZENODO
ZENODO
Software . 2026
License: CC BY
Data sources: Datacite
ZENODO
Software . 2026
License: CC BY
Data sources: Datacite
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G.H.O.S.T. — Geometric-Holographic Observational Suite for Transformers

Authors: GCAHC9000;

G.H.O.S.T. — Geometric-Holographic Observational Suite for Transformers

Abstract

G.H.O.S.T. is an open-source experiment toolkit for probing the geometric and holographic structure of language model activations. Developed as part of the GCA/HC framework, it implements five experiment modules: - Destructive interference: partial removal of the assistant axis across layers and alpha values- Directional null comparison: random vs. assistant axis vs. role-specific vectors- Pairwise interference: additive steering with pairs of role vectors (holographic memory Property #9)- Weight-space probes: static analysis projecting vectors through k_proj, gate_proj, and other weight matrices- Interactive replay: terminal viewer for saved experiment results (no GPU needed) The toolkit supports Gemma 2 27B, Qwen 3 32B, and Llama 3.3 70B. It includes pre-recorded results for interactive replay, a CLI with presets, a text-based UI, checkpoint/resume, and tmux session wrapping. Role vectors from Lu et al. (arXiv:2601.10387) can be downloaded automatically from HuggingFace at first use. Download Location & Source code: https://github.com/tervehuman/ghost-ts License: MIT

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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