refresh 2026-08-26T22:37:43Z (48 files)
Browse files- README.md +18 -7
- figures/F8_AIM_metric_families.pdf +0 -0
- figures/F8b_AIM_property_deltas.pdf +0 -0
- figures/F9_AIM_mechanism.pdf +0 -0
README.md
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@@ -60,12 +60,12 @@ nothing about what predicts a good merge.**
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5. **But it does not change what makes a merge work.** The F8 property suite, computed on (merged model, base model) for both arms of all 20 pairs, shows 12 of 18 properties moving significantly and **all of them toward the base model** (`F8b_AIM_property_deltas.png`) — the representation family 4.3× further than the weight-space family, the same leverage as (3). But not one of the 216 property-vs-outcome correlation cells survives multiplicity correction, and the with-minus-without change in those correlations (mean |Δr| = 0.32) is **inside** the noise band you get from re-splitting the same benchmarks within one arm ([+0.24, +0.98]). **Verdict: no detectable change** (§3.3).
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**Coverage: mechanism 20/20 matched pairs, property panel 20/20.** Regenerated
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<!-- AIM-HEADLINE:END -->
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Published at
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[`Mergeability-2/aim-activation-informed-merging`](https://huggingface.co/datasets/Mergeability-2/aim-activation-informed-merging)
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touches the MergeBench analysis.
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**Substrate.** `ahn1376/aim-merged-checkpoints-with-aim` and
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`ahn1376/aim-merged-checkpoints-baseline-w-o-aim`, 20 merged 13B checkpoints each (each collection
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## 4. What did not run, and why
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- `qmd` / `coordinate_gap` / `coord_fraction` are recorded NaN, and kept as columns with the
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reason attached rather than dropped. Every checkpoint here is `W_base + Δ`, so no permutation
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symmetry was ever broken between a merged model and its base: the residual-basis map is the
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CPU) the 41-layer Procrustes/SVCCA geometry on 512x5120 was taking longer than every other part
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of a pair combined, and would have pushed the sweep past the time the user has. The n/d caveat
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therefore stands unquantified here; it is stated rather than measured.
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- **AIM's ω is not swept.** Only ω = 0.4 checkpoints are published, and building others would
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mean running the merges ourselves. Section 2 gives the closed form, so the ω-dependence of the
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weight-space intervention is analytic; its effect on benchmarks is not measurable from public
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5. **But it does not change what makes a merge work.** The F8 property suite, computed on (merged model, base model) for both arms of all 20 pairs, shows 12 of 18 properties moving significantly and **all of them toward the base model** (`F8b_AIM_property_deltas.png`) — the representation family 4.3× further than the weight-space family, the same leverage as (3). But not one of the 216 property-vs-outcome correlation cells survives multiplicity correction, and the with-minus-without change in those correlations (mean |Δr| = 0.32) is **inside** the noise band you get from re-splitting the same benchmarks within one arm ([+0.24, +0.98]). **Verdict: no detectable change** (§3.3).
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**Coverage: mechanism 20/20 matched pairs, property panel 20/20.** Regenerated
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2026-08-26 22:37 UTC.
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<!-- AIM-HEADLINE:END -->
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**Complete: 20/20 matched pairs on both the mechanism test and the property panel.** Published at
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[`Mergeability-2/aim-activation-informed-merging`](https://huggingface.co/datasets/Mergeability-2/aim-activation-informed-merging)
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— every CSV, every figure, and this report as the dataset card. Namespaced to `results/aim/`,
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`figures/aim/`, `scripts/aim/` — nothing here touches the MergeBench analysis.
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**Substrate.** `ahn1376/aim-merged-checkpoints-with-aim` and
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`ahn1376/aim-merged-checkpoints-baseline-w-o-aim`, 20 merged 13B checkpoints each (each collection
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## 4. What did not run, and why
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**Everything the brief asked for ran to full coverage: 20/20 matched pairs on the mechanism test
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and 20/20 on the property panel, both arms.** What follows is what was deliberately not measured.
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- **No benchmark evaluation.** Ruled out on time grounds; the AIM paper's published numbers cover
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all 40 checkpoints and all six benchmarks, so nothing was lost. Every outcome number in this
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report is transcribed, never re-measured.
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- `qmd` / `coordinate_gap` / `coord_fraction` are recorded NaN, and kept as columns with the
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reason attached rather than dropped. Every checkpoint here is `W_base + Δ`, so no permutation
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symmetry was ever broken between a merged model and its base: the residual-basis map is the
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CPU) the 41-layer Procrustes/SVCCA geometry on 512x5120 was taking longer than every other part
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of a pair combined, and would have pushed the sweep past the time the user has. The n/d caveat
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therefore stands unquantified here; it is stated rather than measured.
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- **The retrieval family is reported but not identified.** `ret_procrustes_*`, `ret_ridge_*` and
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`ret_gain_over_identity` fit a map from d = 5120 to d = 5120 on the 19 training rows of a
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32-sentence probe. The map is rank-deficient by a factor of ~270 and the orthogonal Procrustes
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factor is determined only up to an arbitrary completion of its null space, so those columns
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measure the completion as much as the models. They are computed, plotted and struck through
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rather than silently dropped, and no conclusion in §3.3 rests on them. `ret_identity_p_at_*`
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fits nothing and is sound.
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- **AIM's ω is not swept.** Only ω = 0.4 checkpoints are published, and building others would
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mean running the merges ourselves. Section 2 gives the closed form, so the ω-dependence of the
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weight-space intervention is analytic; its effect on benchmarks is not measurable from public
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figures/F8_AIM_metric_families.pdf
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figures/F8b_AIM_property_deltas.pdf
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figures/F9_AIM_mechanism.pdf
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