Datasets:

Mergeability-2
/

aim-activation-informed-merging

@@ -56,8 +56,8 @@ configs:
    all 20 matched checkpoints, the endpoint-scaled benchmark mean rises +0.219
    (18/20 positive, Wilcoxon p = 9.5e-06) (§6 T0).
-**Coverage: mechanism 20/20 matched pairs, property panel 16/20.** Regenerated
-2026-08-26 22:06 UTC.
 <!-- AIM-HEADLINE:END -->
 Published at
 [`Mergeability-2/aim-activation-informed-merging`](https://huggingface.co/datasets/Mergeability-2/aim-activation-informed-merging),
@@ -465,12 +465,12 @@ Per benchmark, paired across the 20 matched pairs:
 | operator           |   n_metrics |   n_moved_q<0.05 |   mean_|diff| (SD units) | largest movers                                                                                     |
 |:-------------------|------------:|-----------------:|-------------------------:|:---------------------------------------------------------------------------------------------------|
-| ALL                |          49 |               24 |                   0.3578 | ret_procrustes_p_at_5 (+0.84), geo_procrustes_peak_depth (+0.74), geo_svcca_peak_depth (-0.60)     |
-| DARETaskArithmetic |          49 |                0 |                   0.432  | ret_procrustes_p_at_5 (+1.13), geo_procrustes_peak_depth (+1.09), cka_to_base (+0.83)              |
-| DARETies           |          49 |                0 |                   0.4416 | geo_svcca_late_minus_early (+1.07), subspace_overlap (-1.00), geo_procrustes_peak_depth (+0.93)    |
-| TaskArithmetic     |          49 |                0 |                   0.5147 | ret_procrustes_p_at_5 (+1.69), subspace_overlap (+1.56), geo_procrustes_peak_depth (+1.46)         |
-| Ties               |          49 |                0 |                   0.2471 | subspace_overlap (+0.66), geo_cka_late_minus_early (+0.59), geo_svcca_peak_depth (-0.57)           |
-| WIDEN              |          49 |                0 |                   0.3546 | geo_subspace_overlap_peak_depth (+1.89), geo_cka_peak_depth (+1.08), ret_procrustes_p_at_5 (+0.56) |
 Full table: `results/aim/tables/T2_per_operator.csv` (294 rows: every metric x every level, with the paired mean difference in SD units, the count of positive differences, Wilcoxon/sign p and BH q).
@@ -480,11 +480,11 @@ Full table: `results/aim/tables/T2_per_operator.csv` (294 rows: every metric x e
 | combo                       |   n_metrics |   n_moved_q<0.05 |   mean_|diff| (SD units) | largest movers                                                                                      |
 |:----------------------------|------------:|-----------------:|-------------------------:|:----------------------------------------------------------------------------------------------------|
-| ALL                         |          49 |               25 |                   0.3578 | ret_procrustes_p_at_5 (+0.84), geo_procrustes_peak_depth (+0.74), geo_svcca_peak_depth (-0.60)      |
-| Code-Instruction_Tuned      |          49 |                0 |                   0.3451 | geo_subspace_overlap_peak_depth (+1.13), grad_l2 (-0.83), geo_svcca_peak_depth (-0.80)              |
-| Code-Math                   |          49 |                0 |                   0.1943 | geo_cka_late_minus_early (+0.69), subspace_overlap (-0.62), geo_procrustes_late_minus_early (-0.55) |
-| Code-Math-Instruction_Tuned |          49 |                0 |                   0.8016 | ret_procrustes_p_at_5 (+3.38), geo_procrustes_peak_depth (+3.03), subspace_overlap (+2.19)          |
-| Math-Instruction_Tuned      |          49 |                0 |                   0.5337 | geo_procrustes_peak_depth (+1.77), ret_procrustes_p_at_5 (+1.69), geo_svcca_mean (+0.94)            |
 Full table: `results/aim/tables/T3_per_combo.csv` (245 rows: every metric x every level, with the paired mean difference in SD units, the count of positive differences, Wilcoxon/sign p and BH q).
@@ -539,7 +539,7 @@ One row per (operator, task combination, property): the with-AIM value, its base
 ### T5 — Coverage and provenance
-**Mechanism (§3.2): 20/20 matched pairs. Property panel (§3.3): 16/20.** Published benchmark scores cover 20/20 — they were transcribed, not measured. A pair with `panel_status = not-run` was not reached before the panel phase's wall-clock deadline; its mechanism result is unaffected.
 | operator_label   | combo                       | mech_status   | panel_status   | weight_mechanism   | activation_mechanism   | property_panel_both_arms   | published_benchmarks   |
 |:-----------------|:----------------------------|:--------------|:---------------|:-------------------|:-----------------------|:---------------------------|:-----------------------|
@@ -550,11 +550,11 @@ One row per (operator, task combination, property): the with-AIM value, its base
 | TIES             | Code-Math                   | ok            | ok             | True               | True                   | True                       | True                   |
 | TIES             | Code-Instruction_Tuned      | ok            | ok             | True               | True                   | True                       | True                   |
 | TIES             | Math-Instruction_Tuned      | ok            | ok             | True               | True                   | True                       | True                   |
-| TIES             | Code-Math-Instruction_Tuned | ok            | not-run        | True               | True                   | False                      | True                   |
 | DARE Linear      | Code-Math                   | ok            | ok             | True               | True                   | True                       | True                   |
 | DARE Linear      | Code-Instruction_Tuned      | ok            | ok             | True               | True                   | True                       | True                   |
 | DARE Linear      | Math-Instruction_Tuned      | ok            | ok             | True               | True                   | True                       | True                   |
-| DARE Linear      | Code-Math-Instruction_Tuned | ok            | not-run        | True               | True                   | False                      | True                   |
 | DARE TIES        | Code-Math                   | ok            | ok             | True               | True                   | True                       | True                   |
 | DARE TIES        | Code-Instruction_Tuned      | ok            | ok             | True               | True                   | True                       | True                   |
 | DARE TIES        | Math-Instruction_Tuned      | ok            | ok             | True               | True                   | True                       | True                   |

    all 20 matched checkpoints, the endpoint-scaled benchmark mean rises +0.219
    (18/20 positive, Wilcoxon p = 9.5e-06) (§6 T0).
+**Coverage: mechanism 20/20 matched pairs, property panel 18/20.** Regenerated
+2026-08-26 22:21 UTC.
 <!-- AIM-HEADLINE:END -->
 Published at
 [`Mergeability-2/aim-activation-informed-merging`](https://huggingface.co/datasets/Mergeability-2/aim-activation-informed-merging),
 | operator           |   n_metrics |   n_moved_q<0.05 |   mean_|diff| (SD units) | largest movers                                                                                     |
 |:-------------------|------------:|-----------------:|-------------------------:|:---------------------------------------------------------------------------------------------------|
+| ALL                |          49 |               24 |                   0.2967 | geo_procrustes_peak_depth (+0.79), ret_procrustes_p_at_5 (+0.75), geo_svcca_peak_depth (-0.62)     |
+| DARETaskArithmetic |          49 |                0 |                   0.3778 | geo_procrustes_peak_depth (+1.50), geo_cka_peak_depth (-0.85), ret_procrustes_p_at_5 (+0.85)       |
+| DARETies           |          49 |                0 |                   0.3667 | geo_svcca_late_minus_early (+1.13), subspace_overlap (-1.03), cka_to_base (+0.89)                  |
+| TaskArithmetic     |          49 |                0 |                   0.4254 | ret_procrustes_p_at_5 (+1.69), subspace_overlap (+1.61), geo_procrustes_peak_depth (+1.39)         |
+| Ties               |          49 |                0 |                   0.2051 | subspace_overlap (+0.65), geo_svcca_peak_depth (-0.56), geo_cka_late_minus_early (+0.55)           |
+| WIDEN              |          49 |                0 |                   0.2988 | geo_subspace_overlap_peak_depth (+2.00), geo_cka_peak_depth (+1.14), ret_procrustes_p_at_5 (+0.56) |
 Full table: `results/aim/tables/T2_per_operator.csv` (294 rows: every metric x every level, with the paired mean difference in SD units, the count of positive differences, Wilcoxon/sign p and BH q).
 | combo                       |   n_metrics |   n_moved_q<0.05 |   mean_|diff| (SD units) | largest movers                                                                                      |
 |:----------------------------|------------:|-----------------:|-------------------------:|:----------------------------------------------------------------------------------------------------|
+| ALL                         |          49 |               24 |                   0.2967 | geo_procrustes_peak_depth (+0.79), ret_procrustes_p_at_5 (+0.75), geo_svcca_peak_depth (-0.62)      |
+| Code-Instruction_Tuned      |          49 |                0 |                   0.2866 | geo_subspace_overlap_peak_depth (+1.20), grad_l2 (-0.81), geo_svcca_peak_depth (-0.78)              |
+| Code-Math                   |          49 |                0 |                   0.1606 | geo_cka_late_minus_early (+0.66), subspace_overlap (-0.64), geo_procrustes_late_minus_early (-0.53) |
+| Code-Math-Instruction_Tuned |          49 |                0 |                   0.4412 | geo_procrustes_peak_depth (+1.93), ret_procrustes_p_at_5 (+1.13), geo_svcca_mean (+0.98)            |
+| Math-Instruction_Tuned      |          49 |                0 |                   0.4397 | ret_procrustes_p_at_5 (+1.69), geo_procrustes_peak_depth (+1.69), geo_svcca_mean (+0.91)            |
 Full table: `results/aim/tables/T3_per_combo.csv` (245 rows: every metric x every level, with the paired mean difference in SD units, the count of positive differences, Wilcoxon/sign p and BH q).
 ### T5 — Coverage and provenance
+**Mechanism (§3.2): 20/20 matched pairs. Property panel (§3.3): 18/20.** Published benchmark scores cover 20/20 — they were transcribed, not measured. A pair with `panel_status = not-run` was not reached before the panel phase's wall-clock deadline; its mechanism result is unaffected.
 | operator_label   | combo                       | mech_status   | panel_status   | weight_mechanism   | activation_mechanism   | property_panel_both_arms   | published_benchmarks   |
 |:-----------------|:----------------------------|:--------------|:---------------|:-------------------|:-----------------------|:---------------------------|:-----------------------|
 | TIES             | Code-Math                   | ok            | ok             | True               | True                   | True                       | True                   |
 | TIES             | Code-Instruction_Tuned      | ok            | ok             | True               | True                   | True                       | True                   |
 | TIES             | Math-Instruction_Tuned      | ok            | ok             | True               | True                   | True                       | True                   |
+| TIES             | Code-Math-Instruction_Tuned | ok            | ok             | True               | True                   | True                       | True                   |
 | DARE Linear      | Code-Math                   | ok            | ok             | True               | True                   | True                       | True                   |
 | DARE Linear      | Code-Instruction_Tuned      | ok            | ok             | True               | True                   | True                       | True                   |
 | DARE Linear      | Math-Instruction_Tuned      | ok            | ok             | True               | True                   | True                       | True                   |
+| DARE Linear      | Code-Math-Instruction_Tuned | ok            | ok             | True               | True                   | True                       | True                   |
 | DARE TIES        | Code-Math                   | ok            | ok             | True               | True                   | True                       | True                   |
 | DARE TIES        | Code-Instruction_Tuned      | ok            | ok             | True               | True                   | True                       | True                   |
 | DARE TIES        | Math-Instruction_Tuned      | ok            | ok             | True               | True                   | True                       | True                   |

figures/F9_AIM_mechanism.pdf CHANGED Viewed

Binary files a/figures/F9_AIM_mechanism.pdf and b/figures/F9_AIM_mechanism.pdf differ

results/ledger_s0.json CHANGED Viewed

@@ -82,6 +82,12 @@
   "status": "ok",
   "when": "2026-08-26T19:26:35"
  },
  "WIDEN__Code-Math#mech": {
   "phase": "mech",
   "secs": 161,

   "status": "ok",
   "when": "2026-08-26T19:26:35"
  },
+ "Ties__Code-Math-Instruction_Tuned#panel": {
+  "phase": "panel",
+  "secs": 1380,
+  "status": "ok",
+  "when": "2026-08-26T22:07:46"
+ },
  "WIDEN__Code-Math#mech": {
   "phase": "mech",
   "secs": 161,

results/ledger_s1.json CHANGED Viewed

@@ -17,6 +17,12 @@
   "status": "ok",
   "when": "2026-08-26T19:23:34"
  },
  "DARETies__Code-Math#mech": {
   "note": "recovered from artefacts",
   "phase": "mech",

   "status": "ok",
   "when": "2026-08-26T19:23:34"
  },
+ "DARETaskArithmetic__Code-Math-Instruction_Tuned#panel": {
+  "phase": "panel",
+  "secs": 1436,
+  "status": "ok",
+  "when": "2026-08-26T22:09:41"
+ },
  "DARETies__Code-Math#mech": {
   "note": "recovered from artefacts",
   "phase": "mech",

results/panel_rows_s0.csv CHANGED Viewed

@@ -15,3 +15,5 @@ DARETaskArithmetic,Math-Instruction_Tuned,0,merge,ahn1376/DARETaskArithmetic___M
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 WIDEN,Math-Instruction_Tuned,0,merge,ahn1376/WIDEN___Math-Instruction_Tuned,0.9884427608598185,-0.06422363400830366,0.1282051282051282,0.9865549519658089,-0.1769864559173584,0.07692307692307693,0.005022327463438675,0.009854552536536332,1.0,0.7756414933718219,-0.18846572797354766,0.0,0.9877338987680894,0.03878276347255072,0.6153846153846154,1.0,1.0,1.0,0.15384615384615385,0.5384615384615384,0.8461538461538461,0.15384615384615385,0.5384615384615384,0.8461538461538461,-0.8461538461538461,0.4269925157469721,0.488094877479761,0.10389432803534776,0.9155677445232868,241.66094970703125,-1.5348290765550718,0.746875,0.9276812371612493,0.3162504757418911,2592.568556689786,0.5369393371254026,1429.2015917384279,2661.756166702006,0.3690827189013362,0.11246633529663086,-0.10498733073472977,0.9985293745994568,0.9985541701316833,-1.0000098943710327
 WIDEN,Math-Instruction_Tuned,1,aim,ahn1376/WIDEN___Math-Instruction_Tuned___AIM,0.9923981738440762,-0.043271106109109225,0.1794871794871795,0.9910037353634834,-0.11203521490097046,0.07692307692307693,0.0031253788653620774,0.00607864247313028,1.0,0.811105938524338,-0.1437950483346998,0.0,0.9896707256393882,0.03089891479217899,0.5897435897435898,1.0,1.0,1.0,0.15384615384615385,0.5384615384615384,0.8461538461538461,0.15384615384615385,0.5384615384615384,0.8461538461538461,-0.8461538461538461,0.3248536012996148,0.3601510744740741,0.07944745486896729,0.9463832955807447,197.27145385742188,-1.2904773156642309,0.76875,0.9499569866128339,0.4179256348987616,2425.6814107236264,0.48965628572026937,1303.3456380803264,2661.756166702006,0.4456431735306978,0.16633901000022888,-0.09376123547554016,0.9985294938087463,0.9980325698852539,-1.0000098943710327

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 WIDEN,Math-Instruction_Tuned,0,merge,ahn1376/WIDEN___Math-Instruction_Tuned,0.9884427608598185,-0.06422363400830366,0.1282051282051282,0.9865549519658089,-0.1769864559173584,0.07692307692307693,0.005022327463438675,0.009854552536536332,1.0,0.7756414933718219,-0.18846572797354766,0.0,0.9877338987680894,0.03878276347255072,0.6153846153846154,1.0,1.0,1.0,0.15384615384615385,0.5384615384615384,0.8461538461538461,0.15384615384615385,0.5384615384615384,0.8461538461538461,-0.8461538461538461,0.4269925157469721,0.488094877479761,0.10389432803534776,0.9155677445232868,241.66094970703125,-1.5348290765550718,0.746875,0.9276812371612493,0.3162504757418911,2592.568556689786,0.5369393371254026,1429.2015917384279,2661.756166702006,0.3690827189013362,0.11246633529663086,-0.10498733073472977,0.9985293745994568,0.9985541701316833,-1.0000098943710327
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+Ties,Code-Math-Instruction_Tuned,1,aim,ahn1376/Ties___Code-Math-Instruction_Tuned___AIM,0.9960363639424035,-0.025137638401608764,0.1794871794871795,0.995865361392498,-0.04736870527267456,0.07692307692307693,0.0014370386683796228,0.0020513531798225237,1.0,0.8872441454655418,-0.07697667862349422,0.0,0.9932230701405713,0.013169767886168415,0.5641025641025641,1.0,1.0,1.0,0.15384615384615385,0.6153846153846154,0.8461538461538461,0.15384615384615385,0.5384615384615384,0.8461538461538461,-0.8461538461538461,0.09678373123127372,0.09750583178332739,0.023401688606882253,0.9850368481129408,130.44793701171875,-0.35812419108112437,0.859375,0.9814312772998111,0.5301864608061896,2256.920440510289,0.5367568748176691,1428.7159215656272,2661.756166702006,0.5973939660936594,0.30006495118141174,-0.025201991200447083,0.9982314109802246,0.9989499449729919,-1.000018835067749

results/panel_rows_s1.csv CHANGED Viewed

@@ -15,3 +15,5 @@ DARETies,Math-Instruction_Tuned,0,merge,ahn1376/DARETies___Math-Instruction_Tune
 DARETies,Math-Instruction_Tuned,1,aim,ahn1376/DARETies___Math-Instruction_Tuned___AIM,0.9834648450327798,-0.07622436593675841,0.15384615384615385,0.9796875804662705,-0.29746031761169434,0.07692307692307693,0.008194881082945842,0.011269680164358697,1.0,0.7043183571232894,-0.23142452898174593,0.0,0.9849645532305253,0.04655793461672153,0.6410256410256411,1.0,1.0,1.0,0.15384615384615385,0.6153846153846154,0.8461538461538461,0.15384615384615385,0.5384615384615384,0.8461538461538461,-0.8461538461538461,0.5846291011416854,0.6594555867083616,0.1368257354463302,0.8850347008556128,277.0834655761719,-1.6611590911002843,0.7125,0.8880351744477428,0.25783246645011576,2647.7744272764808,0.49447464962881865,1316.1709479273218,2661.756166702006,0.2814509954303503,0.08822762966156006,-0.09480435401201248,0.9974417686462402,0.9985764622688293,-1.0000219345092773
 TaskArithmetic,Code-Math-Instruction_Tuned,0,merge,ahn1376/TaskArithmetic___Code-Math-Instruction_Tuned,0.9770321972880103,-0.08989344239324248,0.1794871794871795,0.9683198794722557,-0.4833221435546875,0.07692307692307693,0.01244922209685553,0.015342815951374211,0.6666666666666666,0.6467178112188063,-0.30843409706438807,0.0,0.9793796452147365,0.009655326134633047,0.6923076923076923,1.0,1.0,1.0,0.15384615384615385,0.46153846153846156,0.8461538461538461,0.15384615384615385,0.5384615384615384,0.8461538461538461,-0.8461538461538461,0.7553378289108814,0.8819270757489653,0.17233869029751744,0.8174672313034534,343.3501281738281,-1.875724916261038,0.665625,0.8249528489806178,0.191800205959073,2817.3703584508276,0.5881979789492909,1565.6395977099316,2661.756166702006,0.21005409061908722,0.038951605558395386,-0.0722884014248848,0.9976833462715149,0.9974395632743835,-1.0000203847885132
 TaskArithmetic,Code-Math-Instruction_Tuned,1,aim,ahn1376/TaskArithmetic___Code-Math-Instruction_Tuned___AIM,0.983294395904726,-0.08120178259140332,0.15384615384615385,0.9781851306557655,-0.32944488525390625,0.07692307692307693,0.008137015386519323,0.012819828510781006,1.0,0.6984951495890055,-0.24196151995887827,0.0,0.9857806580788762,0.02430410359220425,0.6410256410256411,1.0,1.0,1.0,0.15384615384615385,0.6153846153846154,0.8461538461538461,0.15384615384615385,0.5384615384615384,0.8461538461538461,-0.8461538461538461,0.6549429340795362,0.7735090518194219,0.1557380097453406,0.8741722665727139,287.529541015625,-1.8983225061444076,0.6937500000000001,0.8792468846253292,0.2595184946560161,2656.311962581473,0.5110405546498294,1360.2653477739968,2661.756166702006,0.269746208563447,0.08602897822856903,-0.09245997667312622,0.9976833462715149,0.9985648989677429,-1.0000203847885132

 DARETies,Math-Instruction_Tuned,1,aim,ahn1376/DARETies___Math-Instruction_Tuned___AIM,0.9834648450327798,-0.07622436593675841,0.15384615384615385,0.9796875804662705,-0.29746031761169434,0.07692307692307693,0.008194881082945842,0.011269680164358697,1.0,0.7043183571232894,-0.23142452898174593,0.0,0.9849645532305253,0.04655793461672153,0.6410256410256411,1.0,1.0,1.0,0.15384615384615385,0.6153846153846154,0.8461538461538461,0.15384615384615385,0.5384615384615384,0.8461538461538461,-0.8461538461538461,0.5846291011416854,0.6594555867083616,0.1368257354463302,0.8850347008556128,277.0834655761719,-1.6611590911002843,0.7125,0.8880351744477428,0.25783246645011576,2647.7744272764808,0.49447464962881865,1316.1709479273218,2661.756166702006,0.2814509954303503,0.08822762966156006,-0.09480435401201248,0.9974417686462402,0.9985764622688293,-1.0000219345092773
 TaskArithmetic,Code-Math-Instruction_Tuned,0,merge,ahn1376/TaskArithmetic___Code-Math-Instruction_Tuned,0.9770321972880103,-0.08989344239324248,0.1794871794871795,0.9683198794722557,-0.4833221435546875,0.07692307692307693,0.01244922209685553,0.015342815951374211,0.6666666666666666,0.6467178112188063,-0.30843409706438807,0.0,0.9793796452147365,0.009655326134633047,0.6923076923076923,1.0,1.0,1.0,0.15384615384615385,0.46153846153846156,0.8461538461538461,0.15384615384615385,0.5384615384615384,0.8461538461538461,-0.8461538461538461,0.7553378289108814,0.8819270757489653,0.17233869029751744,0.8174672313034534,343.3501281738281,-1.875724916261038,0.665625,0.8249528489806178,0.191800205959073,2817.3703584508276,0.5881979789492909,1565.6395977099316,2661.756166702006,0.21005409061908722,0.038951605558395386,-0.0722884014248848,0.9976833462715149,0.9974395632743835,-1.0000203847885132
 TaskArithmetic,Code-Math-Instruction_Tuned,1,aim,ahn1376/TaskArithmetic___Code-Math-Instruction_Tuned___AIM,0.983294395904726,-0.08120178259140332,0.15384615384615385,0.9781851306557655,-0.32944488525390625,0.07692307692307693,0.008137015386519323,0.012819828510781006,1.0,0.6984951495890055,-0.24196151995887827,0.0,0.9857806580788762,0.02430410359220425,0.6410256410256411,1.0,1.0,1.0,0.15384615384615385,0.6153846153846154,0.8461538461538461,0.15384615384615385,0.5384615384615384,0.8461538461538461,-0.8461538461538461,0.6549429340795362,0.7735090518194219,0.1557380097453406,0.8741722665727139,287.529541015625,-1.8983225061444076,0.6937500000000001,0.8792468846253292,0.2595184946560161,2656.311962581473,0.5110405546498294,1360.2653477739968,2661.756166702006,0.269746208563447,0.08602897822856903,-0.09245997667312622,0.9976833462715149,0.9985648989677429,-1.0000203847885132
+DARETaskArithmetic,Code-Math-Instruction_Tuned,0,merge,ahn1376/DARETaskArithmetic___Code-Math-Instruction_Tuned,0.9768700522652949,-0.0951502910742148,0.1794871794871795,0.9677576467394828,-0.49471455812454224,0.07692307692307693,0.012341897543643737,0.015963111639113903,0.6666666666666666,0.6455818487086652,-0.30523576155840415,0.0,0.9806446754462715,0.010246311241230321,0.6923076923076923,1.0,1.0,1.0,0.15384615384615385,0.5384615384615384,0.8461538461538461,0.15384615384615385,0.5384615384615384,0.8461538461538461,-0.8461538461538461,0.7147230491799041,0.8340312459439129,0.16498499975885328,0.8180430196225643,343.74639892578125,-1.836243278489479,0.678125,0.8234862248160485,0.18988052769227814,2806.463459962808,0.5742513073933466,1528.5169586909296,2661.756166702006,0.20793154314160348,0.046360209584236145,-0.06382100284099579,0.997099757194519,0.9988958239555359,-1.000015139579773
+DARETaskArithmetic,Code-Math-Instruction_Tuned,1,aim,ahn1376/DARETaskArithmetic___Code-Math-Instruction_Tuned___AIM,0.9831783786756283,-0.08532022792554284,0.15384615384615385,0.9777072414755821,-0.3428449034690857,0.07692307692307693,0.00813687042063955,0.013382458646683526,1.0,0.6990720359624447,-0.24133265436300633,0.0,0.9856404839970935,0.008780713966874076,0.6410256410256411,1.0,1.0,1.0,0.15384615384615385,0.5384615384615384,0.8461538461538461,0.15384615384615385,0.5384615384615384,0.8461538461538461,-0.8461538461538461,0.6417745568427666,0.7559333547337312,0.1531925715314854,0.873606588691473,288.39385986328125,-1.8806294685107185,0.6875000000000001,0.8788073277147925,0.2511360816967749,2659.4169023075697,0.498749528285018,1327.5496325523632,2661.756166702006,0.2669282339513302,0.07028256356716156,-0.08589550852775574,0.997099757194519,0.9988159537315369,-1.000015139579773

tables/T1_paired_per_checkpoint.csv CHANGED Viewed

The diff for this file is too large to render. See raw diff

tables/T2_per_operator.csv CHANGED Viewed

@@ -1,295 +1,295 @@
 operator,metric,family,mean_without,mean_with,mean_diff_raw,n_pairs,mean_diff,median_diff,n_positive,p_wilcoxon,p_sign,q_bh
-ALL,beh_entropy_gap,behaviour,-1.0428358885384403,-0.9826370303928436,0.06019885814559654,16,0.12115977198320026,0.15238919291940284,12.0,0.00628662109375,0.076812744140625,0.0548193359375
-ALL,beh_js,behaviour,0.08491773140371593,0.07326275356336523,-0.011654977840350689,16,-0.2485557403186583,-0.22381647036834978,0.0,3.0517578125e-05,3.0517578125e-05,0.0003326416015625
-ALL,beh_js_to_base,behaviour,0.08960160711301804,0.07769059418763206,-0.011911012925385985,20,-0.23948851121034828,-0.2244874656853442,0.0,1.9073486328125e-06,1.9073486328125e-06,8.3160400390625e-05
-ALL,beh_kl_sym,behaviour,0.40477216644515823,0.34163001165417284,-0.0631421547909854,16,-0.2572763774449515,-0.2252955326568725,0.0,3.0517578125e-05,3.0517578125e-05,0.0003326416015625
-ALL,beh_kl_to_base,behaviour,0.3913996514478821,0.3301468381705516,-0.061252813277330495,20,-0.28169470948872694,-0.28835425938371406,0.0,1.9073486328125e-06,1.9073486328125e-06,8.3160400390625e-05
-ALL,beh_logit_cosine,behaviour,0.9249272048473358,0.947642105515115,0.02271490066777916,16,0.42116642229446233,0.27123710518930155,16.0,3.0517578125e-05,3.0517578125e-05,0.0003326416015625
-ALL,beh_logit_kl,behaviour,0.37230123675410653,0.31272088818143556,-0.059580348572671034,16,-0.2908238023889617,-0.25004246525889856,0.0,3.0517578125e-05,3.0517578125e-05,0.0003326416015625
-ALL,beh_logit_l2,behaviour,215.43051147460938,183.78585290908813,-31.644658565521244,16,-0.43524435878997325,-0.39361969585979983,0.0,3.0517578125e-05,3.0517578125e-05,0.0003326416015625
-ALL,beh_rank_corr,behaviour,0.9258976788741132,0.9465912883397893,0.020693609465675944,16,0.41205575289785357,0.27621378995542545,16.0,3.0517578125e-05,3.0517578125e-05,0.0003326416015625
-ALL,beh_topk_overlap,behaviour,0.758984375,0.7787109375,0.019726562499999996,16,0.3238935924054762,0.35916913217241087,16.0,0.00043199086688202514,3.0517578125e-05,0.004094522129577456
-ALL,grad_cosine,gradient,0.38996038839139935,0.45064193888033255,0.060681550488933304,16,0.3921571744580835,0.45321656063484056,14.0,0.00030517578125,0.004180908203125,0.003024014559659091
-ALL,grad_cosine_layer_late_minus_early,gradient,0.20383073511766267,0.19705047365278006,-0.00678026146488262,16,-0.044044079248149084,0.10492871872833494,11.0,0.348388671875,0.210113525390625,0.48999180947580645
-ALL,grad_cosine_layer_mean,gradient,0.40385169909131946,0.46035698642081113,0.05650528732949168,16,0.40212348415157206,0.43212764640990825,16.0,3.0517578125e-05,3.0517578125e-05,0.0003326416015625
-ALL,grad_cosine_layer_min,gradient,0.006996093899942936,0.024719896377064295,0.01772380247712136,16,0.10818894154100586,0.06616261519078263,9.0,0.348388671875,0.803619384765625,0.48999180947580645
-ALL,grad_l2,gradient,2531.1051713251086,2454.445438359392,-76.65973296571676,16,-0.40436276205833055,-0.6917745203797832,4.0,0.033538818359375,0.076812744140625,0.28121009239783656
-ALL,grad_norm_a,gradient,1758.0897171959136,1809.6941328509108,51.60441565499717,16,0.09194071311803827,0.03453654742581523,8.0,0.820892333984375,1.0,1.0
 ALL,grad_norm_b,gradient,2661.756166702006,2661.756166702006,0.0,0,,,,,,
-ALL,grad_norm_ratio,gradient,0.6477789600970192,0.6500551577753061,0.002276197678286785,16,0.013316400304512852,-0.10501566595918709,7.0,0.899932861328125,0.803619384765625,1.0
-ALL,act_deviation_from_base,other,0.2909211340174079,0.24877564283087844,-0.0421454911865294,20,-0.5111158417968739,-0.48141035398846777,0.0,1.9073486328125e-06,1.9073486328125e-06,8.3160400390625e-05
-ALL,cka_to_base,other,0.9741214978694913,0.9828484863042831,0.008726988434791572,20,0.5844676284923385,0.3942216092375521,20.0,1.9073486328125e-06,1.9073486328125e-06,8.3160400390625e-05
-ALL,qmd_raw_from_base,other,0.05631466960422178,0.0517850840132395,-0.0045295855909822675,20,-0.22259038161919803,-0.23759881154028703,0.0,1.9073486328125e-06,1.9073486328125e-06,8.3160400390625e-05
-ALL,geo_cka_late_minus_early,representation,-0.0641829240600248,-0.05146571665131659,0.012717207408708221,16,0.5993216915299464,0.6751921446305913,16.0,3.0517578125e-05,3.0517578125e-05,0.0003326416015625
-ALL,geo_cka_mean,representation,0.9880572680479457,0.9916637991338793,0.0036065310859336314,16,0.5720594730233889,0.5968484762168346,16.0,3.0517578125e-05,3.0517578125e-05,0.0003326416015625
-ALL,geo_cka_peak_depth,representation,0.17467948717948717,0.17307692307692304,-0.001602564102564116,16,-0.05050762722761094,0.0,4.0,0.8359375,0.75390625,1.0
-ALL,geo_procrustes_late_minus_early,representation,0.00931761936953933,0.0070853480022779625,-0.002232271367261369,16,-0.4763498651306714,-0.4626298505443803,0.0,3.0517578125e-05,3.0517578125e-05,0.0003326416015625
-ALL,geo_procrustes_mean,representation,0.005638815462363769,0.0036404416139499563,-0.0019983738484138126,16,-0.5520441090441455,-0.47015741011517104,0.0,3.0517578125e-05,3.0517578125e-05,0.0003326416015625
-ALL,geo_procrustes_peak_depth,representation,0.9182692307692308,1.0,0.08173076923076923,16,0.7422322535628753,0.0,4.0,,0.125,0.3562091503267974
-ALL,geo_rowwise_cosine_late_minus_early,representation,-0.19716608896851537,-0.13353865221142763,0.06362743675708772,16,0.4425300975362243,0.33608602012874855,16.0,3.0517578125e-05,3.0517578125e-05,0.0003326416015625
-ALL,geo_rowwise_cosine_mean,representation,0.9854494773782789,0.9898212771862746,0.00437179980799559,16,0.49984573175822977,0.38029180981863797,16.0,3.0517578125e-05,3.0517578125e-05,0.0003326416015625
-ALL,geo_rowwise_cosine_peak_depth,representation,0.0769230769230769,0.0769230769230769,0.0,0,,,,,,
-ALL,geo_subspace_overlap_late_minus_early,representation,-0.19513993742955665,-0.156988775357305,0.03815116207225166,16,0.5474673447493048,0.4927967490069251,16.0,3.0517578125e-05,3.0517578125e-05,0.0003326416015625
-ALL,geo_subspace_overlap_mean,representation,0.768013835525975,0.8000671639440521,0.0320533284180771,16,0.43625619736532617,0.4068211714791757,16.0,3.0517578125e-05,3.0517578125e-05,0.0003326416015625
-ALL,geo_subspace_overlap_peak_depth,representation,0.0,0.03365384615384615,0.03365384615384615,16,0.3535533905932738,0.0,1.0,,1.0,1.0
-ALL,geo_svcca_late_minus_early,representation,0.011149038542682975,0.014713304843738412,0.0035642663010554375,16,0.30910984439040023,-0.01496957309178244,6.0,0.820892333984375,0.454498291015625,1.0
-ALL,geo_svcca_mean,representation,0.9876135581544829,0.9896902101570659,0.0020766520025831403,16,0.4997963657272484,0.30797316844454214,14.0,0.000152587890625,0.004180908203125,0.0015840076264880952
-ALL,geo_svcca_peak_depth,representation,0.6169871794871795,0.5897435897435898,-0.027243589743589737,16,-0.6038719633292167,-0.568350083133381,0.0,0.001953125,0.001953125,0.017740885416666668
-ALL,ret_gain_over_identity,retrieval,-0.8461538461538461,-0.8461538461538461,0.0,0,,,,,,
 ALL,ret_identity_p_at_1,retrieval,1.0,1.0,0.0,0,,,,,,
 ALL,ret_identity_p_at_10,retrieval,1.0,1.0,0.0,0,,,,,,
 ALL,ret_identity_p_at_5,retrieval,1.0,1.0,0.0,0,,,,,,
-ALL,ret_procrustes_p_at_1,retrieval,0.1538461538461538,0.1538461538461538,0.0,0,,,,,,
-ALL,ret_procrustes_p_at_10,retrieval,0.8461538461538461,0.8461538461538461,0.0,0,,,,,,
-ALL,ret_procrustes_p_at_5,retrieval,0.5336538461538461,0.5721153846153846,0.03846153846153848,16,0.8441822541139559,0.8441822541139554,8.0,0.076171875,0.109375,0.3562091503267974
-ALL,ret_ridge_p_at_1,retrieval,0.1538461538461538,0.1538461538461538,0.0,0,,,,,,
-ALL,ret_ridge_p_at_10,retrieval,0.8461538461538461,0.8461538461538461,0.0,0,,,,,,
-ALL,ret_ridge_p_at_5,retrieval,0.5384615384615384,0.5384615384615384,0.0,0,,,,,,
-ALL,spectral_overcounting,weight space,-1.0000125914812088,-1.0000125616788864,2.9802322373817525e-08,16,0.0027825607775090353,0.0,4.0,0.15625,0.6875,0.3562091503267974
-ALL,subspace_overlap,weight space,0.998416006565094,0.9985493719577789,0.00013336539268490183,16,0.2598433714601452,0.31436693029845636,9.0,0.40374755859375,0.803619384765625,0.5642113318810096
-ALL,weight_cosine,weight space,0.9984652362763882,0.9984652549028397,1.8626451499248464e-08,16,1.8738330453797155e-05,0.0,3.0,,0.25,0.3562091503267974
-DARETaskArithmetic,beh_entropy_gap,behaviour,-1.1544607183630056,-1.108318539081259,0.04614217928174639,3,0.09286847114380493,0.19625097538901057,2.0,,1.0,1.0
-DARETaskArithmetic,beh_js,behaviour,0.09781744645037543,0.08642183503289176,-0.011395611417483673,3,-0.24302445453394217,-0.22472290578538956,0.0,,0.25,0.3562091503267974
-DARETaskArithmetic,beh_js_to_base,behaviour,0.11460933478285257,0.10311451916199893,-0.011494815620853626,4,-0.23112024954724675,-0.2244874656853442,0.0,,0.125,0.3562091503267974
-DARETaskArithmetic,beh_kl_sym,behaviour,0.4694621339938711,0.4063508375298454,-0.0631112964640257,3,-0.25715064339928134,-0.26432150224524825,0.0,,0.25,0.3562091503267974
-DARETaskArithmetic,beh_kl_to_base,behaviour,0.5022509778870359,0.43859794381926387,-0.06365303406777195,4,-0.2927330514373807,-0.31725919001983816,0.0,,0.125,0.3562091503267974
-DARETaskArithmetic,beh_logit_cosine,behaviour,0.9102410903821389,0.9370525026073059,0.026811412225166958,3,0.49712154715927276,0.3218363628282452,3.0,,0.25,0.3562091503267974
-DARETaskArithmetic,beh_logit_kl,behaviour,0.4314265049318151,0.37087228386796545,-0.06055422106384961,3,-0.29557747214269114,-0.3173916581217433,0.0,,0.25,0.3562091503267974
-DARETaskArithmetic,beh_logit_l2,behaviour,235.7764638264974,201.21412658691406,-34.562337239583336,3,-0.47537445471178447,-0.42036127185525707,0.0,,0.25,0.3562091503267974
-DARETaskArithmetic,beh_rank_corr,behaviour,0.911004988245336,0.936008361597715,0.025003373352378937,3,0.49787272968447777,0.32121924624180215,3.0,,0.25,0.3562091503267974
-DARETaskArithmetic,beh_topk_overlap,behaviour,0.7385416666666668,0.7593749999999999,0.020833333333333297,3,0.3420658401641989,0.41047900819703786,3.0,,0.25,0.3562091503267974
-DARETaskArithmetic,grad_cosine,gradient,0.35313639173555966,0.4178973392968341,0.06476094756127439,3,0.4185204564851901,0.46880071833078235,3.0,,0.25,0.3562091503267974
-DARETaskArithmetic,grad_cosine_layer_late_minus_early,gradient,0.20536658788720763,0.11839366642137371,-0.08697292146583392,3,-0.5649696940633472,-0.05018364720442004,1.0,,1.0,1.0
-DARETaskArithmetic,grad_cosine_layer_mean,gradient,0.355679141326497,0.414682713539029,0.059003572212532135,3,0.4199026879933883,0.4211293238509402,3.0,,0.25,0.3562091503267974
-DARETaskArithmetic,grad_cosine_layer_min,gradient,-0.008530360956986768,0.01991549630959831,0.02844585726658508,3,0.173638088828341,0.06379933898224478,2.0,,1.0,1.0
-DARETaskArithmetic,grad_l2,gradient,2568.6547932832323,2549.9790310245553,-18.675762258676514,3,-0.09851042416023566,-0.8199585427834839,1.0,,1.0,1.0
-DARETaskArithmetic,grad_norm_a,gradient,1714.4261687082333,1874.2216921488618,159.79552344062873,3,0.2846987838487213,-0.04461194349883372,1.0,,1.0,1.0
 DARETaskArithmetic,grad_norm_b,gradient,2661.756166702006,2661.756166702006,0.0,0,,,,,,
-DARETaskArithmetic,grad_norm_ratio,gradient,0.6440958755558956,0.6328493981028405,-0.011246477453055218,3,-0.06579507448284656,-0.055034970408560986,1.0,,1.0,1.0
-DARETaskArithmetic,act_deviation_from_base,other,0.3368888414464891,0.2870386422378942,-0.049850199208594875,4,-0.6045540297413006,-0.6458657290521284,0.0,,0.125,0.3562091503267974
-DARETaskArithmetic,cka_to_base,other,0.9630701072514057,0.9755296085029841,0.012459501251578353,4,0.8344430845898384,0.8572535910386834,4.0,,0.125,0.3562091503267974
-DARETaskArithmetic,qmd_raw_from_base,other,0.06632904456130037,0.06089247289720014,-0.005436571664100237,4,-0.2671609879326216,-0.31748988518449245,0.0,,0.125,0.3562091503267974
-DARETaskArithmetic,geo_cka_late_minus_early,representation,-0.07620371132606446,-0.06340427455608212,0.012799436769982332,3,0.6031969007884258,0.7266332143971171,3.0,,0.25,0.3562091503267974
-DARETaskArithmetic,geo_cka_mean,representation,0.9859898936275924,0.9903754182927574,0.00438552466516499,3,0.6956216012306751,0.7202306475219419,3.0,,0.25,0.3562091503267974
-DARETaskArithmetic,geo_cka_peak_depth,representation,0.18803418803418803,0.1623931623931624,-0.025641025641025633,3,-0.8081220356417683,-0.8081220356417675,0.0,,0.5,0.6566265060240963
-DARETaskArithmetic,geo_procrustes_late_minus_early,representation,0.011126208704278698,0.009013051123246067,-0.002113157581032633,3,-0.4509318819779904,-0.3975458683961354,0.0,,0.25,0.3562091503267974
-DARETaskArithmetic,geo_procrustes_mean,representation,0.006732064257676668,0.004199763052558933,-0.002532301205117734,3,-0.6995397601506026,-0.5922940101621558,0.0,,0.25,0.3562091503267974
-DARETaskArithmetic,geo_procrustes_peak_depth,representation,0.8803418803418803,1.0,0.11965811965811964,3,1.0866668287456474,0.0,1.0,,1.0,1.0
-DARETaskArithmetic,geo_rowwise_cosine_late_minus_early,representation,-0.24597209692001343,-0.16487048069636023,0.08110161622365318,3,0.564063365852951,0.47112865813913996,3.0,,0.25,0.3562091503267974
-DARETaskArithmetic,geo_rowwise_cosine_mean,representation,0.9823745260636011,0.9878241077065467,0.005449581642945585,3,0.6230729319106784,0.47677899117386174,3.0,,0.25,0.3562091503267974
-DARETaskArithmetic,geo_rowwise_cosine_peak_depth,representation,0.0769230769230769,0.0769230769230769,0.0,0,,,,,,
-DARETaskArithmetic,geo_subspace_overlap_late_minus_early,representation,-0.22553400817770106,-0.18503544174455286,0.04049856643314819,3,0.5811524846692672,0.4474515030428391,3.0,,0.25,0.3562091503267974
-DARETaskArithmetic,geo_subspace_overlap_mean,representation,0.7353283465393736,0.7710085197600551,0.035680173220681476,3,0.4856187316201479,0.41346154741439106,3.0,,0.25,0.3562091503267974
-DARETaskArithmetic,geo_subspace_overlap_peak_depth,representation,0.0,0.0,0.0,3,0.0,0.0,0.0,,,
-DARETaskArithmetic,geo_svcca_late_minus_early,representation,0.008445423695510467,0.013254066567883032,0.004808642872372567,3,0.4170280008449269,-0.0498131130769633,1.0,,1.0,1.0
-DARETaskArithmetic,geo_svcca_mean,representation,0.9857186997506258,0.9881448711964821,0.002426171445856218,3,0.5839166455245378,0.37264798508760455,3.0,,0.25,0.3562091503267974
-DARETaskArithmetic,geo_svcca_peak_depth,representation,0.6239316239316239,0.5982905982905983,-0.025641025641025623,3,-0.5683500831333802,-0.568350083133381,0.0,,0.5,0.6566265060240963
-DARETaskArithmetic,ret_gain_over_identity,retrieval,-0.8461538461538461,-0.8461538461538461,0.0,0,,,,,,
 DARETaskArithmetic,ret_identity_p_at_1,retrieval,1.0,1.0,0.0,0,,,,,,
 DARETaskArithmetic,ret_identity_p_at_10,retrieval,1.0,1.0,0.0,0,,,,,,
 DARETaskArithmetic,ret_identity_p_at_5,retrieval,1.0,1.0,0.0,0,,,,,,
-DARETaskArithmetic,ret_procrustes_p_at_1,retrieval,0.1538461538461538,0.1538461538461538,0.0,0,,,,,,
-DARETaskArithmetic,ret_procrustes_p_at_10,retrieval,0.8461538461538461,0.8461538461538461,0.0,0,,,,,,
-DARETaskArithmetic,ret_procrustes_p_at_5,retrieval,0.5128205128205128,0.564102564102564,0.0512820512820513,3,1.1255763388186077,1.6883645082279108,2.0,,0.5,0.6566265060240963
-DARETaskArithmetic,ret_ridge_p_at_1,retrieval,0.1538461538461538,0.1538461538461538,0.0,0,,,,,,
-DARETaskArithmetic,ret_ridge_p_at_10,retrieval,0.8461538461538461,0.8461538461538461,0.0,0,,,,,,
-DARETaskArithmetic,ret_ridge_p_at_5,retrieval,0.5384615384615384,0.5384615384615384,0.0,0,,,,,,
-DARETaskArithmetic,spectral_overcounting,weight space,-1.0000107288360596,-1.00001060962677,1.1920928955078125e-07,3,0.011130243115219063,0.011130243115219065,2.0,,0.5,0.6566265060240963
-DARETaskArithmetic,subspace_overlap,weight space,0.9985449910163879,0.998623788356781,7.879734039291837e-05,3,0.15352533500324286,0.5772877763254677,2.0,,1.0,1.0
-DARETaskArithmetic,weight_cosine,weight space,0.998074452082316,0.998074491818746,3.9736429850260414e-08,3,3.997510495320871e-05,0.0,1.0,,1.0,1.0
-DARETies,beh_entropy_gap,behaviour,-1.0884789358370692,-1.052770485287832,0.035708450549237325,3,0.07186893339330636,0.159475470041479,2.0,,1.0,1.0
-DARETies,beh_js,behaviour,0.09557879048245654,0.0832090208818138,-0.01236976960064274,3,-0.2637994926094582,-0.2631704007436358,0.0,,0.25,0.3562091503267974
-DARETies,beh_js_to_base,behaviour,0.11116158053776601,0.09826362529325261,-0.012897955244513424,4,-0.25933244456336824,-0.26965584053147773,0.0,,0.125,0.3562091503267974
-DARETies,beh_kl_sym,behaviour,0.45665886361635066,0.3876578719565636,-0.06900099165978706,3,-0.28114854859013727,-0.2461978284214134,0.0,,0.25,0.3562091503267974
-DARETies,beh_kl_to_base,behaviour,0.4986900258135608,0.4236684856389529,-0.07502154017460796,4,-0.345015515764145,-0.35956052892945745,0.0,,0.125,0.3562091503267974
-DARETies,beh_logit_cosine,behaviour,0.9137110443164905,0.9399025297413269,0.026191485424836552,3,0.485627226475319,0.3094813915550347,3.0,,0.25,0.3562091503267974
-DARETies,beh_logit_kl,behaviour,0.4283137537367529,0.3599303357363748,-0.06838341800037807,3,-0.33379337515903607,-0.29986793540297496,0.0,,0.25,0.3562091503267974
-DARETies,beh_logit_l2,behaviour,232.82964070638022,199.15103658040366,-33.67860412597656,3,-0.46321948544337427,-0.4126329754908474,0.0,,0.25,0.3562091503267974
-DARETies,beh_rank_corr,behaviour,0.9146818940288611,0.938446229026837,0.023764334997976033,3,0.4732007224718333,0.3135162297031541,3.0,,0.25,0.3562091503267974
-DARETies,beh_topk_overlap,behaviour,0.7333333333333334,0.7552083333333334,0.02187500000000005,3,0.35916913217241025,0.5130987602462991,3.0,,0.25,0.3562091503267974
-DARETies,grad_cosine,gradient,0.34683836731467954,0.4029147340374523,0.056076366722772664,3,0.3623959729224182,0.3858439555226103,2.0,,1.0,1.0
-DARETies,grad_cosine_layer_late_minus_early,gradient,0.20652714651077986,0.2300394500295321,0.02351230351875226,3,0.1527341924570437,0.18815390274966942,3.0,,0.25,0.3562091503267974
-DARETies,grad_cosine_layer_mean,gradient,0.35457877826411277,0.40499176774173967,0.050412989477626964,3,0.3587672576024447,0.4189613057381971,3.0,,0.25,0.3562091503267974
-DARETies,grad_cosine_layer_min,gradient,-0.011175774037837968,-0.015305541455745664,-0.004129767417907697,3,-0.025208764672857802,-0.09316411521107182,1.0,,1.0,1.0
-DARETies,grad_l2,gradient,2590.914599364002,2507.040807484295,-83.87379187970662,3,-0.4424152920536675,-0.660788018485992,1.0,,1.0,1.0
-DARETies,grad_norm_a,gradient,1772.3379937469726,1738.8027723676114,-33.53522137936087,3,-0.05974783609222308,-0.2687767598450147,1.0,,1.0,1.0
 DARETies,grad_norm_b,gradient,2661.756166702006,2661.756166702006,0.0,0,,,,,,
-DARETies,grad_norm_ratio,gradient,0.6658528740981378,0.6532539659791751,-0.01259890811896273,3,-0.0737071764514587,-0.3315731139345208,1.0,,1.0,1.0
-DARETies,act_deviation_from_base,other,0.33776009783614425,0.2851606332696974,-0.05259946456644687,4,-0.6378955103633283,-0.6735627974751665,0.0,,0.125,0.3562091503267974
-DARETies,cka_to_base,other,0.9640446797013282,0.9774078104645014,0.013363130763173137,4,0.8949613494670974,0.8944943757651928,4.0,,0.125,0.3562091503267974
-DARETies,qmd_raw_from_base,other,0.06239976899221724,0.057296373632227476,-0.005103395359989763,4,-0.25078822287745417,-0.2952427263264752,0.0,,0.125,0.3562091503267974
-DARETies,geo_cka_late_minus_early,representation,-0.07459035530614988,-0.060885078469397426,0.01370527683675244,3,0.645886273040113,0.8351443308385373,3.0,,0.25,0.3562091503267974
-DARETies,geo_cka_mean,representation,0.9857973618464971,0.9898608855119831,0.004063523665486013,3,0.6445465604781359,0.7163145931008301,3.0,,0.25,0.3562091503267974
-DARETies,geo_cka_peak_depth,representation,0.19658119658119655,0.17094017094017092,-0.025641025641025633,3,-0.8081220356417683,-0.8081220356417701,0.0,,0.5,0.6566265060240963
-DARETies,geo_procrustes_late_minus_early,representation,0.011008858105735299,0.008464135334459234,-0.0025447227712760666,3,-0.5430246369998676,-0.5501277541772608,0.0,,0.25,0.3562091503267974
-DARETies,geo_procrustes_mean,representation,0.0069422228578066335,0.004551400520425,-0.0023908223373816334,3,-0.6604566949123625,-0.5985301374996338,0.0,,0.25,0.3562091503267974
-DARETies,geo_procrustes_peak_depth,representation,0.8974358974358975,1.0,0.10256410256410257,3,0.9314287103534121,0.0,1.0,,1.0,1.0
-DARETies,geo_rowwise_cosine_late_minus_early,representation,-0.2326529026031494,-0.15772012869517005,0.07493277390797932,3,0.5211589439435356,0.42461639453654176,3.0,,0.25,0.3562091503267974
-DARETies,geo_rowwise_cosine_mean,representation,0.9828890065352122,0.9879991536339124,0.0051101470987001685,3,0.5842639938064972,0.4557349277983103,3.0,,0.25,0.3562091503267974
-DARETies,geo_rowwise_cosine_peak_depth,representation,0.0769230769230769,0.0769230769230769,0.0,0,,,,,,
-DARETies,geo_subspace_overlap_late_minus_early,representation,-0.2240126618696473,-0.182468634415505,0.04154402745414227,3,0.5961548001457548,0.56776422783605,3.0,,0.25,0.3562091503267974
-DARETies,geo_subspace_overlap_mean,representation,0.7357707711328775,0.770734308403627,0.03496353727074956,3,0.4758650838761505,0.4343612252328673,3.0,,0.25,0.3562091503267974
 DARETies,geo_subspace_overlap_peak_depth,representation,0.0,0.0,0.0,3,0.0,0.0,0.0,,,
-DARETies,geo_svcca_late_minus_early,representation,0.0082693656245428,0.020560880005581168,0.012291514381038366,3,1.0659776169137711,0.04259525660704891,2.0,,1.0,1.0
-DARETies,geo_svcca_mean,representation,0.9865702550736947,0.9881708783342743,0.0016006232605795627,3,0.38522857346395273,0.1980505645584569,2.0,,1.0,1.0
-DARETies,geo_svcca_peak_depth,representation,0.6324786324786326,0.5982905982905983,-0.03418803418803418,3,-0.757800110844507,-1.1367001662667595,0.0,,0.5,0.6566265060240963
-DARETies,ret_gain_over_identity,retrieval,-0.8461538461538461,-0.8461538461538461,0.0,0,,,,,,
 DARETies,ret_identity_p_at_1,retrieval,1.0,1.0,0.0,0,,,,,,
 DARETies,ret_identity_p_at_10,retrieval,1.0,1.0,0.0,0,,,,,,
 DARETies,ret_identity_p_at_5,retrieval,1.0,1.0,0.0,0,,,,,,
-DARETies,ret_procrustes_p_at_1,retrieval,0.1538461538461538,0.1538461538461538,0.0,0,,,,,,
-DARETies,ret_procrustes_p_at_10,retrieval,0.8461538461538461,0.8461538461538461,0.0,0,,,,,,
-DARETies,ret_procrustes_p_at_5,retrieval,0.5384615384615384,0.5641025641025641,0.02564102564102566,3,0.5627881694093041,0.0,1.0,,1.0,1.0
-DARETies,ret_ridge_p_at_1,retrieval,0.1538461538461538,0.1538461538461538,0.0,0,,,,,,
-DARETies,ret_ridge_p_at_10,retrieval,0.8461538461538461,0.8461538461538461,0.0,0,,,,,,
-DARETies,ret_ridge_p_at_5,retrieval,0.5384615384615384,0.5384615384615384,0.0,0,,,,,,
-DARETies,spectral_overcounting,weight space,-1.0000147620836894,-1.0000147422154744,1.9868214925130207e-08,3,0.0018550405192031775,0.0,1.0,,1.0,1.0
-DARETies,subspace_overlap,weight space,0.9986281196276346,0.9981141885121664,-0.0005139311154684171,3,-1.001321190251366,-0.7281420956674942,1.0,,1.0,1.0
 DARETies,weight_cosine,weight space,0.998383084932963,0.998383084932963,0.0,3,0.0,0.0,0.0,,,
-TaskArithmetic,beh_entropy_gap,behaviour,-1.3433440114354882,-1.311114778054026,0.032229233381462385,4,0.06486645574318033,0.0731611975140512,2.0,,1.0,1.0
-TaskArithmetic,beh_js,behaviour,0.11828941797864842,0.1048781427235025,-0.013411275255145919,4,-0.2860107925833513,-0.2861106027403112,0.0,,0.125,0.3562091503267974
-TaskArithmetic,beh_js_to_base,behaviour,0.11828941798400094,0.10487814272795715,-0.013411275256043792,4,-0.26965350173172015,-0.2697476036302775,0.0,,0.125,0.3562091503267974
-TaskArithmetic,beh_kl_sym,behaviour,0.584047633694659,0.5050055111398835,-0.07904212255477544,4,-0.3220617196826451,-0.3218331296228316,0.0,,0.125,0.3562091503267974
-TaskArithmetic,beh_kl_to_base,behaviour,0.5235534670416927,0.44819312951924684,-0.07536033752244589,4,-0.3465736061663384,-0.36810429810840517,0.0,,0.125,0.3562091503267974
-TaskArithmetic,beh_logit_cosine,behaviour,0.8879526522941887,0.9212924656458199,0.03333981335163119,4,0.6181673481491172,0.6410495378109387,4.0,,0.125,0.3562091503267974
-TaskArithmetic,beh_logit_kl,behaviour,0.5235531027445282,0.44819303509953146,-0.07536006764499664,4,-0.36784782140163896,-0.39070024509414564,0.0,,0.125,0.3562091503267974
-TaskArithmetic,beh_logit_l2,behaviour,261.5765686035156,222.82869720458984,-38.74787139892579,4,-0.5329427842168917,-0.56511782014952,0.0,,0.125,0.3562091503267974
-TaskArithmetic,beh_rank_corr,behaviour,0.8904745565170832,0.9219215057022018,0.03144694918511867,4,0.6261786443929758,0.6561614967345596,4.0,,0.125,0.3562091503267974
-TaskArithmetic,beh_topk_overlap,behaviour,0.71328125,0.7367187500000001,0.023437500000000028,4,0.3848240701847248,0.4104790081970406,4.0,,0.125,0.3562091503267974
-TaskArithmetic,grad_cosine,gradient,0.312977375372471,0.37336112999005544,0.06038375461758439,4,0.3902326556128577,0.4659651514420239,3.0,,0.625,0.7830459770114943
-TaskArithmetic,grad_cosine_layer_late_minus_early,gradient,0.14374628197401756,0.19086062582209706,0.047114343848079485,4,0.3060513086282997,0.2722741551058906,4.0,,0.125,0.3562091503267974
-TaskArithmetic,grad_cosine_layer_mean,gradient,0.3203213346889243,0.371092269232031,0.050770934543106695,4,0.3613145965094437,0.43212764640990825,4.0,,0.125,0.3562091503267974
-TaskArithmetic,grad_cosine_layer_min,gradient,-0.01666057854890822,-0.04112801514565942,-0.024467436596751203,4,-0.14935316905281365,-0.1269615550531113,1.0,,0.625,0.7830459770114943
-TaskArithmetic,grad_l2,gradient,2654.713922769785,2536.666638589557,-118.04728418022762,4,-0.6226727388412473,-0.8780913924232137,1.0,,0.625,0.7830459770114943
-TaskArithmetic,grad_norm_a,gradient,1772.3041944911615,1649.891961808784,-122.41223268237769,4,-0.21809505687328096,-0.2910944675223055,1.0,,0.625,0.7830459770114943
 TaskArithmetic,grad_norm_b,gradient,2661.756166702006,2661.756166702006,0.0,0,,,,,,
-TaskArithmetic,grad_norm_ratio,gradient,0.6658401759944444,0.6198509023661053,-0.04598927362833913,4,-0.2690502600853547,-0.3591050770205656,1.0,,0.625,0.7830459770114943
-TaskArithmetic,act_deviation_from_base,other,0.33116828347556293,0.28389220156241207,-0.04727608191315084,4,-0.5733366422745889,-0.622649238772316,0.0,,0.125,0.3562091503267974
-TaskArithmetic,cka_to_base,other,0.9664460539817811,0.9768369819968938,0.01039092801511285,4,0.695905706786084,0.7575500526611205,4.0,,0.125,0.3562091503267974
-TaskArithmetic,qmd_raw_from_base,other,0.05946221190041548,0.05463345322278232,-0.004828758677633161,4,-0.23729217943054587,-0.2824773273777593,0.0,,0.125,0.3562091503267974
-TaskArithmetic,geo_cka_late_minus_early,representation,-0.08012092180923643,-0.0671708966580325,0.012950025151203927,4,0.6102936540659325,0.6083148405785892,4.0,,0.125,0.3562091503267974
-TaskArithmetic,geo_cka_mean,representation,0.9837442493257469,0.9883707569416232,0.004626507615876324,4,0.7338457497287214,0.8550872993751933,4.0,,0.125,0.3562091503267974
-TaskArithmetic,geo_cka_peak_depth,representation,0.1794871794871795,0.18589743589743588,0.0064102564102563805,4,0.20203050891044125,0.0,1.0,,1.0,1.0
-TaskArithmetic,geo_procrustes_late_minus_early,representation,0.0124624550209234,0.00998760020537625,-0.00247485481554715,4,-0.5281153424685058,-0.5345188169913357,0.0,,0.125,0.3562091503267974
-TaskArithmetic,geo_procrustes_mean,representation,0.008169897145464625,0.005339459298386525,-0.0028304378470781,4,-0.7818990129075685,-0.8947992786890966,0.0,,0.125,0.3562091503267974
-TaskArithmetic,geo_procrustes_peak_depth,representation,0.8397435897435896,1.0,0.16025641025641027,4,1.4553573599272065,1.3971430655301182,2.0,,0.5,0.6566265060240963
-TaskArithmetic,geo_rowwise_cosine_late_minus_early,representation,-0.29953473806381226,-0.20402134954929346,0.09551338851451874,4,0.6642975309018231,0.7392075049062166,4.0,,0.125,0.3562091503267974
-TaskArithmetic,geo_rowwise_cosine_mean,representation,0.9791039474308489,0.985390854254365,0.006286906823516014,4,0.7188077404525428,0.7738376365115859,4.0,,0.125,0.3562091503267974
-TaskArithmetic,geo_rowwise_cosine_peak_depth,representation,0.0769230769230769,0.0769230769230769,0.0,0,,,,,,
-TaskArithmetic,geo_subspace_overlap_late_minus_early,representation,-0.24571107179250098,-0.20141889710413413,0.044292174688366846,4,0.6355905810651348,0.5963816605202169,4.0,,0.125,0.3562091503267974
-TaskArithmetic,geo_subspace_overlap_mean,representation,0.7138209721561256,0.7526784596931255,0.03885748753699983,4,0.5288630101360017,0.5541193550205078,4.0,,0.125,0.3562091503267974
 TaskArithmetic,geo_subspace_overlap_peak_depth,representation,0.0,0.0,0.0,4,0.0,0.0,0.0,,,
-TaskArithmetic,geo_svcca_late_minus_early,representation,0.0155721283630322,0.016738659404402473,0.0011665310413702746,4,0.10116702799893534,-0.05625946963047415,1.0,,0.625,0.7830459770114943
-TaskArithmetic,geo_svcca_mean,representation,0.9843406543029858,0.9878990639727042,0.0035584096697184042,4,0.8564170686671195,0.9190367529376102,3.0,,0.625,0.7830459770114943
-TaskArithmetic,geo_svcca_peak_depth,representation,0.6474358974358975,0.6089743589743589,-0.038461538461538436,4,-0.8525251247000702,-1.1367001662667595,0.0,,0.25,0.3562091503267974
-TaskArithmetic,ret_gain_over_identity,retrieval,-0.8461538461538461,-0.8461538461538461,0.0,0,,,,,,
 TaskArithmetic,ret_identity_p_at_1,retrieval,1.0,1.0,0.0,0,,,,,,
 TaskArithmetic,ret_identity_p_at_10,retrieval,1.0,1.0,0.0,0,,,,,,
 TaskArithmetic,ret_identity_p_at_5,retrieval,1.0,1.0,0.0,0,,,,,,
-TaskArithmetic,ret_procrustes_p_at_1,retrieval,0.1538461538461538,0.1538461538461538,0.0,0,,,,,,
-TaskArithmetic,ret_procrustes_p_at_10,retrieval,0.8461538461538461,0.8461538461538461,0.0,0,,,,,,
-TaskArithmetic,ret_procrustes_p_at_5,retrieval,0.5192307692307692,0.5961538461538461,0.07692307692307696,4,1.6883645082279115,2.532546762341868,3.0,,0.625,0.7830459770114943
-TaskArithmetic,ret_ridge_p_at_1,retrieval,0.1538461538461538,0.1538461538461538,0.0,0,,,,,,
-TaskArithmetic,ret_ridge_p_at_10,retrieval,0.8461538461538461,0.8461538461538461,0.0,0,,,,,,
-TaskArithmetic,ret_ridge_p_at_5,retrieval,0.5384615384615384,0.5384615384615384,0.0,0,,,,,,
-TaskArithmetic,spectral_overcounting,weight space,-1.000015750527382,-1.000015765428543,-1.4901161193847656e-08,4,-0.0013912803894023831,0.0,0.0,,1.0,1.0
-TaskArithmetic,subspace_overlap,weight space,0.9980248063802719,0.9988244324922562,0.0007996261119842252,4,1.557956983161727,1.6319325038857648,4.0,,0.125,0.3562091503267974
 TaskArithmetic,weight_cosine,weight space,0.9982685446739197,0.9982685446739197,0.0,4,0.0,0.0,0.0,,,
-Ties,beh_entropy_gap,behaviour,-0.5561100728313887,-0.5040561748859319,0.05205389794545671,3,0.10476674475543431,0.11146577056111401,3.0,,0.25,0.3562091503267974
-Ties,beh_js,behaviour,0.04285265309416467,0.035303192760372464,-0.0075494603337922005,3,-0.1610008811664634,-0.1654738516266578,0.0,,0.25,0.3562091503267974
-Ties,beh_js_to_base,behaviour,0.03939894525579118,0.0323278167254594,-0.007071128530331775,4,-0.14217548540283342,-0.1457327405770567,0.0,,0.125,0.3562091503267974
-Ties,beh_kl_sym,behaviour,0.18661376397680854,0.15171793276264864,-0.0348958312141599,3,-0.14218509128217563,-0.1423133779101393,0.0,,0.25,0.3562091503267974
-Ties,beh_kl_to_base,behaviour,0.16903157256444928,0.13728174127403456,-0.03174983129041474,4,-0.14601385672157424,-0.14725237517741374,0.0,,0.125,0.3562091503267974
-Ties,beh_logit_cosine,behaviour,0.9695250249157349,0.9781469305356344,0.008621905619899358,3,0.15986233866496408,0.14636196683492358,3.0,,0.25,0.3562091503267974
-Ties,beh_logit_kl,behaviour,0.18502734651890862,0.15078100956065843,-0.03424633695825017,3,-0.16716333775630754,-0.16921816477285848,0.0,,0.25,0.3562091503267974
-Ties,beh_logit_l2,behaviour,160.32354736328125,139.3198038736979,-21.003743489583343,3,-0.28888796029776964,-0.29353233957339403,0.0,,0.25,0.3562091503267974
-Ties,beh_rank_corr,behaviour,0.9657206828181212,0.9740947679494433,0.008374085131322132,3,0.1667466451099835,0.16992477593175484,3.0,,0.25,0.3562091503267974
-Ties,beh_topk_overlap,behaviour,0.8083333333333332,0.8229166666666666,0.014583333333333282,3,0.23944608811493873,0.20523950409851893,3.0,,0.25,0.3562091503267974
-Ties,grad_cosine,gradient,0.46979686978068197,0.5325026666582778,0.06270579687759582,3,0.4052389552924353,0.5607642868192079,3.0,,0.25,0.3562091503267974
-Ties,grad_cosine_layer_late_minus_early,gradient,0.3250532485544681,0.3309347828229268,0.005881534268458721,3,0.038206013553075444,0.0936865938943336,2.0,,1.0,1.0
-Ties,grad_cosine_layer_mean,gradient,0.4810138054502507,0.5481639372340092,0.0671501317837586,3,0.4778781991969236,0.5307665873583879,3.0,,0.25,0.3562091503267974
-Ties,grad_cosine_layer_min,gradient,-0.020382449030876132,0.018208054825663567,0.0385905038565397,3,0.23556264357845827,0.34858609460063333,2.0,,1.0,1.0
-Ties,grad_l2,gradient,2365.1559311683773,2296.008244291482,-69.14768687689518,3,-0.3647384170773243,-0.6690343780551649,1.0,,1.0,1.0
-Ties,grad_norm_a,gradient,1528.5726613298314,1691.1207415391507,162.54808020931955,3,0.2896028609320321,0.3474199023565865,3.0,,0.25,0.3562091503267974
 Ties,grad_norm_b,gradient,2661.756166702006,2661.756166702006,0.0,0,,,,,,
-Ties,grad_norm_ratio,gradient,0.5742722344187438,0.6353402173702857,0.06106798295154183,3,0.3572649750631365,0.4285902506363493,3.0,,0.25,0.3562091503267974
-Ties,act_deviation_from_base,other,0.22816263106651602,0.1956928054336458,-0.0324698256328702,4,-0.3937750348641458,-0.40788409954781824,0.0,,0.125,0.3562091503267974
-Ties,cka_to_base,other,0.9887393102049828,0.9927884653210641,0.0040491551160812544,4,0.27118176055542725,0.2504462520129581,4.0,,0.125,0.3562091503267974
-Ties,qmd_raw_from_base,other,0.04966904322950514,0.0457828706928355,-0.0038861725366696395,4,-0.19097213433773666,-0.21927098435309408,0.0,,0.125,0.3562091503267974
-Ties,geo_cka_late_minus_early,representation,-0.04481075680862753,-0.032290302969732475,0.012520453838895065,3,0.5900493191855095,0.6237510748640656,3.0,,0.25,0.3562091503267974
-Ties,geo_cka_mean,representation,0.9926429332403867,0.9951746923980699,0.002531759157683111,3,0.4015816791972584,0.4892764228007831,3.0,,0.25,0.3562091503267974
-Ties,geo_cka_peak_depth,representation,0.1452991452991453,0.14529914529914525,-2.7755575615628914e-17,3,-8.511709855459534e-16,0.0,1.0,,1.0,1.0
-Ties,geo_procrustes_late_minus_early,representation,0.005369072050713501,0.003423898550023733,-0.001945173500689767,3,-0.4150853468349111,-0.3858130781590993,0.0,,0.25,0.3562091503267974
-Ties,geo_procrustes_mean,representation,0.002850789688736633,0.0018073360439489336,-0.0010434536447876998,3,-0.2882505884086261,-0.34657702652336675,0.0,,0.25,0.3562091503267974
-Ties,geo_procrustes_peak_depth,representation,1.0,1.0,0.0,3,0.0,0.0,0.0,,,
-Ties,geo_rowwise_cosine_late_minus_early,representation,-0.08370047807693477,-0.0576141476631164,0.02608633041381837,3,0.18143095071487828,0.22731226693645565,3.0,,0.25,0.3562091503267974
-Ties,geo_rowwise_cosine_mean,representation,0.9924852669239045,0.9946321467558543,0.002146879831949944,3,0.2454615416367866,0.2835908127788428,3.0,,0.25,0.3562091503267974
-Ties,geo_rowwise_cosine_peak_depth,representation,0.0769230769230769,0.0769230769230769,0.0,0,,,,,,
-Ties,geo_subspace_overlap_late_minus_early,representation,-0.14291387452982857,-0.10823257036259316,0.0346813041672354,3,0.49767505034110143,0.5381419949710111,3.0,,0.25,0.3562091503267974
-Ties,geo_subspace_overlap_mean,representation,0.8320244241322247,0.8569643312460382,0.024939907113813515,3,0.3394402259323758,0.31180246249303,3.0,,0.25,0.3562091503267974
-Ties,geo_subspace_overlap_peak_depth,representation,0.0,0.0,0.0,3,0.0,0.0,0.0,,,
-Ties,geo_svcca_late_minus_early,representation,0.005870756960197333,0.008952131176372167,0.0030813742161748332,3,0.2672311842098747,0.11270239319752041,2.0,,1.0,1.0
-Ties,geo_svcca_mean,representation,0.9913281094730486,0.9921272822932882,0.0007991728202395206,3,0.1923402046403857,0.13858528643771498,3.0,,0.25,0.3562091503267974
-Ties,geo_svcca_peak_depth,representation,0.5897435897435898,0.5641025641025641,-0.02564102564102566,3,-0.568350083133381,-0.568350083133381,0.0,,0.5,0.6566265060240963
-Ties,ret_gain_over_identity,retrieval,-0.8461538461538461,-0.8461538461538461,0.0,0,,,,,,
 Ties,ret_identity_p_at_1,retrieval,1.0,1.0,0.0,0,,,,,,
 Ties,ret_identity_p_at_10,retrieval,1.0,1.0,0.0,0,,,,,,
 Ties,ret_identity_p_at_5,retrieval,1.0,1.0,0.0,0,,,,,,
-Ties,ret_procrustes_p_at_1,retrieval,0.1538461538461538,0.1538461538461538,0.0,0,,,,,,
-Ties,ret_procrustes_p_at_10,retrieval,0.8461538461538461,0.8461538461538461,0.0,0,,,,,,
-Ties,ret_procrustes_p_at_5,retrieval,0.564102564102564,0.5641025641025641,0.0,3,0.0,0.0,1.0,,1.0,1.0
-Ties,ret_ridge_p_at_1,retrieval,0.1538461538461538,0.1538461538461538,0.0,0,,,,,,
-Ties,ret_ridge_p_at_10,retrieval,0.8461538461538461,0.8461538461538461,0.0,0,,,,,,
-Ties,ret_ridge_p_at_5,retrieval,0.5384615384615384,0.5384615384615384,0.0,0,,,,,,
-Ties,spectral_overcounting,weight space,-1.0000136693318684,-1.0000136693318684,0.0,3,0.0,0.0,0.0,,,
-Ties,subspace_overlap,weight space,0.9982004563013712,0.9985392888387045,0.00033883253733320756,3,0.6601666825896392,0.05760103340525835,2.0,,1.0,1.0
-Ties,weight_cosine,weight space,0.9986462990442911,0.9986462990442911,0.0,3,0.0,0.0,0.0,,,
-WIDEN,beh_entropy_gap,behaviour,-0.9716163299262335,-0.8274325921014422,0.1441837378247913,3,0.2901926936269486,0.23347840107142026,3.0,,0.25,0.3562091503267974
-WIDEN,beh_js,behaviour,0.058926453487957074,0.04596311336486656,-0.0129633401230905,3,-0.276458063278512,-0.180198252243848,0.0,,0.25,0.3562091503267974
-WIDEN,beh_js_to_base,behaviour,0.06454875700467955,0.04986886702949225,-0.0146798899751873,4,-0.2951608748065728,-0.2842973453844067,0.0,,0.125,0.3562091503267974
-WIDEN,beh_kl_sym,behaviour,0.267319947860935,0.20295940505335283,-0.0643605428075822,3,-0.26224077019128705,-0.15342865048334994,0.0,,0.25,0.3562091503267974
-WIDEN,beh_kl_to_base,behaviour,0.26347221393267195,0.20299289060126002,-0.06047932333141193,4,-0.2781375173541965,-0.2638438268525618,0.0,,0.125,0.3562091503267974
-WIDEN,beh_logit_cosine,behaviour,0.955531063179175,0.9705993123352528,0.01506824915607774,3,0.27938667573875353,0.19322100170399012,3.0,,0.25,0.3562091503267974
-WIDEN,beh_logit_kl,behaviour,0.2427681871750544,0.18867039433661562,-0.054097792838438796,3,-0.26406233248090905,-0.17142097975702952,0.0,,0.25,0.3562091503267974
-WIDEN,beh_logit_l2,behaviour,171.26431783040366,143.4013188680013,-27.86299896240234,3,-0.3832309674710734,-0.35827885809931653,0.0,,0.25,0.3562091503267974
-WIDEN,beh_rank_corr,behaviour,0.9594139802135085,0.9707088383019449,0.011294858088436369,3,0.2249057256649564,0.16458120838375648,3.0,,0.25,0.3562091503267974
-WIDEN,beh_topk_overlap,behaviour,0.8166666666666668,0.8333333333333334,0.016666666666666646,3,0.2736526721313592,0.25654938012314776,3.0,,0.25,0.3562091503267974
-WIDEN,grad_cosine,gradient,0.4927139420932471,0.552294094049136,0.05958015195588887,3,0.38503933825925807,0.3825178068977635,3.0,,0.25,0.3562091503267974
-WIDEN,grad_cosine_layer_late_minus_early,gradient,0.15848856170972186,0.1170871257781982,-0.04140143593152368,3,-0.2689406794413,-0.021553560093807957,1.0,,1.0,1.0
-WIDEN,grad_cosine_layer_mean,gradient,0.535508890527611,0.5926091500868399,0.05710025955922898,3,0.406357642003036,0.4427726602833898,3.0,,0.25,0.3562091503267974
-WIDEN,grad_cosine_layer_min,gradient,0.09961518955727416,0.16385879119237262,0.06424360163509846,3,0.39215327922184134,0.31916069414160625,3.0,,0.25,0.3562091503267974
-WIDEN,grad_l2,gradient,2434.883692891923,2355.1254036636824,-79.75828922824091,3,-0.42070694589820556,-0.3325652779851429,0.0,,0.25,0.3562091503267974
-WIDEN,grad_norm_a,gradient,1998.0694086049546,2147.7008867375225,149.63147813256774,3,0.26659007043871513,0.1586000317328185,2.0,,1.0,1.0
 WIDEN,grad_norm_b,gradient,2661.756166702006,2661.756166702006,0.0,0,,,,,,
-WIDEN,grad_norm_ratio,gradient,0.6828132351187332,0.7190493901945243,0.03623615507579114,3,0.21199175760904368,-0.1549963615098132,1.0,,1.0,1.0
-WIDEN,act_deviation_from_base,other,0.2206258162623271,0.19209393165074284,-0.028531884611584242,4,-0.34601799174100545,-0.36201251102250254,0.0,,0.125,0.3562091503267974
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-WIDEN,qmd_raw_from_base,other,0.04371327933767065,0.04032024962115212,-0.0033930297165185334,4,-0.16673838351763168,-0.1959796370650349,0.0,,0.125,0.3562091503267974
-WIDEN,geo_cka_late_minus_early,representation,-0.039876209133641864,-0.028342970601099766,0.0115332385325421,3,0.5435249897244226,0.3640665924006093,3.0,,0.25,0.3562091503267974
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-WIDEN,geo_cka_peak_depth,representation,0.1623931623931624,0.19658119658119655,0.03418803418803417,3,1.0774960475223576,1.616244071283535,2.0,,0.5,0.6566265060240963
-WIDEN,geo_procrustes_late_minus_early,representation,0.005573224415584399,0.0035706373972517664,-0.0020025870183326333,3,-0.42733695825947077,-0.27389273190602,0.0,,0.25,0.3562091503267974
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 WIDEN,geo_procrustes_peak_depth,representation,1.0,1.0,0.0,3,0.0,0.0,0.0,,,
-WIDEN,geo_rowwise_cosine_late_minus_early,representation,-0.08984734614690143,-0.05997292200724277,0.029874424139658667,3,0.20777721847940098,0.11363063855105807,3.0,,0.25,0.3562091503267974
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-WIDEN,geo_svcca_mean,representation,0.9912010401225583,0.9927060037167017,0.001504963594143575,3,0.36220576869362225,0.4610425046230713,3.0,,0.25,0.3562091503267974
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-WIDEN,ret_gain_over_identity,retrieval,-0.8461538461538461,-0.8461538461538461,0.0,0,,,,,,
 WIDEN,ret_identity_p_at_1,retrieval,1.0,1.0,0.0,0,,,,,,
 WIDEN,ret_identity_p_at_10,retrieval,1.0,1.0,0.0,0,,,,,,
 WIDEN,ret_identity_p_at_5,retrieval,1.0,1.0,0.0,0,,,,,,
-WIDEN,ret_procrustes_p_at_1,retrieval,0.1538461538461538,0.1538461538461538,0.0,0,,,,,,
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-WIDEN,ret_ridge_p_at_1,retrieval,0.1538461538461538,0.1538461538461538,0.0,0,,,,,,
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-WIDEN,ret_ridge_p_at_5,retrieval,0.5384615384615384,0.5384615384615384,0.0,0,,,,,,
-WIDEN,spectral_overcounting,weight space,-1.0000069936116536,-1.0000069538752239,3.973642977624555e-08,3,0.0037100810314957904,0.0,1.0,,1.0,1.0
-WIDEN,subspace_overlap,weight space,0.9988120595614115,0.998553474744161,-0.00025858481725053267,3,-0.5038154904363777,-0.34223839807541057,0.0,,0.25,0.3562091503267974
-WIDEN,weight_cosine,weight space,0.9990193645159403,0.9990194241205851,5.960464481239806e-08,3,5.996265746704279e-05,5.996265742981307e-05,2.0,,0.5,0.6566265060240963

 operator,metric,family,mean_without,mean_with,mean_diff_raw,n_pairs,mean_diff,median_diff,n_positive,p_wilcoxon,p_sign,q_bh
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 ALL,grad_norm_b,gradient,2661.756166702006,2661.756166702006,0.0,0,,,,,,
+ALL,grad_norm_ratio,gradient,0.6330187415559839,0.6353549404170881,0.002336198861104181,18,0.013989997045391183,-0.10749420192939427,8.0,0.9661178588867188,0.8145294189453125,1.0
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+ALL,ret_gain_over_identity,retrieval,-0.8461538461538463,-0.8461538461538463,0.0,18,0.0,0.0,0.0,,,
 ALL,ret_identity_p_at_1,retrieval,1.0,1.0,0.0,0,,,,,,
 ALL,ret_identity_p_at_10,retrieval,1.0,1.0,0.0,0,,,,,,
 ALL,ret_identity_p_at_5,retrieval,1.0,1.0,0.0,0,,,,,,
+ALL,ret_procrustes_p_at_1,retrieval,0.1538461538461538,0.1538461538461538,0.0,18,0.0,0.0,0.0,,,
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+ALL,spectral_overcounting,weight space,-1.0000130732854207,-1.0000130534172058,1.9868214925130207e-08,18,0.0019488931335841096,0.0,4.0,0.21875,1.0,0.3487261146496815
+ALL,subspace_overlap,weight space,0.9984574847751193,0.9985864361127218,0.00012895133760236642,18,0.25937589620326873,0.29840683328299855,10.0,0.3692169189453125,0.8145294189453125,0.5085440581699587
+ALL,weight_cosine,weight space,0.9983763860331641,0.9983764025900099,1.6556845777109746e-08,18,1.6752999298029414e-05,0.0,3.0,,0.25,0.3487261146496815
+DARETaskArithmetic,beh_entropy_gap,behaviour,-1.324906358394624,-1.3013962714386238,0.023510086955999987,4,0.04421062741717084,0.049947970556803306,2.0,,1.0,1.0
+DARETaskArithmetic,beh_js,behaviour,0.11460933477749487,0.10311451915754016,-0.0114948156199547,4,-0.23114800774277072,-0.2245144272598132,0.0,,0.125,0.24886363636363637
+DARETaskArithmetic,beh_js_to_base,behaviour,0.11460933478285257,0.10311451916199893,-0.011494815620853626,4,-0.23112024954724675,-0.2244874656853442,0.0,,0.125,0.24886363636363637
+DARETaskArithmetic,beh_kl_sym,behaviour,0.5606044119813816,0.49374646683081685,-0.06685794515056469,4,-0.25734556983214774,-0.2678435394151691,0.0,,0.125,0.24886363636363637
+DARETaskArithmetic,beh_kl_to_base,behaviour,0.5022509778870359,0.43859794381926387,-0.06365303406777195,4,-0.2927330514373807,-0.31725919001983816,0.0,,0.125,0.24886363636363637
+DARETaskArithmetic,beh_logit_cosine,behaviour,0.8871915726922452,0.9211910241283476,0.03399945143610239,4,0.6009921135266142,0.6420465087283111,4.0,,0.125,0.24886363636363637
+DARETaskArithmetic,beh_logit_kl,behaviour,0.5022506409938373,0.43859785211166574,-0.06365278888217159,4,-0.294283415754922,-0.31893961838955026,0.0,,0.125,0.24886363636363637
+DARETaskArithmetic,beh_logit_l2,behaviour,262.76894760131836,223.00905990600586,-39.7598876953125,4,-0.5268506433011131,-0.5692223547222068,0.0,,0.125,0.24886363636363637
+DARETaskArithmetic,beh_rank_corr,behaviour,0.8891252973880142,0.9217081031269845,0.03258280573897021,4,0.6174583164828962,0.656133269401219,4.0,,0.125,0.24886363636363637
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+DARETaskArithmetic,grad_cosine_layer_mean,gradient,0.31874224178027355,0.3777440936421044,0.0590018518618308,4,0.4102164189904436,0.4108036455245887,4.0,,0.125,0.24886363636363637
+DARETaskArithmetic,grad_cosine_layer_min,gradient,-0.022353021427989003,-0.006537254899740191,0.01581576652824881,4,0.1007854368714052,-0.03703271693792152,2.0,,1.0,1.0
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 TaskArithmetic,ret_identity_p_at_10,retrieval,1.0,1.0,0.0,0,,,,,,
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+WIDEN,geo_rowwise_cosine_late_minus_early,representation,-0.08984734614690143,-0.05997292200724277,0.029874424139658667,3,0.1973712582549644,0.10793975524010996,3.0,,0.25,0.3487261146496815
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+WIDEN,geo_rowwise_cosine_peak_depth,representation,0.0769230769230769,0.0769230769230769,0.0,3,0.0,0.0,0.0,,,
+WIDEN,geo_subspace_overlap_late_minus_early,representation,-0.1206710259904573,-0.09297829257746343,0.02769273341299387,3,0.38045882436779116,0.27883891219198376,3.0,,0.25,0.3487261146496815
+WIDEN,geo_subspace_overlap_mean,representation,0.8411889514592236,0.8647464353677238,0.02355748390850021,3,0.3031227384085962,0.23055391312099616,3.0,,0.25,0.3487261146496815
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+WIDEN,geo_svcca_late_minus_early,representation,0.016113154796682332,0.0133856688775652,-0.002727485919117133,3,-0.2504505925142111,-0.027009458271171613,0.0,,0.25,0.3487261146496815
+WIDEN,geo_svcca_mean,representation,0.9912010401225583,0.9927060037167017,0.001504963594143575,3,0.3517544664445012,0.44773930798187345,3.0,,0.25,0.3487261146496815
+WIDEN,geo_svcca_peak_depth,representation,0.5811965811965812,0.5726495726495727,-0.008547008547008553,3,-0.18587856006491596,0.0,0.0,,1.0,1.0
+WIDEN,ret_gain_over_identity,retrieval,-0.8461538461538461,-0.8461538461538461,0.0,3,0.0,0.0,0.0,,,
 WIDEN,ret_identity_p_at_1,retrieval,1.0,1.0,0.0,0,,,,,,
 WIDEN,ret_identity_p_at_10,retrieval,1.0,1.0,0.0,0,,,,,,
 WIDEN,ret_identity_p_at_5,retrieval,1.0,1.0,0.0,0,,,,,,
+WIDEN,ret_procrustes_p_at_1,retrieval,0.1538461538461538,0.1538461538461538,0.0,3,0.0,0.0,0.0,,,
+WIDEN,ret_procrustes_p_at_10,retrieval,0.8461538461538461,0.8461538461538461,0.0,3,0.0,0.0,0.0,,,
+WIDEN,ret_procrustes_p_at_5,retrieval,0.5384615384615384,0.564102564102564,0.02564102564102566,3,0.5640760748177663,0.0,1.0,,1.0,1.0
+WIDEN,ret_ridge_p_at_1,retrieval,0.1538461538461538,0.1538461538461538,0.0,3,0.0,0.0,0.0,,,
+WIDEN,ret_ridge_p_at_10,retrieval,0.8461538461538461,0.8461538461538461,0.0,3,0.0,0.0,0.0,,,
+WIDEN,ret_ridge_p_at_5,retrieval,0.5384615384615384,0.5384615384615384,0.0,3,0.0,0.0,0.0,,,
+WIDEN,spectral_overcounting,weight space,-1.0000069936116536,-1.0000069538752239,3.973642977624555e-08,3,0.0038977862599080264,0.0,1.0,,1.0,1.0
+WIDEN,subspace_overlap,weight space,0.9988120595614115,0.998553474744161,-0.00025858481725053267,3,-0.5201238697169167,-0.3533165679731714,0.0,,0.25,0.3487261146496815
+WIDEN,weight_cosine,weight space,0.9990193645159403,0.9990194241205851,5.960464481239806e-08,3,6.031079748788424e-05,6.031079745043837e-05,2.0,,0.5,0.655688622754491

tables/T3_per_combo.csv CHANGED Viewed

@@ -1,246 +1,246 @@
 combo,metric,family,mean_without,mean_with,mean_diff_raw,n_pairs,mean_diff,median_diff,n_positive,p_wilcoxon,p_sign,q_bh
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-ALL,beh_js_to_base,behaviour,0.08960160711301804,0.07769059418763206,-0.011911012925385985,20,-0.23948851121034828,-0.2244874656853442,0.0,1.9073486328125e-06,1.9073486328125e-06,6.90460205078125e-05
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-ALL,beh_kl_to_base,behaviour,0.3913996514478821,0.3301468381705516,-0.061252813277330495,20,-0.28169470948872694,-0.28835425938371406,0.0,1.9073486328125e-06,1.9073486328125e-06,6.90460205078125e-05
-ALL,beh_logit_cosine,behaviour,0.9249272048473358,0.947642105515115,0.02271490066777916,16,0.42116642229446233,0.27123710518930155,16.0,3.0517578125e-05,3.0517578125e-05,0.00027618408203125
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-ALL,beh_topk_overlap,behaviour,0.758984375,0.7787109375,0.019726562499999996,16,0.3238935924054762,0.35916913217241087,16.0,0.00043199086688202514,3.0517578125e-05,0.003399580300245502
-ALL,grad_cosine,gradient,0.38996038839139935,0.45064193888033255,0.060681550488933304,16,0.3921571744580835,0.45321656063484056,14.0,0.00030517578125,0.004180908203125,0.0025107643821022725
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-ALL,grad_cosine_layer_min,gradient,0.006996093899942936,0.024719896377064295,0.01772380247712136,16,0.10818894154100586,0.06616261519078263,9.0,0.348388671875,0.803619384765625,0.512669509019309
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-ALL,grad_norm_a,gradient,1758.0897171959136,1809.6941328509108,51.60441565499717,16,0.09194071311803827,0.03453654742581523,8.0,0.820892333984375,1.0,1.0
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-ALL,grad_norm_ratio,gradient,0.6477789600970192,0.6500551577753061,0.002276197678286785,16,0.013316400304512852,-0.10501566595918709,7.0,0.899932861328125,0.803619384765625,1.0
-ALL,act_deviation_from_base,other,0.2909211340174079,0.24877564283087844,-0.0421454911865294,20,-0.5111158417968739,-0.48141035398846777,0.0,1.9073486328125e-06,1.9073486328125e-06,6.90460205078125e-05
-ALL,cka_to_base,other,0.9741214978694913,0.9828484863042831,0.008726988434791572,20,0.5844676284923385,0.3942216092375521,20.0,1.9073486328125e-06,1.9073486328125e-06,6.90460205078125e-05
-ALL,qmd_raw_from_base,other,0.05631466960422178,0.0517850840132395,-0.0045295855909822675,20,-0.22259038161919803,-0.23759881154028703,0.0,1.9073486328125e-06,1.9073486328125e-06,6.90460205078125e-05
-ALL,geo_cka_late_minus_early,representation,-0.0641829240600248,-0.05146571665131659,0.012717207408708221,16,0.5993216915299464,0.6751921446305913,16.0,3.0517578125e-05,3.0517578125e-05,0.00027618408203125
-ALL,geo_cka_mean,representation,0.9880572680479457,0.9916637991338793,0.0036065310859336314,16,0.5720594730233889,0.5968484762168346,16.0,3.0517578125e-05,3.0517578125e-05,0.00027618408203125
-ALL,geo_cka_peak_depth,representation,0.17467948717948717,0.17307692307692304,-0.001602564102564116,16,-0.05050762722761094,0.0,4.0,0.8359375,0.75390625,1.0
-ALL,geo_procrustes_late_minus_early,representation,0.00931761936953933,0.0070853480022779625,-0.002232271367261369,16,-0.4763498651306714,-0.4626298505443803,0.0,3.0517578125e-05,3.0517578125e-05,0.00027618408203125
-ALL,geo_procrustes_mean,representation,0.005638815462363769,0.0036404416139499563,-0.0019983738484138126,16,-0.5520441090441455,-0.47015741011517104,0.0,3.0517578125e-05,3.0517578125e-05,0.00027618408203125
-ALL,geo_procrustes_peak_depth,representation,0.9182692307692308,1.0,0.08173076923076923,16,0.7422322535628753,0.0,4.0,,0.125,0.2056818181818182
-ALL,geo_rowwise_cosine_late_minus_early,representation,-0.19716608896851537,-0.13353865221142763,0.06362743675708772,16,0.4425300975362243,0.33608602012874855,16.0,3.0517578125e-05,3.0517578125e-05,0.00027618408203125
-ALL,geo_rowwise_cosine_mean,representation,0.9854494773782789,0.9898212771862746,0.00437179980799559,16,0.49984573175822977,0.38029180981863797,16.0,3.0517578125e-05,3.0517578125e-05,0.00027618408203125
-ALL,geo_rowwise_cosine_peak_depth,representation,0.0769230769230769,0.0769230769230769,0.0,0,,,,,,
-ALL,geo_subspace_overlap_late_minus_early,representation,-0.19513993742955665,-0.156988775357305,0.03815116207225166,16,0.5474673447493048,0.4927967490069251,16.0,3.0517578125e-05,3.0517578125e-05,0.00027618408203125
-ALL,geo_subspace_overlap_mean,representation,0.768013835525975,0.8000671639440521,0.0320533284180771,16,0.43625619736532617,0.4068211714791757,16.0,3.0517578125e-05,3.0517578125e-05,0.00027618408203125
-ALL,geo_subspace_overlap_peak_depth,representation,0.0,0.03365384615384615,0.03365384615384615,16,0.3535533905932738,0.0,1.0,,1.0,1.0
-ALL,geo_svcca_late_minus_early,representation,0.011149038542682975,0.014713304843738412,0.0035642663010554375,16,0.30910984439040023,-0.01496957309178244,6.0,0.820892333984375,0.454498291015625,1.0
-ALL,geo_svcca_mean,representation,0.9876135581544829,0.9896902101570659,0.0020766520025831403,16,0.4997963657272484,0.30797316844454214,14.0,0.000152587890625,0.004180908203125,0.0013151622953869048
-ALL,geo_svcca_peak_depth,representation,0.6169871794871795,0.5897435897435898,-0.027243589743589737,16,-0.6038719633292167,-0.568350083133381,0.0,0.001953125,0.001953125,0.014729817708333334
-ALL,ret_gain_over_identity,retrieval,-0.8461538461538461,-0.8461538461538461,0.0,0,,,,,,
 ALL,ret_identity_p_at_1,retrieval,1.0,1.0,0.0,0,,,,,,
 ALL,ret_identity_p_at_10,retrieval,1.0,1.0,0.0,0,,,,,,
 ALL,ret_identity_p_at_5,retrieval,1.0,1.0,0.0,0,,,,,,
-ALL,ret_procrustes_p_at_1,retrieval,0.1538461538461538,0.1538461538461538,0.0,0,,,,,,
-ALL,ret_procrustes_p_at_10,retrieval,0.8461538461538461,0.8461538461538461,0.0,0,,,,,,
-ALL,ret_procrustes_p_at_5,retrieval,0.5336538461538461,0.5721153846153846,0.03846153846153848,16,0.8441822541139559,0.8441822541139554,8.0,0.076171875,0.109375,0.1300670695754717
-ALL,ret_ridge_p_at_1,retrieval,0.1538461538461538,0.1538461538461538,0.0,0,,,,,,
-ALL,ret_ridge_p_at_10,retrieval,0.8461538461538461,0.8461538461538461,0.0,0,,,,,,
-ALL,ret_ridge_p_at_5,retrieval,0.5384615384615384,0.5384615384615384,0.0,0,,,,,,
-ALL,spectral_overcounting,weight space,-1.0000125914812088,-1.0000125616788864,2.9802322373817525e-08,16,0.0027825607775090353,0.0,4.0,0.15625,0.6875,0.25478603603603606
-ALL,subspace_overlap,weight space,0.998416006565094,0.9985493719577789,0.00013336539268490183,16,0.2598433714601452,0.31436693029845636,9.0,0.40374755859375,0.803619384765625,0.5893411943989415
-ALL,weight_cosine,weight space,0.9984652362763882,0.9984652549028397,1.8626451499248464e-08,16,1.8738330453797155e-05,0.0,3.0,,0.25,0.3900862068965517
-Code-Instruction_Tuned,beh_entropy_gap,behaviour,-0.6833041678265271,-0.5951874794776216,0.08811668834890547,5,0.17734884343564666,0.1918036370645719,5.0,0.0625,0.0625,0.10773809523809524
-Code-Instruction_Tuned,beh_js,behaviour,0.055129759905125496,0.04412536163693726,-0.01100439826818824,5,-0.23468138642369044,-0.2631704007436358,0.0,0.0625,0.0625,0.10773809523809524
-Code-Instruction_Tuned,beh_js_to_base,behaviour,0.05512975991029358,0.0441253616412705,-0.011004398269023082,5,-0.22125968418665526,-0.2481193785443587,0.0,0.0625,0.0625,0.10773809523809524
-Code-Instruction_Tuned,beh_kl_sym,behaviour,0.24499219891158006,0.1921469844954584,-0.052845214416121666,5,-0.2153208957674429,-0.2461978284214134,0.0,0.0625,0.0625,0.10773809523809524
-Code-Instruction_Tuned,beh_kl_to_base,behaviour,0.24558744516642164,0.19273855980014618,-0.052848885366275425,5,-0.24304600251831573,-0.2825243992484339,0.0,0.0625,0.0625,0.10773809523809524
-Code-Instruction_Tuned,beh_logit_cosine,behaviour,0.955599820241332,0.9703453280031681,0.014745507761835985,5,0.2734025932931746,0.3027596691247423,5.0,0.0625,0.0625,0.10773809523809524
-Code-Instruction_Tuned,beh_logit_kl,behaviour,0.2455873594795482,0.19273849651112931,-0.05284886296841894,5,-0.25796605170347614,-0.29986793540297496,0.0,0.0625,0.0625,0.10773809523809524
-Code-Instruction_Tuned,beh_logit_l2,behaviour,192.04082336425782,163.2710754394531,-28.769747924804687,5,-0.3957024994330042,-0.4068126180317395,0.0,0.0625,0.0625,0.10773809523809524
-Code-Instruction_Tuned,beh_rank_corr,behaviour,0.9524910920795607,0.9660681227143326,0.013577030634772003,5,0.2703488528479127,0.30584980814355484,5.0,0.0625,0.0625,0.10773809523809524
-Code-Instruction_Tuned,beh_topk_overlap,behaviour,0.8006250000000001,0.826875,0.02624999999999993,5,0.4310029586068901,0.41047900819703786,5.0,0.0625,0.0625,0.10773809523809524
-Code-Instruction_Tuned,grad_cosine,gradient,0.35552179076297225,0.45261807229124856,0.09709628152827632,5,0.6274889667075938,0.6699361769392838,5.0,0.0625,0.0625,0.10773809523809524
-Code-Instruction_Tuned,grad_cosine_layer_late_minus_early,gradient,0.3248445110395551,0.330592554807663,0.005748043768107902,5,0.037338869091644515,0.11617084356233627,3.0,0.8125,1.0,1.0
-Code-Instruction_Tuned,grad_cosine_layer_mean,gradient,0.4095597248943522,0.4737071388214826,0.06414741392713039,5,0.4565091658993746,0.4427726602833898,5.0,0.0625,0.0625,0.10773809523809524
-Code-Instruction_Tuned,grad_cosine_layer_min,gradient,-0.09967979453504087,-0.049875938892364476,0.04980385564267638,5,0.3040107467682266,0.18296042481785607,5.0,0.0625,0.0625,0.10773809523809524
-Code-Instruction_Tuned,grad_l2,gradient,2545.4297570479016,2387.143825984914,-158.28593106298732,5,-0.8349225049900433,-0.8234130963625167,0.0,0.0625,0.0625,0.10773809523809524
-Code-Instruction_Tuned,grad_norm_a,gradient,1487.9266221662315,1527.1069945411577,39.18037237492622,5,0.06980548719830673,-0.04461194349883372,2.0,1.0,1.0,1.0
 Code-Instruction_Tuned,grad_norm_b,gradient,2661.756166702006,2661.756166702006,0.0,0,,,,,,
-Code-Instruction_Tuned,grad_norm_ratio,gradient,0.5590018502745939,0.5737215954056709,0.014719745131077067,5,0.08611467291072854,-0.055034970408560986,2.0,1.0,1.0,1.0
-Code-Instruction_Tuned,act_deviation_from_base,other,0.29014053430408243,0.24678958225995298,-0.04335095204412938,5,-0.5257349653054478,-0.5900637262201152,0.0,0.0625,0.0625,0.10773809523809524
-Code-Instruction_Tuned,cka_to_base,other,0.9737666422128678,0.983200253546238,0.009433611333370218,5,0.6317918816246285,0.8040619007888237,5.0,0.0625,0.0625,0.10773809523809524
-Code-Instruction_Tuned,qmd_raw_from_base,other,0.06490202158222438,0.05963919167922608,-0.005262829902998324,5,-0.25862306671884455,-0.27103230967800196,0.0,0.0625,0.0625,0.10773809523809524
-Code-Instruction_Tuned,geo_cka_late_minus_early,representation,-0.055239056183776156,-0.04099403102646176,0.0142450251573144,5,0.6713229012308378,0.7266332143971171,5.0,0.0625,0.0625,0.10773809523809524
-Code-Instruction_Tuned,geo_cka_mean,representation,0.9896876396101477,0.9934545508432834,0.003766911233135617,5,0.5974985945242731,0.7163145931008301,5.0,0.0625,0.0625,0.10773809523809524
-Code-Instruction_Tuned,geo_cka_peak_depth,representation,0.17435897435897435,0.17435897435897435,0.0,5,4.4408920985006264e-17,0.0,2.0,,1.0,1.0
-Code-Instruction_Tuned,geo_procrustes_late_minus_early,representation,0.00436498752170236,0.00242817556567644,-0.00193681195602592,5,-0.41330105629957437,-0.3975458683961354,0.0,0.0625,0.0625,0.10773809523809524
-Code-Instruction_Tuned,geo_procrustes_mean,representation,0.004198640353438201,0.0024688665427442798,-0.00172977381069392,5,-0.4778442446744246,-0.5922940101621558,0.0,0.0625,0.0625,0.10773809523809524
 Code-Instruction_Tuned,geo_procrustes_peak_depth,representation,1.0,1.0,0.0,5,0.0,0.0,0.0,,,
-Code-Instruction_Tuned,geo_rowwise_cosine_late_minus_early,representation,-0.13471602201461788,-0.08607503175735468,0.048640990257263206,5,0.33829906184940656,0.42461639453654176,5.0,0.0625,0.0625,0.10773809523809524
-Code-Instruction_Tuned,geo_rowwise_cosine_mean,representation,0.9901552379131318,0.9933711487054824,0.003215910792350796,5,0.3676882185528917,0.4543474258583222,5.0,0.0625,0.0625,0.10773809523809524
-Code-Instruction_Tuned,geo_rowwise_cosine_peak_depth,representation,0.0769230769230769,0.0769230769230769,0.0,0,,,,,,
-Code-Instruction_Tuned,geo_subspace_overlap_late_minus_early,representation,-0.14191270069168374,-0.11435183690533393,0.02756086378634979,5,0.39549707260646133,0.395720711972316,5.0,0.0625,0.0625,0.10773809523809524
-Code-Instruction_Tuned,geo_subspace_overlap_mean,representation,0.8071106870546114,0.8353119669517278,0.028201279897116606,5,0.3838285674511356,0.41346154741439106,5.0,0.0625,0.0625,0.10773809523809524
-Code-Instruction_Tuned,geo_subspace_overlap_peak_depth,representation,0.0,0.10769230769230768,0.10769230769230768,5,1.131370849898476,0.0,1.0,,1.0,1.0
-Code-Instruction_Tuned,geo_svcca_late_minus_early,representation,0.00803560923083296,0.00803456818977926,-1.041041053700259e-06,5,-9.028394932724667e-05,-0.025811156280220075,1.0,0.625,0.375,0.8701923076923077
-Code-Instruction_Tuned,geo_svcca_mean,representation,0.9905682710814082,0.9910761660904823,0.0005078950090740442,5,0.12223717762555272,0.102702696505284,3.0,0.3125,1.0,0.4674586776859504
-Code-Instruction_Tuned,geo_svcca_peak_depth,representation,0.6153846153846153,0.5794871794871794,-0.03589743589743592,5,-0.7956901163867334,-1.136700166266762,0.0,,0.125,0.2056818181818182
-Code-Instruction_Tuned,ret_gain_over_identity,retrieval,-0.8461538461538461,-0.8461538461538461,0.0,0,,,,,,
 Code-Instruction_Tuned,ret_identity_p_at_1,retrieval,1.0,1.0,0.0,0,,,,,,
 Code-Instruction_Tuned,ret_identity_p_at_10,retrieval,1.0,1.0,0.0,0,,,,,,
 Code-Instruction_Tuned,ret_identity_p_at_5,retrieval,1.0,1.0,0.0,0,,,,,,
-Code-Instruction_Tuned,ret_procrustes_p_at_1,retrieval,0.1538461538461538,0.1538461538461538,0.0,0,,,,,,
-Code-Instruction_Tuned,ret_procrustes_p_at_10,retrieval,0.8461538461538461,0.8461538461538461,0.0,0,,,,,,
-Code-Instruction_Tuned,ret_procrustes_p_at_5,retrieval,0.5384615384615384,0.5538461538461539,0.015384615384615396,5,0.33767290164558245,0.0,1.0,,1.0,1.0
-Code-Instruction_Tuned,ret_ridge_p_at_1,retrieval,0.1538461538461538,0.1538461538461538,0.0,0,,,,,,
-Code-Instruction_Tuned,ret_ridge_p_at_10,retrieval,0.8461538461538461,0.8461538461538461,0.0,0,,,,,,
-Code-Instruction_Tuned,ret_ridge_p_at_5,retrieval,0.5384615384615384,0.5384615384615384,0.0,0,,,,,,
-Code-Instruction_Tuned,spectral_overcounting,weight space,-1.0000210285186768,-1.0000209569931031,7.152557368605983e-08,5,0.006678145864985099,0.01113024309448737,3.0,,0.25,0.3900862068965517
-Code-Instruction_Tuned,subspace_overlap,weight space,0.9982860565185547,0.998554265499115,0.0002682089805602805,5,0.5225667945906454,0.5711328271916544,4.0,0.1875,0.375,0.30033185840707965
-Code-Instruction_Tuned,weight_cosine,weight space,0.9979568839073181,0.9979568958282471,1.1920928955078126e-08,5,1.1992531485962615e-05,0.0,1.0,,1.0,1.0
-Code-Math,beh_entropy_gap,behaviour,-0.8487195574856834,-0.7650611875315414,0.08365836995414186,5,0.1683757689160002,0.18133956990045258,5.0,0.0625,0.0625,0.10773809523809524
-Code-Math,beh_js,behaviour,0.05932089412373158,0.05064618958203162,-0.00867470454169996,5,-0.1849980016215101,-0.21279608438728656,0.0,0.0625,0.0625,0.10773809523809524
-Code-Math,beh_js_to_base,behaviour,0.05932089412574072,0.05064618958360474,-0.008674704542135979,5,-0.17441775011074206,-0.20062602809704028,0.0,0.0625,0.0625,0.10773809523809524
-Code-Math,beh_kl_sym,behaviour,0.26808387823507396,0.2265663909103927,-0.041517487324681225,5,-0.16916541373775915,-0.19703539218117738,0.0,0.0625,0.0625,0.10773809523809524
-Code-Math,beh_kl_to_base,behaviour,0.25441715897768064,0.21898163798982795,-0.03543552098785269,5,-0.16296392371498078,-0.18759318779542877,0.0,0.0625,0.0625,0.10773809523809524
-Code-Math,beh_logit_cosine,behaviour,0.9678319167345762,0.9741528473794461,0.006320930644869893,5,0.11719900448640445,0.1352883531477266,5.0,0.0625,0.0625,0.10773809523809524
-Code-Math,beh_logit_kl,behaviour,0.25441714456503767,0.21898162601839272,-0.03543551854664489,5,-0.17296797501595815,-0.19910918396097937,0.0,0.0625,0.0625,0.10773809523809524
-Code-Math,beh_logit_l2,behaviour,146.3926574707031,130.74491119384766,-15.647746276855466,5,-0.21522094418167298,-0.2252471830667983,0.0,0.0625,0.0625,0.10773809523809524
-Code-Math,beh_rank_corr,behaviour,0.9669009735636862,0.9717550715116751,0.004854097947989078,5,0.09665587764745377,0.10693862260219741,5.0,0.0625,0.0625,0.10773809523809524
-Code-Math,beh_topk_overlap,behaviour,0.775625,0.784375,0.00874999999999999,5,0.14366765286896363,0.1539296280738901,5.0,0.0625,0.0625,0.10773809523809524
-Code-Math,grad_cosine,gradient,0.5876556778540429,0.5917608889232799,0.00410521106923698,5,0.026530106111240886,0.017795280469663124,3.0,0.625,1.0,0.8701923076923077
-Code-Math,grad_cosine_layer_late_minus_early,gradient,0.1983495146036148,0.14799186587333682,-0.050357648730277996,5,-0.327119578339921,0.18815390274966942,3.0,0.8125,1.0,1.0
-Code-Math,grad_cosine_layer_mean,gradient,0.5469746536761522,0.5788521881401538,0.031877534464001614,5,0.22685850883437073,0.20891573423929358,5.0,0.0625,0.0625,0.10773809523809524
-Code-Math,grad_cosine_layer_min,gradient,0.2266274720430374,0.2274605453014374,0.0008330732583999634,5,0.0050852131854183915,-0.09316411521107182,2.0,1.0,1.0,1.0
-Code-Math,grad_l2,gradient,2319.686796850513,2414.1387696379434,94.45197278743053,5,0.4982128050884815,0.3349453560279423,4.0,0.125,0.375,0.2056818181818182
-Code-Math,grad_norm_a,gradient,2390.545600169052,2659.1058810180484,268.5602808489963,5,0.4784788941611883,0.3713348461401321,5.0,0.0625,0.0625,0.10773809523809524
 Code-Math,grad_norm_b,gradient,2661.756166702006,2661.756166702006,0.0,0,,,,,,
-Code-Math,grad_norm_ratio,gradient,0.8574013604723248,0.9035415511295989,0.04614019065727413,5,0.2699331673957509,0.29559467307052817,4.0,0.1875,0.375,0.30033185840707965
-Code-Math,act_deviation_from_base,other,0.1923275407031178,0.16943953882902857,-0.02288800187408923,5,-0.27757228627727104,-0.2954531074726018,0.0,0.0625,0.0625,0.10773809523809524
-Code-Math,cka_to_base,other,0.9902538159489632,0.9923722693324087,0.0021184533834457397,5,0.14187797249254336,0.15566798010118926,5.0,0.0625,0.0625,0.10773809523809524
-Code-Math,qmd_raw_from_base,other,0.024078073164752987,0.02234327448026893,-0.0017347986844840567,5,-0.08525051430324117,-0.08992501734153821,0.0,0.0625,0.0625,0.10773809523809524
-Code-Math,geo_cka_late_minus_early,representation,-0.058691569904006424,-0.04398952980952162,0.0147020400944848,5,0.6928605671976492,0.8910030476101526,5.0,0.0625,0.0625,0.10773809523809524
-Code-Math,geo_cka_mean,representation,0.99417478830822,0.9954362104658543,0.0012614221576341845,5,0.20008381393707944,0.23019939673791337,5.0,0.0625,0.0625,0.10773809523809524
 Code-Math,geo_cka_peak_depth,representation,0.1794871794871795,0.1794871794871795,0.0,5,0.0,0.0,0.0,,,
-Code-Math,geo_procrustes_late_minus_early,representation,0.0108585079421431,0.008293522161850638,-0.00256498578029246,5,-0.5473486102199973,-0.6743759415160601,0.0,0.0625,0.0625,0.10773809523809524
-Code-Math,geo_procrustes_mean,representation,0.0023172051776681403,0.0018304487768952,-0.00048675640077294,5,-0.13446483189295091,-0.14676477605410632,0.0,0.0625,0.0625,0.10773809523809524
 Code-Math,geo_procrustes_peak_depth,representation,1.0,1.0,0.0,5,0.0,0.0,0.0,,,
-Code-Math,geo_rowwise_cosine_late_minus_early,representation,-0.06846257448196405,-0.054540717601776076,0.013921856880187983,5,0.09682679355126877,0.1085556991039769,5.0,0.0625,0.0625,0.10773809523809524
-Code-Math,geo_rowwise_cosine_mean,representation,0.9922253370285035,0.9937962743639946,0.001570937335491207,5,0.179611683171957,0.19962121937652938,5.0,0.0625,0.0625,0.10773809523809524
-Code-Math,geo_rowwise_cosine_peak_depth,representation,0.0769230769230769,0.0769230769230769,0.0,0,,,,,,
-Code-Math,geo_subspace_overlap_late_minus_early,representation,-0.1749953027584557,-0.14576759024866462,0.029227712509791115,5,0.41941627179082663,0.39781897663719984,5.0,0.0625,0.0625,0.10773809523809524
-Code-Math,geo_subspace_overlap_mean,representation,0.807064705124249,0.8288022057760343,0.021737500651785147,5,0.2958544351739115,0.30250695953086365,5.0,0.0625,0.0625,0.10773809523809524
 Code-Math,geo_subspace_overlap_peak_depth,representation,0.0,0.0,0.0,5,0.0,0.0,0.0,,,
-Code-Math,geo_svcca_late_minus_early,representation,0.00575740348169158,0.0054772748334523,-0.00028012864823927995,5,-0.024294066591179265,-0.025509328077044986,1.0,0.3125,0.375,0.4674586776859504
-Code-Math,geo_svcca_mean,representation,0.9902774457520932,0.9912311413409194,0.0009536955888259646,5,0.22952983394060128,0.1980505645584569,5.0,0.0625,0.0625,0.10773809523809524
 Code-Math,geo_svcca_peak_depth,representation,0.5641025641025641,0.5641025641025641,0.0,5,0.0,0.0,0.0,,,
-Code-Math,ret_gain_over_identity,retrieval,-0.8461538461538461,-0.8461538461538461,0.0,0,,,,,,
 Code-Math,ret_identity_p_at_1,retrieval,1.0,1.0,0.0,0,,,,,,
 Code-Math,ret_identity_p_at_10,retrieval,1.0,1.0,0.0,0,,,,,,
 Code-Math,ret_identity_p_at_5,retrieval,1.0,1.0,0.0,0,,,,,,
-Code-Math,ret_procrustes_p_at_1,retrieval,0.1538461538461538,0.1538461538461538,0.0,0,,,,,,
-Code-Math,ret_procrustes_p_at_10,retrieval,0.8461538461538461,0.8461538461538461,0.0,0,,,,,,
 Code-Math,ret_procrustes_p_at_5,retrieval,0.5692307692307692,0.5692307692307692,0.0,5,0.0,0.0,2.0,,1.0,1.0
-Code-Math,ret_ridge_p_at_1,retrieval,0.1538461538461538,0.1538461538461538,0.0,0,,,,,,
-Code-Math,ret_ridge_p_at_10,retrieval,0.8461538461538461,0.8461538461538461,0.0,0,,,,,,
-Code-Math,ret_ridge_p_at_5,retrieval,0.5384615384615384,0.5384615384615384,0.0,0,,,,,,
-Code-Math,spectral_overcounting,weight space,-0.9999979734420776,-0.9999979972839356,-2.384185791015625e-08,5,-0.002226048623043813,0.0,0.0,,0.5,0.7125984251968503
-Code-Math,subspace_overlap,weight space,0.9988187074661254,0.9985008955001831,-0.0003178119659424716,5,-0.6192111091067003,-0.34223839807541057,1.0,0.4375,0.375,0.6284722222222222
-Code-Math,weight_cosine,weight space,0.9997980713844299,0.9997980952262878,2.384185791015625e-08,5,2.398506297192523e-05,0.0,1.0,,1.0,1.0
-Code-Math-Instruction_Tuned,beh_entropy_gap,behaviour,-1.875724916261038,-1.898322506144408,-0.022597589883369906,1,-0.04548124203646951,-0.04548124203646951,0.0,,1.0,1.0
-Code-Math-Instruction_Tuned,beh_js,behaviour,0.1723386902975174,0.1557380097453406,-0.016600680552176783,1,-0.35402851047511724,-0.35402851047511724,0.0,,1.0,1.0
-Code-Math-Instruction_Tuned,beh_js_to_base,behaviour,0.12113742600657493,0.10746916728598466,-0.01366825872059028,5,-0.2748205339325454,-0.2911923025185968,0.0,0.0625,0.0625,0.10773809523809524
-Code-Math-Instruction_Tuned,beh_kl_sym,behaviour,0.8819270757489653,0.7735090518194219,-0.10841802392954347,1,-0.44175553619711533,-0.44175553619711533,0.0,,1.0,1.0
-Code-Math-Instruction_Tuned,beh_kl_to_base,behaviour,0.5253016705460712,0.45086890549425257,-0.07443276505181856,5,-0.3423078060559,-0.3661812320817214,0.0,0.0625,0.0625,0.10773809523809524
-Code-Math-Instruction_Tuned,beh_logit_cosine,behaviour,0.8174672313034534,0.8741722665727139,0.056705035269260406,1,1.0513916472596523,1.0513916472596523,1.0,,1.0,1.0
-Code-Math-Instruction_Tuned,beh_logit_kl,behaviour,0.7553378289108814,0.6549429340795362,-0.10039489483134523,1,-0.49004790597489456,-0.49004790597489456,0.0,,1.0,1.0
-Code-Math-Instruction_Tuned,beh_logit_l2,behaviour,343.3501281738281,287.529541015625,-55.820587158203125,1,-0.767762926392369,-0.767762926392369,0.0,,1.0,1.0
-Code-Math-Instruction_Tuned,beh_rank_corr,behaviour,0.8249528489806178,0.8792468846253292,0.05429403564471136,1,1.0811149100186066,1.0811149100186066,1.0,,1.0,1.0
-Code-Math-Instruction_Tuned,beh_topk_overlap,behaviour,0.665625,0.6937500000000001,0.028125000000000067,1,0.4617888842216703,0.4617888842216703,1.0,,1.0,1.0
-Code-Math-Instruction_Tuned,grad_cosine,gradient,0.191800205959073,0.2595184946560161,0.06771828869694313,1,0.43763240293889877,0.43763240293889877,1.0,,1.0,1.0
-Code-Math-Instruction_Tuned,grad_cosine_layer_late_minus_early,gradient,0.0389516055583953,0.086028978228569,0.0470773726701737,1,0.3058111465787956,0.3058111465787956,1.0,,1.0,1.0
-Code-Math-Instruction_Tuned,grad_cosine_layer_mean,gradient,0.2100540906190872,0.269746208563447,0.0596921179443598,1,0.4248027676455048,0.4248027676455048,1.0,,1.0,1.0
-Code-Math-Instruction_Tuned,grad_cosine_layer_min,gradient,-0.0722884014248848,-0.0924599766731262,-0.02017157524824141,1,-0.1231305403080998,-0.1231305403080998,0.0,,1.0,1.0
-Code-Math-Instruction_Tuned,grad_l2,gradient,2817.370358450828,2656.311962581473,-161.05839586935508,1,-0.8495466301133823,-0.8495466301133823,0.0,,1.0,1.0
-Code-Math-Instruction_Tuned,grad_norm_a,gradient,1565.6395977099316,1360.2653477739968,-205.3742499359348,1,-0.3659038622088068,-0.3659038622088068,0.0,,1.0,1.0
 Code-Math-Instruction_Tuned,grad_norm_b,gradient,2661.756166702006,2661.756166702006,0.0,0,,,,,,
-Code-Math-Instruction_Tuned,grad_norm_ratio,gradient,0.5881979789492909,0.5110405546498294,-0.07715742429946149,1,-0.4513927582994941,-0.4513927582994941,0.0,,1.0,1.0
-Code-Math-Instruction_Tuned,act_deviation_from_base,other,0.34054103039205075,0.2870888278074562,-0.05345220258459451,5,-0.6482370177869512,-0.7525949840811219,0.0,0.0625,0.0625,0.10773809523809524
-Code-Math-Instruction_Tuned,cka_to_base,other,0.9637338295578957,0.9776740205287933,0.013940190970897692,5,0.9336084742600528,1.1128547417209058,5.0,0.0625,0.0625,0.10773809523809524
-Code-Math-Instruction_Tuned,qmd_raw_from_base,other,0.06741627142434369,0.06192478721447022,-0.005491484209873472,5,-0.2698594697857254,-0.29428904562512653,0.0,0.0625,0.0625,0.10773809523809524
-Code-Math-Instruction_Tuned,geo_cka_late_minus_early,representation,-0.0898934423932424,-0.0812017825914033,0.0086916598018391,1,0.4096103875033186,0.4096103875033186,1.0,,1.0,1.0
-Code-Math-Instruction_Tuned,geo_cka_mean,representation,0.9770321972880104,0.983294395904726,0.00626219861671562,1,0.9932952067481655,0.9932952067481655,1.0,,1.0,1.0
-Code-Math-Instruction_Tuned,geo_cka_peak_depth,representation,0.1794871794871795,0.1538461538461538,-0.02564102564102569,1,-0.8081220356417701,-0.8081220356417701,0.0,,1.0,1.0
-Code-Math-Instruction_Tuned,geo_procrustes_late_minus_early,representation,0.0153428159513742,0.012819828510781,-0.0025229874405932,1,-0.5383864814462009,-0.5383864814462009,0.0,,1.0,1.0
-Code-Math-Instruction_Tuned,geo_procrustes_mean,representation,0.0124492220968555,0.0081370153865193,-0.0043122067103362,1,-1.1912327181979747,-1.1912327181979747,0.0,,1.0,1.0
-Code-Math-Instruction_Tuned,geo_procrustes_peak_depth,representation,0.6666666666666666,1.0,0.33333333333333337,1,3.0271433086485895,3.0271433086485895,1.0,,1.0,1.0
-Code-Math-Instruction_Tuned,geo_rowwise_cosine_late_minus_early,representation,-0.4833221435546875,-0.3294448852539062,0.1538772583007813,1,1.070219414690882,1.070219414690882,1.0,,1.0,1.0
-Code-Math-Instruction_Tuned,geo_rowwise_cosine_mean,representation,0.9683198794722556,0.9781851306557656,0.009865251183510004,1,1.1279344694104703,1.1279344694104703,1.0,,1.0,1.0
-Code-Math-Instruction_Tuned,geo_rowwise_cosine_peak_depth,representation,0.0769230769230769,0.0769230769230769,0.0,0,,,,,,
-Code-Math-Instruction_Tuned,geo_subspace_overlap_late_minus_early,representation,-0.308434097064388,-0.2419615199588782,0.0664725771055098,1,0.9538782912477892,0.9538782912477892,1.0,,1.0,1.0
-Code-Math-Instruction_Tuned,geo_subspace_overlap_mean,representation,0.6467178112188063,0.6984951495890055,0.051777338370199155,1,0.7047063709721275,0.7047063709721275,1.0,,1.0,1.0
-Code-Math-Instruction_Tuned,geo_subspace_overlap_peak_depth,representation,0.0,0.0,0.0,1,0.0,0.0,0.0,,,
-Code-Math-Instruction_Tuned,geo_svcca_late_minus_early,representation,0.009655326134633,0.0243041035922042,0.0146487774575712,1,1.2704104962860372,1.2704104962860372,1.0,,1.0,1.0
-Code-Math-Instruction_Tuned,geo_svcca_mean,representation,0.9793796452147364,0.9857806580788762,0.0064010128641397435,1,1.5405580532948857,1.5405580532948857,1.0,,1.0,1.0
-Code-Math-Instruction_Tuned,geo_svcca_peak_depth,representation,0.6923076923076923,0.6410256410256411,-0.05128205128205121,1,-1.1367001662667595,-1.1367001662667595,0.0,,1.0,1.0
-Code-Math-Instruction_Tuned,ret_gain_over_identity,retrieval,-0.8461538461538461,-0.8461538461538461,0.0,0,,,,,,
 Code-Math-Instruction_Tuned,ret_identity_p_at_1,retrieval,1.0,1.0,0.0,0,,,,,,
 Code-Math-Instruction_Tuned,ret_identity_p_at_10,retrieval,1.0,1.0,0.0,0,,,,,,
 Code-Math-Instruction_Tuned,ret_identity_p_at_5,retrieval,1.0,1.0,0.0,0,,,,,,
-Code-Math-Instruction_Tuned,ret_procrustes_p_at_1,retrieval,0.1538461538461538,0.1538461538461538,0.0,0,,,,,,
-Code-Math-Instruction_Tuned,ret_procrustes_p_at_10,retrieval,0.8461538461538461,0.8461538461538461,0.0,0,,,,,,
-Code-Math-Instruction_Tuned,ret_procrustes_p_at_5,retrieval,0.4615384615384615,0.6153846153846154,0.1538461538461539,1,3.376729016455823,3.376729016455823,1.0,,1.0,1.0
-Code-Math-Instruction_Tuned,ret_ridge_p_at_1,retrieval,0.1538461538461538,0.1538461538461538,0.0,0,,,,,,
-Code-Math-Instruction_Tuned,ret_ridge_p_at_10,retrieval,0.8461538461538461,0.8461538461538461,0.0,0,,,,,,
-Code-Math-Instruction_Tuned,ret_ridge_p_at_5,retrieval,0.5384615384615384,0.5384615384615384,0.0,0,,,,,,
-Code-Math-Instruction_Tuned,spectral_overcounting,weight space,-1.0000203847885132,-1.0000203847885132,0.0,1,0.0,0.0,0.0,,,
-Code-Math-Instruction_Tuned,subspace_overlap,weight space,0.9974395632743835,0.9985648989677428,0.001125335693359264,1,2.1925554651031662,2.1925554651031662,1.0,,1.0,1.0
-Code-Math-Instruction_Tuned,weight_cosine,weight space,0.9976833462715148,0.9976833462715148,0.0,1,0.0,0.0,0.0,,,
-Math-Instruction_Tuned,beh_entropy_gap,behaviour,-1.4299061347585909,-1.4045253290190551,0.025380805739535585,5,0.05108290640188784,-0.08870514482151166,2.0,1.0,1.0,1.0
-Math-Instruction_Tuned,beh_js,behaviour,0.12281834840353041,0.10852165823473174,-0.014296690168798646,5,-0.3048932788794825,-0.29748009718825985,0.0,0.0625,0.0625,0.10773809523809524
-Math-Instruction_Tuned,beh_js_to_base,behaviour,0.122818348409463,0.10852165823966838,-0.014296690169794596,5,-0.2874560766114504,-0.2804668634303113,0.0,0.0625,0.0625,0.10773809523809524
-Math-Instruction_Tuned,beh_kl_sym,behaviour,0.6058094403280594,0.5198008515236175,-0.0860085888044417,5,-0.3504469910792197,-0.3856575040177631,0.0,0.0625,0.0625,0.10773809523809524
-Math-Instruction_Tuned,beh_kl_to_base,behaviour,0.5402923311013552,0.45799824939797984,-0.08229408170337532,5,-0.3784611056657115,-0.44202447669781614,0.0,0.0625,0.0625,0.10773809523809524
-Math-Instruction_Tuned,beh_logit_cosine,behaviour,0.8728418722748756,0.9131221089512109,0.04028023667633536,5,0.7468526241107699,0.9793394064971349,5.0,0.0625,0.0625,0.10773809523809524
-Math-Instruction_Tuned,beh_logit_kl,behaviour,0.5402918877863788,0.45799813283516444,-0.08229375495121444,5,-0.40169255973026435,-0.469157044050397,0.0,0.0625,0.0625,0.10773809523809524
-Math-Instruction_Tuned,beh_logit_l2,behaviour,282.2741302490234,236.59283447265625,-45.6812957763672,5,-0.6283059192347634,-0.7234230222673003,0.0,0.0625,0.0625,0.10773809523809524
-Math-Instruction_Tuned,beh_rank_corr,behaviour,0.8784899369577923,0.915419551536252,0.03692961457845967,5,0.7353506967740435,0.9991473151101483,5.0,0.0625,0.0625,0.10773809523809524
-Math-Instruction_Tuned,beh_topk_overlap,behaviour,0.719375,0.741875,0.022500000000000055,5,0.36943110737733625,0.35916913217241087,5.0,0.0625,0.0625,0.10773809523809524
-Math-Instruction_Tuned,grad_cosine,gradient,0.2663357330436481,0.3457715442713327,0.07943581122768464,5,0.5133574048592526,0.494297899945149,5.0,0.0625,0.0625,0.10773809523809524
-Math-Instruction_Tuned,grad_cosine_layer_late_minus_early,gradient,0.12127400562167164,0.13477129936218257,0.01349729374051096,5,0.0876774263384403,0.023710871399476845,4.0,0.3125,0.375,0.4674586776859504
-Math-Instruction_Tuned,grad_cosine_layer_mean,gradient,0.2937802403979003,0.36663378787226975,0.07285354747436942,5,0.5184669210221842,0.4557403296685584,5.0,0.0625,0.0625,0.10773809523809524
-Math-Instruction_Tuned,grad_cosine_layer_min,gradient,-0.09010249674320216,-0.07998894266784186,0.010113554075360298,5,0.061734761039193696,-0.11839680212330342,2.0,0.8125,1.0,1.0
-Math-Instruction_Tuned,grad_l2,gradient,2670.945922651768,2521.680414610902,-149.26550804086583,5,-0.7873418126624193,-0.8199585427834839,0.0,0.0625,0.0625,0.10773809523809524
-Math-Instruction_Tuned,grad_norm_a,gradient,1434.2869531496542,1332.7552800089095,-101.53167314074457,5,-0.18089332694001112,-0.2687767598450147,1.0,0.3125,0.375,0.4674586776859504
 Math-Instruction_Tuned,grad_norm_b,gradient,2661.756166702006,2661.756166702006,0.0,0,,,,,,
-Math-Instruction_Tuned,grad_norm_ratio,gradient,0.5388498657736849,0.5007052474157437,-0.03814461835794118,5,-0.22315680767213952,-0.3315731139345208,1.0,0.3125,0.375,0.4674586776859504
-Math-Instruction_Tuned,act_deviation_from_base,other,0.3406754306703806,0.2917846224270761,-0.048890808243304495,5,-0.5929190978178251,-0.6552347513245169,0.0,0.0625,0.0625,0.10773809523809524
-Math-Instruction_Tuned,cka_to_base,other,0.9687317037582398,0.9781474018096924,0.009415698051452637,5,0.6305921855921296,0.7110382045334173,5.0,0.0625,0.0625,0.10773809523809524
-Math-Instruction_Tuned,qmd_raw_from_base,other,0.06886231224556602,0.06323308267899282,-0.005629229566573214,5,-0.27662847566898086,-0.29392234507751674,0.0,0.0625,0.0625,0.10773809523809524
-Math-Instruction_Tuned,geo_cka_late_minus_early,representation,-0.07347604242564833,-0.06346637592994904,0.010009666495699284,5,0.47172386696667773,0.22003104696441317,5.0,0.0625,0.0625,0.10773809523809524
-Math-Instruction_Tuned,geo_cka_mean,representation,0.9825143903774565,0.9877745167383312,0.005260126360874695,5,0.834348863863859,0.9871256915956641,5.0,0.0625,0.0625,0.10773809523809524
-Math-Instruction_Tuned,geo_cka_peak_depth,representation,0.16923076923076924,0.1692307692307692,-3.3306690738754695e-17,5,-9.769962616701378e-16,-0.8081220356417701,2.0,1.0,1.0,1.0
-Math-Instruction_Tuned,geo_procrustes_late_minus_early,representation,0.01152432332840556,0.0093874501776062,-0.00213687315079936,5,-0.45599260560933674,-0.38563094876291554,0.0,0.0625,0.0625,0.10773809523809524
-Math-Instruction_Tuned,geo_procrustes_mean,representation,0.00903851952908662,0.00572269476769652,-0.0033158247613901,5,-0.9159855287342948,-1.1759135668369944,0.0,0.0625,0.0625,0.10773809523809524
-Math-Instruction_Tuned,geo_procrustes_peak_depth,representation,0.8051282051282052,1.0,0.19487179487179487,5,1.7697145496714828,2.7942861310602365,3.0,,0.25,0.3900862068965517
-Math-Instruction_Tuned,geo_rowwise_cosine_late_minus_early,representation,-0.3310884594917297,-0.22081896066665646,0.11026949882507328,5,0.7669265737770662,1.0226798924745064,5.0,0.0625,0.0625,0.10773809523809524
-Math-Instruction_Tuned,geo_rowwise_cosine_mean,representation,0.9773937767744064,0.9846236377954483,0.007229861021041883,5,0.8266195460193927,1.0861640846925267,5.0,0.0625,0.0625,0.10773809523809524
-Math-Instruction_Tuned,geo_rowwise_cosine_peak_depth,representation,0.0769230769230769,0.0769230769230769,0.0,0,,,,,,
-Math-Instruction_Tuned,geo_subspace_overlap_late_minus_early,representation,-0.24585297691156427,-0.1938523499976018,0.052000626913962456,5,0.7462065005509295,0.794944344403234,5.0,0.0625,0.0625,0.10773809523809524
-Math-Instruction_Tuned,geo_subspace_overlap_mean,representation,0.7141253192604984,0.7564017219754036,0.04227640271490514,5,0.575395554749571,0.6809655007968026,5.0,0.0625,0.0625,0.10773809523809524
 Math-Instruction_Tuned,geo_subspace_overlap_peak_depth,representation,0.0,0.0,0.0,5,0.0,0.0,0.0,,,
-Math-Instruction_Tuned,geo_svcca_late_minus_early,representation,0.01995284539713438,0.028709911758290525,0.00875706636115614,5,0.7594537533325798,0.6934209775386235,3.0,0.4375,1.0,0.6284722222222222
-Math-Instruction_Tuned,geo_svcca_mean,representation,0.9836417402178963,0.9875452334554342,0.0039034932375380917,5,0.9394697481020635,1.0099286514320935,5.0,0.0625,0.0625,0.10773809523809524
-Math-Instruction_Tuned,geo_svcca_peak_depth,representation,0.6564102564102564,0.6153846153846154,-0.04102564102564099,5,-0.909360133013408,-1.1367001662667595,0.0,0.0625,0.0625,0.10773809523809524
-Math-Instruction_Tuned,ret_gain_over_identity,retrieval,-0.8461538461538461,-0.8461538461538461,0.0,0,,,,,,
 Math-Instruction_Tuned,ret_identity_p_at_1,retrieval,1.0,1.0,0.0,0,,,,,,
 Math-Instruction_Tuned,ret_identity_p_at_10,retrieval,1.0,1.0,0.0,0,,,,,,
 Math-Instruction_Tuned,ret_identity_p_at_5,retrieval,1.0,1.0,0.0,0,,,,,,
-Math-Instruction_Tuned,ret_procrustes_p_at_1,retrieval,0.1538461538461538,0.1538461538461538,0.0,0,,,,,,
-Math-Instruction_Tuned,ret_procrustes_p_at_10,retrieval,0.8461538461538461,0.8461538461538461,0.0,0,,,,,,
-Math-Instruction_Tuned,ret_procrustes_p_at_5,retrieval,0.5076923076923077,0.5846153846153845,0.07692307692307696,5,1.6883645082279117,1.6883645082279122,4.0,,0.125,0.2056818181818182
-Math-Instruction_Tuned,ret_ridge_p_at_1,retrieval,0.1538461538461538,0.1538461538461538,0.0,0,,,,,,
-Math-Instruction_Tuned,ret_ridge_p_at_10,retrieval,0.8461538461538461,0.8461538461538461,0.0,0,,,,,,
-Math-Instruction_Tuned,ret_ridge_p_at_5,retrieval,0.5384615384615384,0.5384615384615384,0.0,0,,,,,,
-Math-Instruction_Tuned,spectral_overcounting,weight space,-1.0000172138214112,-1.0000171661376953,4.76837158203125e-08,5,0.004452097246087626,0.0,1.0,,1.0,1.0
-Math-Instruction_Tuned,subspace_overlap,weight space,0.9983385443687439,0.9985898494720459,0.00025130510330202417,5,0.4896320101678865,0.5772877763254677,3.0,0.625,1.0,0.8701923076923077
-Math-Instruction_Tuned,weight_cosine,weight space,0.9977971315383911,0.997797155380249,2.384185793236071e-08,5,2.398506299426306e-05,0.0,1.0,,1.0,1.0

 combo,metric,family,mean_without,mean_with,mean_diff_raw,n_pairs,mean_diff,median_diff,n_positive,p_wilcoxon,p_sign,q_bh
+ALL,beh_entropy_gap,behaviour,-1.0505722488124078,-0.99783034143763,0.05274190737477791,18,0.09918095243889163,0.12260320687385484,13.0,0.00896453857421875,0.09625244140625,0.0652618408203125
+ALL,beh_js,behaviour,0.0862614735523508,0.07493323984178953,-0.011328233710561273,18,-0.22779823009036246,-0.21104148899031067,0.0,7.62939453125e-06,7.62939453125e-06,6.9427490234375e-05
+ALL,beh_js_to_base,behaviour,0.08960160711301804,0.07769059418763206,-0.011911012925385985,20,-0.23948851121034828,-0.2244874656853442,0.0,1.9073486328125e-06,1.9073486328125e-06,6.9427490234375e-05
+ALL,beh_kl_sym,behaviour,0.4129193392865627,0.3510844096102124,-0.06183492967635028,18,-0.23801128163982677,-0.21283141795952049,0.0,7.62939453125e-06,7.62939453125e-06,6.9427490234375e-05
+ALL,beh_kl_to_base,behaviour,0.3913996514478821,0.3301468381705516,-0.061252813277330495,20,-0.28169470948872694,-0.28835425938371406,0.0,1.9073486328125e-06,1.9073486328125e-06,6.9427490234375e-05
+ALL,beh_logit_cosine,behaviour,0.9219641389532222,0.9456065069470141,0.023642367993791918,18,0.41791488124644427,0.25858484367767176,18.0,7.62939453125e-06,7.62939453125e-06,6.9427490234375e-05
+ALL,beh_logit_kl,behaviour,0.37736593400021534,0.31900513883205606,-0.058360795168159285,18,-0.26981715098220427,-0.23682918212298704,0.0,7.62939453125e-06,7.62939453125e-06,6.9427490234375e-05
+ALL,beh_logit_l2,behaviour,218.96374003092447,186.6341913011339,-32.32954872979059,18,-0.42839264729444754,-0.3792158230675996,0.0,7.62939453125e-06,7.62939453125e-06,6.9427490234375e-05
+ALL,beh_rank_corr,behaviour,0.9228851034750905,0.9447610676917351,0.021875964216644648,18,0.4145590206338195,0.2628722782467957,18.0,7.62939453125e-06,7.62939453125e-06,6.9427490234375e-05
+ALL,beh_topk_overlap,behaviour,0.7590277777777777,0.7781250000000001,0.019097222222222224,18,0.2985789869808823,0.317579467970575,18.0,0.00019438312233538687,7.62939453125e-06,0.0015381620984800178
+ALL,grad_cosine,gradient,0.3842981702491265,0.4439774202549047,0.059679250005778305,18,0.3853942864360646,0.41644107518129037,16.0,7.62939453125e-05,0.001312255859375,0.0006311590021306819
+ALL,grad_cosine_layer_late_minus_early,gradient,0.19872694488407835,0.19573083851072523,-0.00299610637335312,18,-0.019946909657721668,0.13916403297162078,13.0,0.19638824462890625,0.09625244140625,0.3163067302872649
+ALL,grad_cosine_layer_mean,gradient,0.39938707095700215,0.45722411015433156,0.05783703919732942,18,0.40211793962160214,0.42217168255339743,18.0,7.62939453125e-06,7.62939453125e-06,6.9427490234375e-05
+ALL,grad_cosine_layer_min,gradient,-0.003209375155468772,0.015801157905823676,0.019010533061292446,18,0.12114397846721357,0.06907075924906139,10.0,0.28372955322265625,0.8145294189453125,0.3715020049390175
+ALL,grad_l2,gradient,2534.937438054719,2454.8591309204517,-80.0783071342675,18,-0.41171479872687056,-0.6742831449054599,4.0,0.0138702392578125,0.0308837890625,0.0970916748046875
+ALL,grad_norm_a,gradient,1715.03938386157,1761.7428710962536,46.70348723468362,18,0.08560611696644814,0.03553148878409241,9.0,0.7660293579101562,1.0,0.893700917561849
 ALL,grad_norm_b,gradient,2661.756166702006,2661.756166702006,0.0,0,,,,,,
+ALL,grad_norm_ratio,gradient,0.6330187415559839,0.6353549404170881,0.002336198861104181,18,0.013989997045391183,-0.10749420192939427,8.0,0.9661178588867188,0.8145294189453125,1.0
+ALL,act_deviation_from_base,other,0.2909211340174079,0.24877564283087844,-0.0421454911865294,20,-0.5111158417968739,-0.48141035398846777,0.0,1.9073486328125e-06,1.9073486328125e-06,6.9427490234375e-05
+ALL,cka_to_base,other,0.9741214978694913,0.9828484863042831,0.008726988434791572,20,0.5844676284923385,0.3942216092375521,20.0,1.9073486328125e-06,1.9073486328125e-06,6.9427490234375e-05
+ALL,qmd_raw_from_base,other,0.05631466960422178,0.0517850840132395,-0.0045295855909822675,20,-0.22259038161919803,-0.23759881154028703,0.0,1.9073486328125e-06,1.9073486328125e-06,6.9427490234375e-05
+ALL,geo_cka_late_minus_early,representation,-0.0644065564642316,-0.051883851819345385,0.012522704644886223,18,0.5585072496792892,0.5650516857230004,18.0,7.62939453125e-06,7.62939453125e-06,6.9427490234375e-05
+ALL,geo_cka_mean,representation,0.9877554206504493,0.9914353071533389,0.0036798865028896833,18,0.5627204896756783,0.5754013710358381,18.0,7.62939453125e-06,7.62939453125e-06,6.9427490234375e-05
+ALL,geo_cka_peak_depth,representation,0.1752136752136752,0.17236467236467232,-0.0028490028490028635,18,-0.09466030570784462,0.0,4.0,0.6826171875,0.548828125,0.8067294034090909
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 ALL,ret_identity_p_at_1,retrieval,1.0,1.0,0.0,0,,,,,,
 ALL,ret_identity_p_at_10,retrieval,1.0,1.0,0.0,0,,,,,,
 ALL,ret_identity_p_at_5,retrieval,1.0,1.0,0.0,0,,,,,,
+ALL,ret_procrustes_p_at_1,retrieval,0.1538461538461538,0.1538461538461538,0.0,18,0.0,0.0,0.0,,,
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+ALL,ret_ridge_p_at_1,retrieval,0.1538461538461538,0.1538461538461538,0.0,18,0.0,0.0,0.0,,,
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+ALL,ret_ridge_p_at_5,retrieval,0.5384615384615384,0.5384615384615384,0.0,18,0.0,0.0,0.0,,,
+ALL,spectral_overcounting,weight space,-1.0000130732854207,-1.0000130534172058,1.9868214925130207e-08,18,0.0019488931335841096,0.0,4.0,0.21875,1.0,0.32971014492753625
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+Code-Instruction_Tuned,beh_entropy_gap,behaviour,-0.6833041678265271,-0.5951874794776216,0.08811668834890547,5,0.16570309098045266,0.17920869912199427,5.0,0.0625,0.0625,0.10731132075471699
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+Code-Instruction_Tuned,beh_kl_sym,behaviour,0.24499219891158006,0.1921469844954584,-0.052845214416121666,5,-0.20340861188887432,-0.2325773276707081,0.0,0.0625,0.0625,0.10731132075471699
+Code-Instruction_Tuned,beh_kl_to_base,behaviour,0.24558744516642164,0.19273855980014618,-0.052848885366275425,5,-0.24304600251831573,-0.2825243992484339,0.0,0.0625,0.0625,0.10731132075471699
+Code-Instruction_Tuned,beh_logit_cosine,behaviour,0.955599820241332,0.9703453280031681,0.014745507761835985,5,0.26064931934163027,0.2886369903479307,5.0,0.0625,0.0625,0.10731132075471699
+Code-Instruction_Tuned,beh_logit_kl,behaviour,0.2455873594795482,0.19273849651112931,-0.05284886296841894,5,-0.24433405332639277,-0.284021667331037,0.0,0.0625,0.0625,0.10731132075471699
+Code-Instruction_Tuned,beh_logit_l2,behaviour,192.04082336425782,163.2710754394531,-28.769747924804687,5,-0.381222409830428,-0.3919259717027453,0.0,0.0625,0.0625,0.10731132075471699
+Code-Instruction_Tuned,beh_rank_corr,behaviour,0.9524910920795607,0.9660681227143326,0.013577030634772003,5,0.25729062579028783,0.2910768353781911,5.0,0.0625,0.0625,0.10731132075471699
+Code-Instruction_Tuned,beh_topk_overlap,behaviour,0.8006250000000001,0.826875,0.02624999999999993,5,0.4104103893773571,0.39086703750224455,5.0,0.0625,0.0625,0.10731132075471699
+Code-Instruction_Tuned,grad_cosine,gradient,0.35552179076297225,0.45261807229124856,0.09709628152827632,5,0.6270245040204452,0.6694402951414061,5.0,0.0625,0.0625,0.10731132075471699
+Code-Instruction_Tuned,grad_cosine_layer_late_minus_early,gradient,0.3248445110395551,0.330592554807663,0.005748043768107902,5,0.03826823732655405,0.1190623476291705,3.0,0.8125,1.0,0.9300314465408805
+Code-Instruction_Tuned,grad_cosine_layer_mean,gradient,0.4095597248943522,0.4737071388214826,0.06414741392713039,5,0.4459914663408771,0.43257144164103756,5.0,0.0625,0.0625,0.10731132075471699
+Code-Instruction_Tuned,grad_cosine_layer_min,gradient,-0.09967979453504087,-0.049875938892364476,0.04980385564267638,5,0.3173733843289933,0.1910023571205612,5.0,0.0625,0.0625,0.10731132075471699
+Code-Instruction_Tuned,grad_l2,gradient,2545.4297570479016,2387.143825984914,-158.28593106298732,5,-0.8138116623722409,-0.8025932667581467,0.0,0.0625,0.0625,0.10731132075471699
+Code-Instruction_Tuned,grad_norm_a,gradient,1487.9266221662315,1527.1069945411577,39.18037237492622,5,0.07181646893866359,-0.045897140513835186,2.0,1.0,1.0,1.0
 Code-Instruction_Tuned,grad_norm_b,gradient,2661.756166702006,2661.756166702006,0.0,0,,,,,,
+Code-Instruction_Tuned,grad_norm_ratio,gradient,0.5590018502745939,0.5737215954056709,0.014719745131077067,5,0.08814711552224157,-0.056333882837778154,2.0,1.0,1.0,1.0
+Code-Instruction_Tuned,act_deviation_from_base,other,0.29014053430408243,0.24678958225995298,-0.04335095204412938,5,-0.5257349653054478,-0.5900637262201152,0.0,0.0625,0.0625,0.10731132075471699
+Code-Instruction_Tuned,cka_to_base,other,0.9737666422128678,0.983200253546238,0.009433611333370218,5,0.6317918816246285,0.8040619007888237,5.0,0.0625,0.0625,0.10731132075471699
+Code-Instruction_Tuned,qmd_raw_from_base,other,0.06490202158222438,0.05963919167922608,-0.005262829902998324,5,-0.25862306671884455,-0.27103230967800196,0.0,0.0625,0.0625,0.10731132075471699
+Code-Instruction_Tuned,geo_cka_late_minus_early,representation,-0.055239056183776156,-0.04099403102646176,0.0142450251573144,5,0.6353220049370761,0.6876662032208988,5.0,0.0625,0.0625,0.10731132075471699
+Code-Instruction_Tuned,geo_cka_mean,representation,0.9896876396101477,0.9934545508432834,0.003766911233135617,5,0.5760281280442613,0.6905746020761485,5.0,0.0625,0.0625,0.10731132075471699
+Code-Instruction_Tuned,geo_cka_peak_depth,representation,0.17435897435897435,0.17435897435897435,0.0,5,0.0,0.0,2.0,,1.0,1.0
+Code-Instruction_Tuned,geo_procrustes_late_minus_early,representation,0.00436498752170236,0.00242817556567644,-0.00193681195602592,5,-0.39904830165584454,-0.3838364339886617,0.0,0.0625,0.0625,0.10731132075471699
+Code-Instruction_Tuned,geo_procrustes_mean,representation,0.004198640353438201,0.0024688665427442798,-0.00172977381069392,5,-0.4609795796735926,-0.5713900437029804,0.0,0.0625,0.0625,0.10731132075471699
 Code-Instruction_Tuned,geo_procrustes_peak_depth,representation,1.0,1.0,0.0,5,0.0,0.0,0.0,,,
+Code-Instruction_Tuned,geo_rowwise_cosine_late_minus_early,representation,-0.13471602201461788,-0.08607503175735468,0.048640990257263206,5,0.32135626798907707,0.4033506304430207,5.0,0.0625,0.0625,0.10731132075471699
+Code-Instruction_Tuned,geo_rowwise_cosine_mean,representation,0.9901552379131318,0.9933711487054824,0.003215910792350796,5,0.3492306061154659,0.43153960043644624,5.0,0.0625,0.0625,0.10731132075471699
+Code-Instruction_Tuned,geo_rowwise_cosine_peak_depth,representation,0.0769230769230769,0.0769230769230769,0.0,5,0.0,0.0,0.0,,,
+Code-Instruction_Tuned,geo_subspace_overlap_late_minus_early,representation,-0.14191270069168374,-0.11435183690533393,0.02756086378634979,5,0.3786471229956439,0.37886123432120034,5.0,0.0625,0.0625,0.10731132075471699
+Code-Instruction_Tuned,geo_subspace_overlap_mean,representation,0.8071106870546114,0.8353119669517278,0.028201279897116606,5,0.362876155290793,0.3908915318175655,5.0,0.0625,0.0625,0.10731132075471699
+Code-Instruction_Tuned,geo_subspace_overlap_peak_depth,representation,0.0,0.10769230769230768,0.10769230769230768,5,1.1999999999999997,0.0,1.0,,1.0,1.0
+Code-Instruction_Tuned,geo_svcca_late_minus_early,representation,0.00803560923083296,0.00803456818977926,-1.041041053700259e-06,5,-9.559328864115334e-05,-0.027329036122618673,1.0,0.625,0.375,0.7434640522875817
+Code-Instruction_Tuned,geo_svcca_mean,representation,0.9905682710814082,0.9910761660904823,0.0005078950090740442,5,0.11871007286945823,0.09973925137063624,3.0,0.3125,1.0,0.3949652777777778
+Code-Instruction_Tuned,geo_svcca_peak_depth,representation,0.6153846153846153,0.5794871794871794,-0.03589743589743592,5,-0.7806899522726469,-1.1152713603894957,0.0,,0.125,0.20681818181818182
+Code-Instruction_Tuned,ret_gain_over_identity,retrieval,-0.8461538461538461,-0.8461538461538461,0.0,5,0.0,0.0,0.0,,,
 Code-Instruction_Tuned,ret_identity_p_at_1,retrieval,1.0,1.0,0.0,0,,,,,,
 Code-Instruction_Tuned,ret_identity_p_at_10,retrieval,1.0,1.0,0.0,0,,,,,,
 Code-Instruction_Tuned,ret_identity_p_at_5,retrieval,1.0,1.0,0.0,0,,,,,,
+Code-Instruction_Tuned,ret_procrustes_p_at_1,retrieval,0.1538461538461538,0.1538461538461538,0.0,5,0.0,0.0,0.0,,,
+Code-Instruction_Tuned,ret_procrustes_p_at_10,retrieval,0.8461538461538461,0.8461538461538461,0.0,5,0.0,0.0,0.0,,,
+Code-Instruction_Tuned,ret_procrustes_p_at_5,retrieval,0.5384615384615384,0.5538461538461539,0.015384615384615396,5,0.33844564489065976,0.0,1.0,,1.0,1.0
+Code-Instruction_Tuned,ret_ridge_p_at_1,retrieval,0.1538461538461538,0.1538461538461538,0.0,5,0.0,0.0,0.0,,,
+Code-Instruction_Tuned,ret_ridge_p_at_10,retrieval,0.8461538461538461,0.8461538461538461,0.0,5,0.0,0.0,0.0,,,
+Code-Instruction_Tuned,ret_ridge_p_at_5,retrieval,0.5384615384615384,0.5384615384615384,0.0,5,0.0,0.0,0.0,,,
+Code-Instruction_Tuned,spectral_overcounting,weight space,-1.0000210285186768,-1.0000209569931031,7.152557368605983e-08,5,0.007016015276546679,0.01169335877972408,3.0,,0.25,0.32971014492753625
+Code-Instruction_Tuned,subspace_overlap,weight space,0.9982860565185547,0.998554265499115,0.0002682089805602805,5,0.5394821488172854,0.589620251540875,4.0,0.1875,0.375,0.3046875
+Code-Instruction_Tuned,weight_cosine,weight space,0.9979568839073181,0.9979568958282471,1.1920928955078126e-08,5,1.2062159490087674e-05,0.0,1.0,,1.0,1.0
+Code-Math,beh_entropy_gap,behaviour,-0.8487195574856834,-0.7650611875315414,0.08365836995414186,5,0.15731924051546278,0.16943176322700038,5.0,0.0625,0.0625,0.10731132075471699
+Code-Math,beh_js,behaviour,0.05932089412373158,0.05064618958203162,-0.00867470454169996,5,-0.17443869818061622,-0.20065012385590444,0.0,0.0625,0.0625,0.10731132075471699
+Code-Math,beh_js_to_base,behaviour,0.05932089412574072,0.05064618958360474,-0.008674704542135979,5,-0.17441775011074206,-0.20062602809704028,0.0,0.0625,0.0625,0.10731132075471699
+Code-Math,beh_kl_sym,behaviour,0.26808387823507396,0.2265663909103927,-0.041517487324681225,5,-0.1598066080180572,-0.18613472451758795,0.0,0.0625,0.0625,0.10731132075471699
+Code-Math,beh_kl_to_base,behaviour,0.25441715897768064,0.21898163798982795,-0.03543552098785269,5,-0.16296392371498078,-0.18759318779542877,0.0,0.0625,0.0625,0.10731132075471699
+Code-Math,beh_logit_cosine,behaviour,0.9678319167345762,0.9741528473794461,0.006320930644869893,5,0.1117320811735717,0.12897762504027194,5.0,0.0625,0.0625,0.10731132075471699
+Code-Math,beh_logit_kl,behaviour,0.25441714456503767,0.21898162601839272,-0.03543551854664489,5,-0.16382762829539327,-0.188587427106948,0.0,0.0625,0.0625,0.10731132075471699
+Code-Math,beh_logit_l2,behaviour,146.3926574707031,130.74491119384766,-15.647746276855466,5,-0.2073452836524443,-0.21700462862701436,0.0,0.0625,0.0625,0.10731132075471699
+Code-Math,beh_rank_corr,behaviour,0.9669009735636862,0.9717550715116751,0.004854097947989078,5,0.09198726380471445,0.10177333782122325,5.0,0.0625,0.0625,0.10731132075471699
+Code-Math,beh_topk_overlap,behaviour,0.775625,0.784375,0.00874999999999999,5,0.13680346312578592,0.14657513906334257,5.0,0.0625,0.0625,0.10731132075471699
+Code-Math,grad_cosine,gradient,0.5876556778540429,0.5917608889232799,0.00410521106923698,5,0.02651046872312964,0.017782108534818004,3.0,0.625,1.0,0.7434640522875817
+Code-Math,grad_cosine_layer_late_minus_early,gradient,0.1983495146036148,0.14799186587333682,-0.050357648730277996,5,-0.3352616177889454,0.19283707245308535,3.0,0.8125,1.0,0.9300314465408805
+Code-Math,grad_cosine_layer_mean,gradient,0.5469746536761522,0.5788521881401538,0.031877534464001614,5,0.2216318237720721,0.20410244002768044,5.0,0.0625,0.0625,0.10731132075471699
+Code-Math,grad_cosine_layer_min,gradient,0.2266274720430374,0.2274605453014374,0.0008330732583999634,5,0.005308731141406275,-0.0972590964525875,2.0,1.0,1.0,1.0
+Code-Math,grad_l2,gradient,2319.686796850513,2414.1387696379434,94.45197278743053,5,0.4856155974967155,0.32647633207133686,4.0,0.125,0.375,0.20681818181818182
+Code-Math,grad_norm_a,gradient,2390.545600169052,2659.1058810180484,268.5602808489963,5,0.4922630873231212,0.3820323947873414,5.0,0.0625,0.0625,0.10731132075471699
 Code-Math,grad_norm_b,gradient,2661.756166702006,2661.756166702006,0.0,0,,,,,,
+Code-Math,grad_norm_ratio,gradient,0.8574013604723248,0.9035415511295989,0.04614019065727413,5,0.2763040174858921,0.3025711753201227,4.0,0.1875,0.375,0.3046875
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+Math-Instruction_Tuned,cka_to_base,other,0.9687317037582398,0.9781474018096924,0.009415698051452637,5,0.6305921855921296,0.7110382045334173,5.0,0.0625,0.0625,0.10731132075471699
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+Math-Instruction_Tuned,geo_cka_late_minus_early,representation,-0.07347604242564833,-0.06346637592994904,0.010009666495699284,5,0.44642682737094364,0.20823148688885143,5.0,0.0625,0.0625,0.10731132075471699
+Math-Instruction_Tuned,geo_cka_mean,representation,0.9825143903774565,0.9877745167383312,0.005260126360874695,5,0.8043674388389384,0.9516543963203375,5.0,0.0625,0.0625,0.10731132075471699
+Math-Instruction_Tuned,geo_cka_peak_depth,representation,0.16923076923076924,0.1692307692307692,-3.3306690738754695e-17,5,-1.0658141036401502e-15,-0.8519427513705989,2.0,1.0,1.0,1.0
+Math-Instruction_Tuned,geo_procrustes_late_minus_early,representation,0.01152432332840556,0.0093874501776062,-0.00213687315079936,5,-0.4402676258928703,-0.37233240231119136,0.0,0.0625,0.0625,0.10731132075471699
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+Math-Instruction_Tuned,geo_subspace_overlap_late_minus_early,representation,-0.24585297691156427,-0.1938523499976018,0.052000626913962456,5,0.7144147559226226,0.7610761489743207,5.0,0.0625,0.0625,0.10731132075471699
+Math-Instruction_Tuned,geo_subspace_overlap_mean,representation,0.7141253192604984,0.7564017219754036,0.04227640271490514,5,0.5439858947068054,0.6437929945020878,5.0,0.0625,0.0625,0.10731132075471699
 Math-Instruction_Tuned,geo_subspace_overlap_peak_depth,representation,0.0,0.0,0.0,5,0.0,0.0,0.0,,,
+Math-Instruction_Tuned,geo_svcca_late_minus_early,representation,0.01995284539713438,0.028709911758290525,0.00875706636115614,5,0.8041150436251379,0.7341990702623811,3.0,0.4375,1.0,0.5416666666666666
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+Math-Instruction_Tuned,geo_svcca_peak_depth,representation,0.6564102564102564,0.6153846153846154,-0.04102564102564099,5,-0.8922170883115952,-1.1152713603894933,0.0,0.0625,0.0625,0.10731132075471699
+Math-Instruction_Tuned,ret_gain_over_identity,retrieval,-0.8461538461538461,-0.8461538461538461,0.0,5,0.0,0.0,0.0,,,
 Math-Instruction_Tuned,ret_identity_p_at_1,retrieval,1.0,1.0,0.0,0,,,,,,
 Math-Instruction_Tuned,ret_identity_p_at_10,retrieval,1.0,1.0,0.0,0,,,,,,
 Math-Instruction_Tuned,ret_identity_p_at_5,retrieval,1.0,1.0,0.0,0,,,,,,
+Math-Instruction_Tuned,ret_procrustes_p_at_1,retrieval,0.1538461538461538,0.1538461538461538,0.0,5,0.0,0.0,0.0,,,
+Math-Instruction_Tuned,ret_procrustes_p_at_10,retrieval,0.8461538461538461,0.8461538461538461,0.0,5,0.0,0.0,0.0,,,
+Math-Instruction_Tuned,ret_procrustes_p_at_5,retrieval,0.5076923076923077,0.5846153846153845,0.07692307692307696,5,1.6922282244532982,1.692228224453299,4.0,,0.125,0.20681818181818182
+Math-Instruction_Tuned,ret_ridge_p_at_1,retrieval,0.1538461538461538,0.1538461538461538,0.0,5,0.0,0.0,0.0,,,
+Math-Instruction_Tuned,ret_ridge_p_at_10,retrieval,0.8461538461538461,0.8461538461538461,0.0,5,0.0,0.0,0.0,,,
+Math-Instruction_Tuned,ret_ridge_p_at_5,retrieval,0.5384615384615384,0.5384615384615384,0.0,5,0.0,0.0,0.0,,,
+Math-Instruction_Tuned,spectral_overcounting,weight space,-1.0000172138214112,-1.0000171661376953,4.76837158203125e-08,5,0.004677343520601863,0.0,1.0,,1.0,1.0
+Math-Instruction_Tuned,subspace_overlap,weight space,0.9983385443687439,0.9985898494720459,0.00025130510330202417,5,0.5054812737996862,0.5959744348126457,3.0,0.625,1.0,0.7434640522875817
+Math-Instruction_Tuned,weight_cosine,weight space,0.9977971315383911,0.997797155380249,2.384185793236071e-08,5,2.4124319002642872e-05,0.0,1.0,,1.0,1.0

tables/T5_coverage.csv CHANGED Viewed

@@ -6,11 +6,11 @@ TaskArithmetic,Task Arithmetic,Code-Math-Instruction_Tuned,ahn1376/TaskArithmeti
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