---
license: apache-2.0
viewer: false
---

# angular-separation-vit — results

CSV data backing every table and figure in *"Dos modelos idénticos,
dos podas distintas: la dirección dominante de $W_O$ bajo intervención
libre, suave y dura"* ("Same function, different pruning: the
dominant direction of $W_O$ under free, soft, and hard intervention").

The dataset viewer is disabled on purpose: this repository is a
collection of heterogeneous CSV logs (one schema per experiment),
meant for direct download. See the table/figure map below for which
file backs which result.

Code: <https://github.com/mmunozpl/angular-separation-vit>
Reproduction checkpoints: <https://huggingface.co/ManPla/angular-separation-vit-checkpoints>
Paper (both languages): [`paper/angular_separation_paper.pdf`](paper/angular_separation_paper.pdf)
(English, canonical for citation) /
[`paper/separacion_angular_paper.pdf`](paper/separacion_angular_paper.pdf)
(Spanish original).

## Table/figure → file map

| Paper item | File(s) |
|---|---|
| tab:gauge (gauge-flip invariance, H2) | `logs/fase_G/gauge_flip.csv` |
| tab:residuo (computed/static residue) | `logs/fase_0/computado_estatico.csv` |
| tab:inversion, fig:inversion (Q·K relocation) | `tables/dissociation_D/by_layer.csv` |
| tab:arch (cross-architecture contrast) | `logs/fase_G/gauge_flip.csv`, `logs/fase_0/computado_estatico.csv`, `tables/dissociation_D/by_layer.csv` |
| tab:divattn (angular regularizer ablation, ViT-B) | `logs/vitb_clean/attnA_{base,blanda,dura}_seed{42..46}/run.csv` |
| ViT-L cost/inertia readings (§6.2) | `logs/vitl_clean/attnA_{base,blanda,dura}_seed{42..44}/run.csv` |
| tab:decision (decision instability under gauge, vision) | `logs/decision_rota/decision_rota.csv` |
| tab:decision (decision instability under gauge, language, Pythia-410M) | `logs/decision_rota/decision_rota_lm.csv` |
| tab:poda (pruning by similarity vs. random) | `logs/poda_criterio/poda_criterio.csv` |
| app:orbita (certified gauge orbit) | `logs/orbita_gauge/orbita_gauge.csv`, `logs/orbita_gauge/certificado_simultaneo.csv` |

Per-run auxiliary CSVs (`layerwise.csv`, `entropy.csv`,
`head_norms.csv` under each `attnA_*` directory) are diagnostic detail
behind `run.csv`, not cited individually. `tables/ablation_A.csv` is
a raw last-epoch extraction kept for completeness; the paper's prose
numbers use the ce>0 window instead (see sec:setup).

## `archive/`

`archive/logs/codes.csv`: spherical-code validation (kissing-number
lower bounds) and prototype-detection artifacts from analyses
retired before the current paper (v5.3 surgery dropped the
Riesz-energy/spherical-codes apparatus and the earlier detection
contribution entirely). Kept for provenance, not cited by any table
or figure above. See `archive/README.md`.

## How to cite

Cite the code repository (this dataset's own DOI,
[10.57967/hf/9743](https://doi.org/10.57967/hf/9743), identifies this
specific CSV collection if you need to reference it directly):

```bibtex
@software{munozpla2026samefunctiondifferentpruning,
  author  = {Muñoz Plá, Manuel},
  title   = {Same function, different pruning: the dominant direction
             of W_O under free, soft, and hard intervention},
  year    = {2026},
  version = {v6.0},
  doi     = {10.5281/zenodo.21630534},
  url     = {https://github.com/mmunozpl/angular-separation-vit}
}
```

## License

Apache-2.0, matching the code repository.