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 8/20.** Regenerated
-2026-08-26 20:31 UTC.
 <!-- AIM-HEADLINE:END -->
 Published at
 [`Mergeability-2/aim-activation-informed-merging`](https://huggingface.co/datasets/Mergeability-2/aim-activation-informed-merging),
@@ -463,14 +463,14 @@ Per benchmark, paired across the 20 matched pairs:
 ### T2 — Does AIM's effect differ by merge operator?
-| operator           |   n_metrics |   n_moved_q<0.05 |   mean_|diff| (SD units) | largest movers                                                                                               |
-|:-------------------|------------:|-----------------:|-------------------------:|:-------------------------------------------------------------------------------------------------------------|
-| ALL                |          49 |                5 |                   0.4589 | geo_rowwise_cosine_mean (+0.98), beh_logit_cosine (+0.96), geo_procrustes_mean (-0.87)                       |
-| DARETaskArithmetic |          49 |                0 |                   0.6358 | geo_rowwise_cosine_mean (+1.31), beh_logit_cosine (+1.23), geo_procrustes_mean (-1.21)                       |
-| DARETies           |          49 |                0 |                   0.5033 | subspace_overlap (-2.55), geo_cka_late_minus_early (+1.07), geo_subspace_overlap_late_minus_early (+0.90)    |
-| TaskArithmetic     |          49 |                0 |                   0.5877 | geo_rowwise_cosine_mean (+1.21), beh_logit_cosine (+1.16), geo_procrustes_mean (-1.15)                       |
-| Ties               |          49 |                0 |                   0.4525 | ret_procrustes_p_at_5 (-1.04), geo_svcca_peak_depth (-1.04), beh_logit_cosine (+0.88)                        |
-| WIDEN              |          49 |                0 |                   0.3411 | ret_procrustes_p_at_5 (+2.09), grad_cosine_layer_late_minus_early (-1.07), geo_subspace_overlap_mean (+0.47) |
 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).
@@ -478,13 +478,13 @@ Full table: `results/aim/tables/T2_per_operator.csv` (294 rows: every metric x e
 ### T3 — Does it differ by which domains were merged?
-| combo                       |   n_metrics |   n_moved_q<0.05 |   mean_|diff| (SD units) | largest movers                                                                             |
-|:----------------------------|------------:|-----------------:|-------------------------:|:-------------------------------------------------------------------------------------------|
-| ALL                         |          49 |               22 |                   0.4589 | geo_rowwise_cosine_mean (+0.98), beh_logit_cosine (+0.96), geo_procrustes_mean (-0.87)     |
-| Code-Instruction_Tuned      |          49 |                0 |                   0.6908 | geo_svcca_peak_depth (-1.73), geo_procrustes_mean (-1.64), geo_rowwise_cosine_mean (+1.52) |
-| Code-Math                   |          49 |                0 |                   0.3589 | geo_cka_late_minus_early (+0.83), grad_l2 (+0.71), geo_rowwise_cosine_mean (+0.66)         |
-| Code-Math-Instruction_Tuned |           5 |                0 |                   0.4938 | cka_to_base (+0.93), act_deviation_from_base (-0.65), beh_kl_to_base (-0.34)               |
-| Math-Instruction_Tuned      |           5 |                0 |                   0.4332 | cka_to_base (+0.63), act_deviation_from_base (-0.59), beh_kl_to_base (-0.38)               |
 Full table: `results/aim/tables/T3_per_combo.csv` (157 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): 8/20.** 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   |
 |:-----------------|:----------------------------|:--------------|:---------------|:-------------------|:-----------------------|:---------------------------|:-----------------------|
@@ -556,11 +556,11 @@ One row per (operator, task combination, property): the with-AIM value, its base
 | DARE Linear      | Math-Instruction_Tuned      | ok            | not-run        | True               | True                   | False                      | 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            | not-run        | True               | True                   | False                      | True                   |
 | DARE TIES        | Math-Instruction_Tuned      | ok            | not-run        | True               | True                   | False                      | True                   |
 | DARE TIES        | Code-Math-Instruction_Tuned | ok            | not-run        | True               | True                   | False                      | True                   |
 | WIDEN            | Code-Math                   | ok            | ok             | True               | True                   | True                       | True                   |
-| WIDEN            | Code-Instruction_Tuned      | ok            | not-run        | True               | True                   | False                      | True                   |
 | WIDEN            | Math-Instruction_Tuned      | ok            | not-run        | True               | True                   | False                      | True                   |
 | WIDEN            | Code-Math-Instruction_Tuned | ok            | not-run        | True               | True                   | False                      | 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 10/20.** Regenerated
+2026-08-26 20:33 UTC.
 <!-- AIM-HEADLINE:END -->
 Published at
 [`Mergeability-2/aim-activation-informed-merging`](https://huggingface.co/datasets/Mergeability-2/aim-activation-informed-merging),
 ### T2 — Does AIM's effect differ by merge operator?
+| operator           |   n_metrics |   n_moved_q<0.05 |   mean_|diff| (SD units) | largest movers                                                                                     |
+|:-------------------|------------:|-----------------:|-------------------------:|:---------------------------------------------------------------------------------------------------|
+| ALL                |          49 |               22 |                   0.4574 | beh_logit_cosine (+1.01), geo_rowwise_cosine_mean (+0.90), geo_procrustes_mean (-0.84)             |
+| DARETaskArithmetic |          49 |                0 |                   0.5957 | beh_logit_cosine (+1.21), geo_rowwise_cosine_mean (+1.16), ret_procrustes_p_at_5 (+1.13)           |
+| DARETies           |          49 |                0 |                   0.548  | beh_logit_cosine (+1.16), subspace_overlap (-1.14), geo_rowwise_cosine_mean (+1.10)                |
+| TaskArithmetic     |          49 |                0 |                   0.549  | subspace_overlap (+1.19), beh_logit_cosine (+1.15), geo_rowwise_cosine_mean (+1.07)                |
+| Ties               |          49 |                0 |                   0.4217 | ret_procrustes_p_at_5 (-1.13), geo_svcca_peak_depth (-0.96), beh_logit_cosine (+0.87)              |
+| WIDEN              |          49 |                0 |                   0.4488 | geo_subspace_overlap_peak_depth (+2.24), ret_procrustes_p_at_5 (+1.13), geo_cka_peak_depth (+0.75) |
 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).
 ### T3 — Does it differ by which domains were merged?
+| combo                       |   n_metrics |   n_moved_q<0.05 |   mean_|diff| (SD units) | largest movers                                                                                            |
+|:----------------------------|------------:|-----------------:|-------------------------:|:----------------------------------------------------------------------------------------------------------|
+| ALL                         |          49 |               22 |                   0.4574 | beh_logit_cosine (+1.01), geo_rowwise_cosine_mean (+0.90), geo_procrustes_mean (-0.84)                    |
+| Code-Instruction_Tuned      |          49 |                0 |                   0.6152 | beh_logit_cosine (+1.42), geo_svcca_peak_depth (-1.35), geo_procrustes_mean (-1.32)                       |
+| Code-Math                   |          49 |                0 |                   0.3365 | geo_cka_late_minus_early (+0.80), geo_subspace_overlap_late_minus_early (+0.64), subspace_overlap (-0.62) |
+| Code-Math-Instruction_Tuned |           5 |                0 |                   0.4938 | cka_to_base (+0.93), act_deviation_from_base (-0.65), beh_kl_to_base (-0.34)                              |
+| Math-Instruction_Tuned      |           5 |                0 |                   0.4332 | cka_to_base (+0.63), act_deviation_from_base (-0.59), beh_kl_to_base (-0.38)                              |
 Full table: `results/aim/tables/T3_per_combo.csv` (157 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): 10/20.** 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   |
 |:-----------------|:----------------------------|:--------------|:---------------|:-------------------|:-----------------------|:---------------------------|:-----------------------|
 | DARE Linear      | Math-Instruction_Tuned      | ok            | not-run        | True               | True                   | False                      | 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            | not-run        | True               | True                   | False                      | True                   |
 | DARE TIES        | Code-Math-Instruction_Tuned | ok            | not-run        | True               | True                   | False                      | True                   |
 | WIDEN            | Code-Math                   | ok            | ok             | True               | True                   | True                       | True                   |
+| WIDEN            | Code-Instruction_Tuned      | ok            | ok             | True               | True                   | True                       | True                   |
 | WIDEN            | Math-Instruction_Tuned      | ok            | not-run        | True               | True                   | False                      | True                   |
 | WIDEN            | Code-Math-Instruction_Tuned | ok            | not-run        | True               | True                   | False                      | 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_s1.json CHANGED Viewed

@@ -75,6 +75,12 @@
   "status": "ok",
   "when": "2026-08-26T19:10:45"
  },
  "WIDEN__Code-Math-Instruction_Tuned#mech": {
   "phase": "mech",
   "secs": 193,

   "status": "ok",
   "when": "2026-08-26T19:10:45"
  },
+ "WIDEN__Code-Instruction_Tuned#panel": {
+  "phase": "panel",
+  "secs": 913,
+  "status": "ok",
+  "when": "2026-08-26T20:32:08"
+ },
  "WIDEN__Code-Math-Instruction_Tuned#mech": {
   "phase": "mech",
   "secs": 193,

results/panel_rows_s1.csv CHANGED Viewed

@@ -7,3 +7,5 @@ TaskArithmetic,Code-Instruction_Tuned,0,merge,ahn1376/TaskArithmetic___Code-Inst
 TaskArithmetic,Code-Instruction_Tuned,1,aim,ahn1376/TaskArithmetic___Code-Instruction_Tuned___AIM,0.9917721008062064,-0.05206766768107007,0.1794871794871795,0.9919309467077255,-0.10700178146362305,0.07692307692307693,0.0031430731046966755,0.0037921077657215863,1.0,0.8130971991064246,-0.134499873298641,0.0,0.9896352346084354,0.008862216962323366,0.5897435897435898,1.0,1.0,1.0,0.15384615384615385,0.6153846153846154,0.8461538461538461,0.15384615384615385,0.5384615384615384,0.8461538461538461,-0.8461538461538461,0.24063896812034172,0.23818031716427066,0.05411769663903496,0.9663317874073982,173.43258666992188,-0.6735177281498919,0.80625,0.9610111040084335,0.38493959029411606,2493.9492487657067,0.5463881082822274,1454.351916632862,2661.756166702006,0.4014778600540012,0.3209364879876375,-0.10990377515554428,0.9978998899459839,0.9985896348953247,-1.0000241994857788
 DARETaskArithmetic,Code-Instruction_Tuned,0,merge,ahn1376/DARETaskArithmetic___Code-Instruction_Tuned,0.9876727756257806,-0.06607085332033491,0.20512820512820512,0.9878144040703773,-0.17653799057006836,0.07692307692307693,0.005082454843916648,0.005034159276993133,1.0,0.7810194574067808,-0.16374936444574695,0.0,0.9890727847361778,0.008667564275680717,0.6153846153846154,1.0,1.0,1.0,0.15384615384615385,0.5384615384615384,0.8461538461538461,0.15384615384615385,0.5384615384615384,0.8461538461538461,-0.8461538461538461,0.3067124805777964,0.30418912666399733,0.06752943439818306,0.9479659423232079,205.7679443359375,-0.7903933934816703,0.790625,0.9442747693714252,0.29655511328624845,2615.714600085168,0.5281782066167346,1405.8815985796996,2661.756166702006,0.35051024658605456,0.3051394410431385,-0.1285184919834137,0.9973636865615845,0.9980403780937195,-1.0000194311141968
 DARETaskArithmetic,Code-Instruction_Tuned,1,aim,ahn1376/DARETaskArithmetic___Code-Instruction_Tuned___AIM,0.9922134472549065,-0.05065218013005757,0.1794871794871795,0.9919844552874565,-0.10879862308502197,0.07692307692307693,0.002938378236470196,0.003171179303333882,1.0,0.8113979800445275,-0.1334621400987972,0.0,0.9894995140503415,0.00799013771295809,0.5897435897435898,1.0,1.0,1.0,0.15384615384615385,0.5384615384615384,0.8461538461538461,0.15384615384615385,0.5384615384615384,0.8461538461538461,-0.8461538461538461,0.2416892415251003,0.23931791938447813,0.054332467441529114,0.965323643758893,175.2053680419922,-0.6829290594966402,0.8156249999999999,0.9604065320948896,0.40021958404719166,2459.6106409413756,0.5187709742563426,1380.8418398328274,2661.756166702006,0.40968618229962883,0.3230230864137411,-0.1180667132139206,0.9973636865615845,0.9987392425537109,-1.0000193119049072

 TaskArithmetic,Code-Instruction_Tuned,1,aim,ahn1376/TaskArithmetic___Code-Instruction_Tuned___AIM,0.9917721008062064,-0.05206766768107007,0.1794871794871795,0.9919309467077255,-0.10700178146362305,0.07692307692307693,0.0031430731046966755,0.0037921077657215863,1.0,0.8130971991064246,-0.134499873298641,0.0,0.9896352346084354,0.008862216962323366,0.5897435897435898,1.0,1.0,1.0,0.15384615384615385,0.6153846153846154,0.8461538461538461,0.15384615384615385,0.5384615384615384,0.8461538461538461,-0.8461538461538461,0.24063896812034172,0.23818031716427066,0.05411769663903496,0.9663317874073982,173.43258666992188,-0.6735177281498919,0.80625,0.9610111040084335,0.38493959029411606,2493.9492487657067,0.5463881082822274,1454.351916632862,2661.756166702006,0.4014778600540012,0.3209364879876375,-0.10990377515554428,0.9978998899459839,0.9985896348953247,-1.0000241994857788
 DARETaskArithmetic,Code-Instruction_Tuned,0,merge,ahn1376/DARETaskArithmetic___Code-Instruction_Tuned,0.9876727756257806,-0.06607085332033491,0.20512820512820512,0.9878144040703773,-0.17653799057006836,0.07692307692307693,0.005082454843916648,0.005034159276993133,1.0,0.7810194574067808,-0.16374936444574695,0.0,0.9890727847361778,0.008667564275680717,0.6153846153846154,1.0,1.0,1.0,0.15384615384615385,0.5384615384615384,0.8461538461538461,0.15384615384615385,0.5384615384615384,0.8461538461538461,-0.8461538461538461,0.3067124805777964,0.30418912666399733,0.06752943439818306,0.9479659423232079,205.7679443359375,-0.7903933934816703,0.790625,0.9442747693714252,0.29655511328624845,2615.714600085168,0.5281782066167346,1405.8815985796996,2661.756166702006,0.35051024658605456,0.3051394410431385,-0.1285184919834137,0.9973636865615845,0.9980403780937195,-1.0000194311141968
 DARETaskArithmetic,Code-Instruction_Tuned,1,aim,ahn1376/DARETaskArithmetic___Code-Instruction_Tuned___AIM,0.9922134472549065,-0.05065218013005757,0.1794871794871795,0.9919844552874565,-0.10879862308502197,0.07692307692307693,0.002938378236470196,0.003171179303333882,1.0,0.8113979800445275,-0.1334621400987972,0.0,0.9894995140503415,0.00799013771295809,0.5897435897435898,1.0,1.0,1.0,0.15384615384615385,0.5384615384615384,0.8461538461538461,0.15384615384615385,0.5384615384615384,0.8461538461538461,-0.8461538461538461,0.2416892415251003,0.23931791938447813,0.054332467441529114,0.965323643758893,175.2053680419922,-0.6829290594966402,0.8156249999999999,0.9604065320948896,0.40021958404719166,2459.6106409413756,0.5187709742563426,1380.8418398328274,2661.756166702006,0.40968618229962883,0.3230230864137411,-0.1180667132139206,0.9973636865615845,0.9987392425537109,-1.0000193119049072
+WIDEN,Code-Instruction_Tuned,0,merge,ahn1376/WIDEN___Code-Instruction_Tuned,0.9955128045621062,-0.027757984471398545,0.1794871794871795,0.9954989328980446,-0.05420929193496704,0.07692307692307693,0.0016356476920011103,0.001648807287288001,1.0,0.8715934022430624,-0.08677688711429032,0.0,0.9928719178203307,0.004957352173087237,0.5641025641025641,1.0,1.0,1.0,0.15384615384615385,0.5384615384615384,0.8461538461538461,0.15384615384615385,0.5384615384615384,0.8461538461538461,-0.8461538461538461,0.14870842300527948,0.15506088964414255,0.03638314416836782,0.9695816338062286,160.63868713378906,-0.6883155517060842,0.86875,0.9713575201771503,0.5500404751327409,2228.299684673707,0.6081030072149511,1618.6219294444306,2661.756166702006,0.5929005977232009,0.4026488959789276,0.015644745901226997,0.9987210631370544,0.9986802339553833,-1.000012993812561
+WIDEN,Code-Instruction_Tuned,1,aim,ahn1376/WIDEN___Code-Instruction_Tuned___AIM,0.9971709727366609,-0.0200327336894337,0.23076923076923078,0.9967701509594917,-0.037871360778808594,0.07692307692307693,0.0010259643586534612,0.0007004727777825126,1.0,0.8895111280029442,-0.06866541740306198,0.5384615384615384,0.9947875476771191,0.004952884612716035,0.5641025641025641,1.0,1.0,1.0,0.15384615384615385,0.5384615384615384,0.8461538461538461,0.15384615384615385,0.5384615384615384,0.8461538461538461,-0.8461538461538461,0.1135898335270605,0.11740560354907711,0.027933503721201243,0.9800026826560497,134.58984375,-0.5723106029008984,0.8843749999999999,0.9796228561850346,0.6092304507955825,2165.251432470076,0.7905883472639839,2104.353408652656,2661.756166702006,0.6551177956163883,0.39933088421821594,0.14486369490623474,0.9987211227416992,0.9986017346382141,-1.0000128746032715

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

@@ -1,187 +1,187 @@
 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,-0.7802461027911245,-0.6972918362666596,0.08295426652446486,8,0.5019103527916347,0.5608707304512429,8.0,0.0078125,0.0078125,0.07244318181818182
-ALL,beh_js,behaviour,0.05891464315680076,0.049213942828883965,-0.009700700327916801,8,-0.6870241308318495,-0.7149736494446866,0.0,0.0078125,0.0078125,0.07244318181818182
-ALL,beh_js_to_base,behaviour,0.08960160711301804,0.07769059418763206,-0.011911012925385985,20,-0.23948851121034828,-0.2244874656853442,0.0,1.9073486328125e-06,1.9073486328125e-06,7.781982421875e-05
-ALL,beh_kl_sym,behaviour,0.2650766828019885,0.2183598046754913,-0.046716878126497184,8,-0.6920199937999618,-0.7268466580701053,0.0,0.0078125,0.0078125,0.07244318181818182
-ALL,beh_kl_to_base,behaviour,0.3913996514478821,0.3301468381705516,-0.061252813277330495,20,-0.28169470948872694,-0.28835425938371406,0.0,1.9073486328125e-06,1.9073486328125e-06,7.781982421875e-05
-ALL,beh_logit_cosine,behaviour,0.9622318597976118,0.9720093330834061,0.009777473285794272,8,0.9551809946549635,0.7471790016650017,8.0,0.0078125,0.0078125,0.07244318181818182
-ALL,beh_logit_kl,behaviour,0.257315613010028,0.21420684794708755,-0.04310876506294042,8,-0.67424734928981,-0.6393318394541139,0.0,0.0078125,0.0078125,0.07244318181818182
-ALL,beh_logit_l2,behaviour,165.9759178161621,145.22117519378662,-20.75474262237549,8,-0.6826164903221491,-0.5706466435557476,0.0,0.0078125,0.0078125,0.07244318181818182
-ALL,beh_rank_corr,behaviour,0.9600729674087383,0.9685911415140771,0.008518174105338824,8,0.8144702123058869,0.5426745429321296,8.0,0.0078125,0.0078125,0.07244318181818182
-ALL,beh_topk_overlap,behaviour,0.78046875,0.796484375,0.016015624999999964,8,0.4975591366368127,0.3883388383506826,8.0,0.0078125,0.0078125,0.07244318181818182
-ALL,grad_cosine,gradient,0.48845840551179326,0.5302140136183457,0.04175560810655247,8,0.35462953309580525,0.15267187058449944,6.0,0.078125,0.2890625,0.51
-ALL,grad_cosine_layer_late_minus_early,gradient,0.24235506169497967,0.21010064985603094,-0.0322544118389487,8,-0.19770662809356293,0.14358143240756643,5.0,0.9453125,0.7265625,1.0
-ALL,grad_cosine_layer_mean,gradient,0.4815211352426559,0.5258831518003717,0.0443620165577158,8,0.45535090871874556,0.443005336227678,8.0,0.0078125,0.0078125,0.07244318181818182
-ALL,grad_cosine_layer_min,gradient,0.09407578781247138,0.10678785294294357,0.01271206513047219,8,0.06736082497677764,0.10710498081012848,5.0,0.546875,0.7265625,0.9617456896551724
-ALL,grad_l2,gradient,2419.407002087433,2416.650550782847,-2.7564513045861077,8,-0.020857109410079205,0.17219010835686738,4.0,0.9453125,1.0,1.0
-ALL,grad_norm_a,gradient,2016.8342630899601,2176.907691186986,160.0734280970259,8,0.2532521433209084,0.13704228960648152,6.0,0.109375,0.2890625,0.51
 ALL,grad_norm_b,gradient,2661.756166702006,2661.756166702006,0.0,0,,,,,,
-ALL,grad_norm_ratio,gradient,0.7322662144929863,0.7581821733113057,0.025915958818319366,8,0.13935337937433567,0.14952200135548682,5.0,0.25,0.7265625,0.8869565217391304
-ALL,act_deviation_from_base,other,0.2909211340174079,0.24877564283087844,-0.0421454911865294,20,-0.5111158417968739,-0.48141035398846777,0.0,1.9073486328125e-06,1.9073486328125e-06,7.781982421875e-05
-ALL,cka_to_base,other,0.9741214978694913,0.9828484863042831,0.008726988434791572,20,0.5844676284923385,0.3942216092375521,20.0,1.9073486328125e-06,1.9073486328125e-06,7.781982421875e-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-06,7.781982421875e-05
-ALL,geo_cka_late_minus_early,representation,-0.05920864364378586,-0.04429753506669726,0.014911108577088598,8,0.8411656988789499,0.9179105329543871,8.0,0.0078125,0.0078125,0.07244318181818182
-ALL,geo_cka_mean,representation,0.9920795159728044,0.9944504554469286,0.002370939474124159,8,0.8286850840568438,0.5719724920931757,8.0,0.0078125,0.0078125,0.07244318181818182
-ALL,geo_cka_peak_depth,representation,0.16987179487179488,0.16987179487179488,0.0,8,0.0,0.0,1.0,,1.0,1.0
-ALL,geo_procrustes_late_minus_early,representation,0.008541562895407513,0.006168732299943762,-0.00237283059546375,8,-0.5579572056856374,-0.5114053578908229,0.0,0.0078125,0.0078125,0.07244318181818182
-ALL,geo_procrustes_mean,representation,0.00319641034833685,0.0021581207699213874,-0.0010382895784154624,8,-0.8693690587712282,-0.539148378424551,0.0,0.0078125,0.0078125,0.07244318181818182
 ALL,geo_procrustes_peak_depth,representation,1.0,1.0,0.0,0,,,,,,
-ALL,geo_rowwise_cosine_late_minus_early,representation,-0.09892509877681727,-0.06949703395366665,0.029428064823150638,8,0.7095896275986964,0.43022987933020246,8.0,0.0078125,0.0078125,0.07244318181818182
-ALL,geo_rowwise_cosine_mean,representation,0.9910694643855094,0.9934040930122137,0.002334628626704277,8,0.9844265709689682,0.8149820505804177,8.0,0.0078125,0.0078125,0.07244318181818182
 ALL,geo_rowwise_cosine_peak_depth,representation,0.0769230769230769,0.0769230769230769,0.0,0,,,,,,
-ALL,geo_subspace_overlap_late_minus_early,representation,-0.1675044088609126,-0.13731646572350542,0.030187943137407188,8,0.6840020854025779,0.6571976132228083,8.0,0.0078125,0.0078125,0.07244318181818182
-ALL,geo_subspace_overlap_mean,representation,0.8023538851240305,0.8273366450060935,0.024982759882063027,8,0.6749670549465344,0.6343033213295048,8.0,0.0078125,0.0078125,0.07244318181818182
-ALL,geo_subspace_overlap_peak_depth,representation,0.0,0.0,0.0,0,,,,,,
-ALL,geo_svcca_late_minus_early,representation,0.00682715836954245,0.0066891884863023625,-0.00013796988324008756,8,-0.08251826905403153,-0.1852201348209898,2.0,0.4609375,0.2890625,0.8869565217391304
-ALL,geo_svcca_mean,representation,0.9901794504692145,0.9908806507702697,0.0007012003010550549,8,0.4446462481445329,0.39260223799670185,7.0,0.015625,0.0703125,0.13858695652173914
-ALL,geo_svcca_peak_depth,representation,0.5865384615384616,0.5705128205128205,-0.016025641025641038,8,-0.6483853695480384,0.0,0.0,,0.25,0.8869565217391304
 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,0.5576923076923077,0.5673076923076923,0.009615384615384623,8,0.26111648393354675,0.0,3.0,1.0,1.0,1.0
 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,-1.0000072121620178,-1.0000072121620178,0.0,8,0.0,0.0,1.0,,1.0,1.0
-ALL,subspace_overlap,weight space,0.9985534027218819,0.9984955713152885,-5.783140659339214e-05,8,-0.10099431212376309,0.014104333205523758,4.0,1.0,1.0,1.0
-ALL,weight_cosine,weight space,0.9990192279219627,0.9990192428231239,1.4901161193847656e-08,8,1.4180613702735887e-05,0.0,1.0,,1.0,1.0
-DARETaskArithmetic,beh_entropy_gap,behaviour,-0.8678368955636357,-0.7653505734790489,0.10248632208458686,2,0.6200880102848203,0.6200880102848203,2.0,,0.5,0.8869565217391304
-DARETaskArithmetic,beh_js,behaviour,0.06881485217526795,0.05699015361452415,-0.0118246985607438,2,-0.8374501815775818,-0.8374501815775818,0.0,,0.5,0.8869565217391304
-DARETaskArithmetic,beh_js_to_base,behaviour,0.11460933478285257,0.10311451916199893,-0.011494815620853626,4,-0.23112024954724675,-0.2244874656853442,0.0,,0.125,0.51
-DARETaskArithmetic,beh_kl_sym,behaviour,0.31200749162984087,0.2544902432424061,-0.0575172483874348,2,-0.8520065438595247,-0.8520065438595247,0.0,,0.5,0.8869565217391304
-DARETaskArithmetic,beh_kl_to_base,behaviour,0.5022509778870359,0.43859794381926387,-0.06365303406777195,4,-0.2927330514373807,-0.31725919001983816,0.0,,0.125,0.51
-DARETaskArithmetic,beh_logit_cosine,behaviour,0.9548954674974084,0.9674694472923875,0.012573979794979095,2,1.2283773298352594,1.2283773298352594,2.0,,0.5,0.8869565217391304
-DARETaskArithmetic,beh_logit_kl,behaviour,0.3034869921334471,0.250579871126534,-0.052907121006913055,2,-0.8274996058315097,-0.8274996058315097,0.0,,0.5,0.8869565217391304
-DARETaskArithmetic,beh_logit_l2,behaviour,183.40135955810547,159.26801300048828,-24.133346557617188,2,-0.7937376351334995,-0.7937376351334995,0.0,,0.5,0.8869565217391304
-DARETaskArithmetic,beh_rank_corr,behaviour,0.9528628704262242,0.9638101582271614,0.010947287800937178,2,1.046731342790309,1.046731342790309,2.0,,0.5,0.8869565217391304
-DARETaskArithmetic,beh_topk_overlap,behaviour,0.7718750000000001,0.7906249999999999,0.018749999999999933,2,0.5825082575260239,0.5825082575260239,2.0,,0.5,0.8869565217391304
-DARETaskArithmetic,grad_cosine,gradient,0.4347683612191216,0.4956391794566161,0.06087081823749452,2,0.5169746251961506,0.5169746251961506,2.0,,0.5,0.8869565217391304
-DARETaskArithmetic,grad_cosine_layer_late_minus_early,gradient,0.28799268044531345,0.16139599960297352,-0.12659668084233994,2,-0.7759869571378233,-0.7759869571378233,1.0,,1.0,1.0
-DARETaskArithmetic,grad_cosine_layer_mean,gradient,0.426812264835462,0.4832979335682466,0.056485668732784655,2,0.5797933138047566,0.5797933138047566,2.0,,0.5,0.8869565217391304
-DARETaskArithmetic,grad_cosine_layer_min,gradient,0.018710210919380146,0.07369846850633621,0.054988257586956066,2,0.2913810114309354,0.2913810114309354,2.0,,0.5,0.8869565217391304
-DARETaskArithmetic,grad_l2,gradient,2458.4829805431386,2508.193856857154,49.71087631401542,2,0.37614493113928504,0.37614493113928504,1.0,,1.0,1.0
-DARETaskArithmetic,grad_norm_a,gradient,1831.861691650907,2171.182860799211,339.32116914830397,2,0.536839963900049,0.536839963900049,1.0,,1.0,1.0
 DARETaskArithmetic,grad_norm_b,gradient,2661.756166702006,2661.756166702006,0.0,0,,,,,,
-DARETaskArithmetic,grad_norm_ratio,gradient,0.6882154400794109,0.708775104259188,0.020559664179777004,2,0.11055190750759196,0.11055190750759196,1.0,,1.0,1.0
-DARETaskArithmetic,act_deviation_from_base,other,0.3368888414464891,0.2870386422378942,-0.049850199208594875,4,-0.6045540297413006,-0.6458657290521284,0.0,,0.125,0.51
-DARETaskArithmetic,cka_to_base,other,0.9630701072514057,0.9755296085029841,0.012459501251578353,4,0.8344430845898384,0.8572535910386834,4.0,,0.125,0.51
-DARETaskArithmetic,qmd_raw_from_base,other,0.06632904456130037,0.06089247289720014,-0.005436571664100237,4,-0.2671609879326216,-0.31748988518449245,0.0,,0.125,0.51
-DARETaskArithmetic,geo_cka_late_minus_early,representation,-0.07011707107972615,-0.052931323426756896,0.017185747652969246,2,0.9694826753176053,0.9694826753176053,2.0,,0.5,0.8869565217391304
-DARETaskArithmetic,geo_cka_mean,representation,0.9903750077585824,0.9935507614447177,0.0031757536861352076,2,1.1099818190470483,1.1099818190470483,2.0,,0.5,0.8869565217391304
-DARETaskArithmetic,geo_cka_peak_depth,representation,0.1923076923076923,0.1794871794871795,-0.012820512820512803,2,-0.39735970711951246,-0.39735970711951246,0.0,,1.0,1.0
-DARETaskArithmetic,geo_procrustes_late_minus_early,representation,0.00928295847432265,0.0067713377734817,-0.0025116207008409495,2,-0.5905928854181566,-0.5905928854181566,0.0,,0.5,0.8869565217391304
-DARETaskArithmetic,geo_procrustes_mean,representation,0.0039246123605635,0.0024830011254384,-0.0014416112351251,2,-1.2070738536231769,-1.2070738536231769,0.0,,0.5,0.8869565217391304
 DARETaskArithmetic,geo_procrustes_peak_depth,representation,1.0,1.0,0.0,0,,,,,,
-DARETaskArithmetic,geo_rowwise_cosine_late_minus_early,representation,-0.12920421361923215,-0.08584433794021601,0.04335987567901615,2,1.0455229802128994,1.0455229802128994,2.0,,0.5,0.8869565217391304
-DARETaskArithmetic,geo_rowwise_cosine_mean,representation,0.9893401660025118,0.9924357056617736,0.0030955396592616813,2,1.3052746193587323,1.3052746193587323,2.0,,0.5,0.8869565217391304
 DARETaskArithmetic,geo_rowwise_cosine_peak_depth,representation,0.0769230769230769,0.0769230769230769,0.0,0,,,,,,
-DARETaskArithmetic,geo_subspace_overlap_late_minus_early,representation,-0.18543412072242743,-0.1546998117012009,0.03073430902122655,2,0.6963817100170875,0.6963817100170875,2.0,,0.5,0.8869565217391304
-DARETaskArithmetic,geo_subspace_overlap_mean,representation,0.779252869936346,0.8066659302429582,0.027413060306612114,2,0.7406272433299226,0.7406272433299226,2.0,,0.5,0.8869565217391304
-DARETaskArithmetic,geo_subspace_overlap_peak_depth,representation,0.0,0.0,0.0,0,,,,,,
-DARETaskArithmetic,geo_svcca_late_minus_early,representation,0.0076715433907032,0.0070456389966792494,-0.0006259043940239498,2,-0.37434653110703087,-0.37434653110703087,0.0,,0.5,0.8869565217391304
-DARETaskArithmetic,geo_svcca_mean,representation,0.9887169277197396,0.9897044678586349,0.0009875401388951266,2,0.6262205207144833,0.6262205207144833,2.0,,0.5,0.8869565217391304
-DARETaskArithmetic,geo_svcca_peak_depth,representation,0.5897435897435898,0.5769230769230769,-0.01282051282051283,2,-0.5187082956384307,-0.5187082956384307,0.0,,1.0,1.0
 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,0.5384615384615384,0.5769230769230769,0.03846153846153849,2,1.044465935734187,1.044465935734187,1.0,,1.0,1.0
 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,-1.0000085234642029,-1.000008463859558,5.960464477539063e-08,2,0.0048117646343552225,0.0048117646343552225,1.0,,1.0,1.0
-DARETaskArithmetic,subspace_overlap,weight space,0.9984660148620605,0.9984360635280608,-2.9951333999800323e-05,2,-0.05230573753405021,-0.05230573753405021,1.0,,1.0,1.0
-DARETaskArithmetic,weight_cosine,weight space,0.9985617995262146,0.9985618591308594,5.960464477539063e-08,2,5.672245481094355e-05,5.672245481094355e-05,1.0,,1.0,1.0
-DARETies,beh_entropy_gap,behaviour,-0.9366538241449418,-0.846554322751571,0.09009950139337075,1,0.5451422142025723,0.5451422142025723,1.0,,1.0,1.0
-DARETies,beh_js,behaviour,0.0705667963747477,0.0605886174565397,-0.009978178918208007,1,-0.7066757519391064,-0.7066757519391064,0.0,,1.0,1.0
-DARETies,beh_js_to_base,behaviour,0.11116158053776601,0.09826362529325261,-0.012897955244513424,4,-0.25933244456336824,-0.26965584053147773,0.0,,0.125,0.51
-DARETies,beh_kl_sym,behaviour,0.3225926806863995,0.2742351930850809,-0.04835748760131864,1,-0.7163224430244136,-0.7163224430244136,0.0,,1.0,1.0
-DARETies,beh_kl_to_base,behaviour,0.4986900258135608,0.4236684856389529,-0.07502154017460796,4,-0.345015515764145,-0.35956052892945745,0.0,,0.125,0.51
-DARETies,beh_logit_cosine,behaviour,0.9609628096222878,0.968259358778596,0.007296549156308285,1,0.7128145357141945,0.7128145357141945,1.0,,1.0,1.0
-DARETies,beh_logit_kl,behaviour,0.304823867998609,0.2638059105235896,-0.041017957475019406,1,-0.6415458448052228,-0.6415458448052228,0.0,,1.0,1.0
-DARETies,beh_logit_l2,behaviour,163.02566528320312,146.64895629882812,-16.376708984375,1,-0.5386244394035167,-0.5386244394035167,0.0,,1.0,1.0
-DARETies,beh_rank_corr,behaviour,0.9611690281695592,0.9665395298003804,0.005370501630821201,1,0.5135036627981752,0.5135036627981752,1.0,,1.0,1.0
-DARETies,beh_topk_overlap,behaviour,0.75,0.753125,0.0031250000000000444,1,0.09708470958767239,0.09708470958767239,1.0,,1.0,1.0
-DARETies,grad_cosine,gradient,0.5842076683217386,0.579959489331947,-0.004248178989791684,1,-0.03607969803272542,-0.03607969803272542,0.0,,1.0,1.0
-DARETies,grad_cosine_layer_late_minus_early,gradient,0.2601397931575775,0.289104700088501,0.028964906930923462,1,0.177543280310003,0.177543280310003,1.0,,1.0,1.0
-DARETies,grad_cosine_layer_mean,gradient,0.503554417937994,0.5329106830060482,0.02935626506805411,1,0.30132539078640774,0.30132539078640774,1.0,,1.0,1.0
-DARETies,grad_cosine_layer_min,gradient,0.1753936111927032,0.1601312160491943,-0.015262395143508883,1,-0.08087494183174743,-0.08087494183174743,0.0,,1.0,1.0
-DARETies,grad_l2,gradient,2257.6690634244683,2365.390855794964,107.72179237049568,1,0.8150933795141443,0.8150933795141443,1.0,,1.0,1.0
-DARETies,grad_norm_a,gradient,2210.9191342513823,2488.7879295280286,277.8687952766463,1,0.43961617366722,0.43961617366722,1.0,,1.0,1.0
 DARETies,grad_norm_b,gradient,2661.756166702006,2661.756166702006,0.0,0,,,,,,
-DARETies,grad_norm_ratio,gradient,0.8306242179165404,0.9350172493867872,0.10439303147024681,1,0.5613344974227608,0.5613344974227608,1.0,,1.0,1.0
-DARETies,act_deviation_from_base,other,0.33776009783614425,0.2851606332696974,-0.05259946456644687,4,-0.6378955103633283,-0.6735627974751665,0.0,,0.125,0.51
-DARETies,cka_to_base,other,0.9640446797013282,0.9774078104645014,0.013363130763173137,4,0.8949613494670974,0.8944943757651928,4.0,,0.125,0.51
-DARETies,qmd_raw_from_base,other,0.06239976899221724,0.057296373632227476,-0.005103395359989763,4,-0.25078822287745417,-0.2952427263264752,0.0,,0.125,0.51
-DARETies,geo_cka_late_minus_early,representation,-0.074832571167323,-0.0559260795145288,0.018906491652794205,1,1.066553313742742,1.066553313742742,1.0,,1.0,1.0
-DARETies,geo_cka_mean,representation,0.992987336360486,0.9944386212695718,0.0014512849090858593,1,0.5072496240421803,0.5072496240421803,1.0,,1.0,1.0
-DARETies,geo_cka_peak_depth,representation,0.1794871794871795,0.1794871794871795,0.0,1,0.0,0.0,0.0,,,
-DARETies,geo_procrustes_late_minus_early,representation,0.0138135830226343,0.0105645683787163,-0.0032490146439180002,1,-0.763986748745502,-0.763986748745502,0.0,,1.0,1.0
-DARETies,geo_procrustes_mean,representation,0.0028023409710264,0.0022536743981563,-0.0005486665728701,1,-0.4594033802816901,-0.4594033802816901,0.0,,1.0,1.0
 DARETies,geo_procrustes_peak_depth,representation,1.0,1.0,0.0,0,,,,,,
-DARETies,geo_rowwise_cosine_late_minus_early,representation,-0.0831735134124755,-0.0664689540863037,0.016704559326171806,1,0.4027917602700704,0.4027917602700704,1.0,,1.0,1.0
-DARETies,geo_rowwise_cosine_mean,representation,0.9906311273574828,0.9924756601452828,0.0018445327877999462,1,0.7777712765807431,0.7777712765807431,1.0,,1.0,1.0
 DARETies,geo_rowwise_cosine_peak_depth,representation,0.0769230769230769,0.0769230769230769,0.0,0,,,,,,
-DARETies,geo_subspace_overlap_late_minus_early,representation,-0.2221469654284497,-0.1825813816858817,0.039565583742567995,1,0.8964818062265387,0.8964818062265387,1.0,,1.0,1.0
-DARETies,geo_subspace_overlap_mean,representation,0.7733023774557225,0.795517992500473,0.022215615044750447,1,0.6002062354746889,0.6002062354746889,1.0,,1.0,1.0
-DARETies,geo_subspace_overlap_peak_depth,representation,0.0,0.0,0.0,0,,,,,,
-DARETies,geo_svcca_late_minus_early,representation,0.005540727812596,0.0060318827869991,0.0004911549744031005,1,0.293754385908222,0.293754385908222,1.0,,1.0,1.0
-DARETies,geo_svcca_mean,representation,0.989021399110541,0.989844298454566,0.0008228993440250187,1,0.5218182384844601,0.5218182384844601,1.0,,1.0,1.0
-DARETies,geo_svcca_peak_depth,representation,0.5641025641025641,0.5641025641025641,0.0,1,0.0,0.0,0.0,,,
 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,0.5384615384615384,0.5384615384615384,0.0,1,0.0,0.0,0.0,,,
 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,-0.9999980330467224,-0.9999980926513672,-5.960464477539063e-08,1,-0.0048117646343552225,-0.0048117646343552225,0.0,,1.0,1.0
-DARETies,subspace_overlap,weight space,0.9985178112983704,0.9970566034317015,-0.0014612078666688122,1,-2.5517913545078796,-2.5517913545078796,0.0,,1.0,1.0
-DARETies,weight_cosine,weight space,0.999807596206665,0.999807596206665,0.0,1,0.0,0.0,0.0,,,
-TaskArithmetic,beh_entropy_gap,behaviour,-0.8634358444101093,-0.765641778151942,0.09779406625816733,2,0.591697767372694,0.591697767372694,2.0,,0.5,0.8869565217391304
-TaskArithmetic,beh_js,behaviour,0.0688817976691931,0.0573341275044114,-0.011547670164781698,2,-0.8178304441856448,-0.8178304441856448,0.0,,0.5,0.8869565217391304
-TaskArithmetic,beh_js_to_base,behaviour,0.11828941798400094,0.10487814272795715,-0.013411275256043792,4,-0.26965350173172015,-0.2697476036302775,0.0,,0.125,0.51
-TaskArithmetic,beh_kl_sym,behaviour,0.31251475660701455,0.2559645947665471,-0.056550161840467475,2,-0.83768103125947,-0.83768103125947,0.0,,0.5,0.8869565217391304
-TaskArithmetic,beh_kl_to_base,behaviour,0.5235534670416927,0.44819312951924684,-0.07536033752244589,4,-0.3465736061663384,-0.36810429810840517,0.0,,0.125,0.51
-TaskArithmetic,beh_logit_cosine,behaviour,0.9556665364652872,0.9675841359421611,0.01191759947687393,2,1.164254218803031,1.164254218803031,2.0,,0.5,0.8869565217391304
-TaskArithmetic,beh_logit_kl,behaviour,0.3043018790769526,0.2518367091743927,-0.05246516990255995,2,-0.8205872213038918,-0.8205872213038918,0.0,,0.5,0.8869565217391304
-TaskArithmetic,beh_logit_l2,behaviour,182.57470703125,159.2876739501953,-23.287033081054673,2,-0.7659026701043201,-0.7659026701043201,0.0,,0.5,0.8869565217391304
-TaskArithmetic,beh_rank_corr,behaviour,0.9534500133852115,0.9639241451747895,0.010474131789578123,2,1.0014902532962728,1.0014902532962728,2.0,,0.5,0.8869565217391304
-TaskArithmetic,beh_topk_overlap,behaviour,0.7609375,0.7828125,0.021874999999999978,2,0.6795929671136963,0.6795929671136963,2.0,,0.5,0.8869565217391304
-TaskArithmetic,grad_cosine,gradient,0.4329181816039075,0.48158325409955693,0.048665072495649414,2,0.4133114740699335,0.4133114740699335,1.0,,1.0,1.0
-TaskArithmetic,grad_cosine_layer_late_minus_early,gradient,0.2525821980088949,0.3214471423998475,0.06886494439095261,2,0.4221145317226076,0.4221145317226076,2.0,,0.5,0.8869565217391304
-TaskArithmetic,grad_cosine_layer_mean,gradient,0.4276493316981942,0.46762801602017134,0.03997868432197718,2,0.4103584924212813,0.4103584924212813,2.0,,0.5,0.8869565217391304
-TaskArithmetic,grad_cosine_layer_min,gradient,0.038815803825855255,0.010680112987756757,-0.028135690838098498,2,-0.14909012239111147,-0.14909012239111147,1.0,,1.0,1.0
-TaskArithmetic,grad_l2,gradient,2501.728520844504,2432.103909608705,-69.62461123579874,2,-0.5268252451125134,-0.5268252451125134,1.0,,1.0,1.0
-TaskArithmetic,grad_norm_a,gradient,2000.389037572451,1971.5954017269194,-28.793635845531412,2,-0.045554406365699934,-0.045554406365699934,1.0,,1.0,1.0
 TaskArithmetic,grad_norm_b,gradient,2661.756166702006,2661.756166702006,0.0,0,,,,,,
-TaskArithmetic,grad_norm_ratio,gradient,0.7515297842067148,0.7407122509533937,-0.010817533253321077,2,-0.05816724073040881,-0.05816724073040881,1.0,,1.0,1.0
-TaskArithmetic,act_deviation_from_base,other,0.33116828347556293,0.28389220156241207,-0.04727608191315084,4,-0.5733366422745889,-0.622649238772316,0.0,,0.125,0.51
-TaskArithmetic,cka_to_base,other,0.9664460539817811,0.9768369819968938,0.01039092801511285,4,0.695905706786084,0.7575500526611205,4.0,,0.125,0.51
-TaskArithmetic,qmd_raw_from_base,other,0.05946221190041548,0.05463345322278232,-0.004828758677633161,4,-0.23729217943054587,-0.2824773273777593,0.0,,0.125,0.51
-TaskArithmetic,geo_cka_late_minus_early,representation,-0.073090286040915,-0.053870521825601494,0.0192197642153135,2,1.0842256506202321,1.0842256506202321,2.0,,0.5,0.8869565217391304
-TaskArithmetic,geo_cka_mean,representation,0.9901555683020712,0.99316137364285,0.003005805340778822,2,1.0505818805863658,1.0505818805863658,2.0,,0.5,0.8869565217391304
 TaskArithmetic,geo_cka_peak_depth,representation,0.1794871794871795,0.1794871794871795,0.0,2,0.0,0.0,0.0,,,
-TaskArithmetic,geo_procrustes_late_minus_early,representation,0.01016419240133575,0.0071320299044059995,-0.0030321624969297505,2,-0.7129952375049586,-0.7129952375049586,0.0,,0.5,0.8869565217391304
-TaskArithmetic,geo_procrustes_mean,representation,0.00404326562506685,0.0026668693356220498,-0.0013763962894448002,2,-1.1524688020821388,-1.1524688020821388,0.0,,0.5,0.8869565217391304
 TaskArithmetic,geo_procrustes_peak_depth,representation,1.0,1.0,0.0,0,,,,,,
-TaskArithmetic,geo_rowwise_cosine_late_minus_early,representation,-0.12557253241538996,-0.0865273773670196,0.03904515504837035,2,0.9414834851291525,0.9414834851291525,2.0,,0.5,0.8869565217391304
-TaskArithmetic,geo_rowwise_cosine_mean,representation,0.9894140779972076,0.9922739803791046,0.0028599023818970393,2,1.2059150919824235,1.2059150919824235,2.0,,0.5,0.8869565217391304
 TaskArithmetic,geo_rowwise_cosine_peak_depth,representation,0.0769230769230769,0.0769230769230769,0.0,0,,,,,,
-TaskArithmetic,geo_subspace_overlap_late_minus_early,representation,-0.1847254780435585,-0.15707591906870405,0.027649558974854452,2,0.626487068468964,0.626487068468964,2.0,,0.5,0.8869565217391304
-TaskArithmetic,geo_subspace_overlap_mean,representation,0.779571067893438,0.8063808686068918,0.026809800713453957,2,0.7243287898009931,0.7243287898009931,2.0,,0.5,0.8869565217391304
-TaskArithmetic,geo_subspace_overlap_peak_depth,representation,0.0,0.0,0.0,0,,,,,,
-TaskArithmetic,geo_svcca_late_minus_early,representation,0.0079250192259209,0.0072763057172502005,-0.0006487135086707006,2,-0.3879884116037302,-0.3879884116037302,0.0,,0.5,0.8869565217391304
-TaskArithmetic,geo_svcca_mean,representation,0.9894670429357996,0.9900044176294187,0.0005373746936191415,2,0.3407608938644887,0.3407608938644887,1.0,,1.0,1.0
-TaskArithmetic,geo_svcca_peak_depth,representation,0.6025641025641026,0.5769230769230769,-0.02564102564102566,2,-1.0374165912768614,-1.0374165912768614,0.0,,1.0,1.0
 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,,,,,,
@@ -192,104 +192,104 @@ TaskArithmetic,ret_procrustes_p_at_5,retrieval,0.5769230769230769,0.576923076923
 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,-1.0000111162662506,-1.000011146068573,-2.9802322387695312e-08,2,-0.0024058823171776112,-0.0024058823171776112,0.0,,1.0,1.0
-TaskArithmetic,subspace_overlap,weight space,0.9983634054660797,0.9989723861217499,0.0006089806556702215,2,1.063497951009888,1.063497951009888,2.0,,0.5,0.8869565217391304
 TaskArithmetic,weight_cosine,weight space,0.9988537430763245,0.9988537430763245,0.0,2,0.0,0.0,0.0,,,
-Ties,beh_entropy_gap,behaviour,-0.5755325783595098,-0.5251429031902635,0.050389675169246306,2,0.30488003451628903,0.30488003451628903,2.0,,0.5,0.8869565217391304
-Ties,beh_js,behaviour,0.0444275804652903,0.0369829907161148,-0.007444589749175501,2,-0.5272416041044065,-0.5272416041044065,0.0,,0.5,0.8869565217391304
-Ties,beh_js_to_base,behaviour,0.03939894525579118,0.0323278167254594,-0.007071128530331775,4,-0.14217548540283342,-0.1457327405770567,0.0,,0.125,0.51
-Ties,beh_kl_sym,behaviour,0.19508610439844784,0.16020601558201786,-0.03488008881643,2,-0.5166809045144096,-0.5166809045144096,0.0,,0.5,0.8869565217391304
-Ties,beh_kl_to_base,behaviour,0.16903157256444928,0.13728174127403456,-0.03174983129041474,4,-0.14601385672157424,-0.14725237517741374,0.0,,0.125,0.51
-Ties,beh_logit_cosine,behaviour,0.967162124812603,0.9761480903252958,0.008985965512692817,2,0.877857011260744,0.877857011260744,2.0,,0.5,0.8869565217391304
-Ties,beh_logit_kl,behaviour,0.19275983544395187,0.15872398213404298,-0.03403585330990885,2,-0.5323414818660905,-0.5323414818660905,0.0,,0.5,0.8869565217391304
-Ties,beh_logit_l2,behaviour,160.6681137084961,139.8332061767578,-20.834907531738295,2,-0.685253087174824,-0.685253087174824,0.0,,0.5,0.8869565217391304
-Ties,beh_rank_corr,behaviour,0.9637928800876747,0.972087161700184,0.008294281612509391,2,0.7930626003090634,0.7930626003090634,2.0,,0.5,0.8869565217391304
-Ties,beh_topk_overlap,behaviour,0.796875,0.8125,0.015624999999999944,2,0.4854235479383533,0.4854235479383533,2.0,,0.5,0.8869565217391304
-Ties,grad_cosine,gradient,0.4881178073607199,0.5387907780247044,0.05067297066398452,2,0.4303645125054787,0.4303645125054787,2.0,,0.5,0.8869565217391304
-Ties,grad_cosine_layer_late_minus_early,gradient,0.3186002448201179,0.32021136581897736,0.0016111209988594333,2,0.009875526539615653,0.009875526539615653,1.0,,1.0,1.0
-Ties,grad_cosine_layer_mean,gradient,0.4975740579888225,0.5476180755533278,0.05004401756450533,2,0.5136734224939321,0.5136734224939321,2.0,,0.5,0.8869565217391304
-Ties,grad_cosine_layer_min,gradient,0.03698625415563585,0.0424702651798725,0.005484011024236655,2,0.0290595983408561,0.0290595983408561,1.0,,1.0,1.0
-Ties,grad_l2,gradient,2346.690556593716,2306.3873248693726,-40.30323172434282,2,-0.30496055281506734,-0.30496055281506734,1.0,,1.0,1.0
-Ties,grad_norm_a,gradient,1656.4344036947896,1802.7567307180075,146.32232702321812,2,0.23149652865478526,0.23149652865478526,2.0,,0.5,0.8869565217391304
 Ties,grad_norm_b,gradient,2661.756166702006,2661.756166702006,0.0,0,,,,,,
-Ties,grad_norm_ratio,gradient,0.6223088442196268,0.677280944539588,0.05497210031996111,2,0.2955919171115723,0.2955919171115723,2.0,,0.5,0.8869565217391304
-Ties,act_deviation_from_base,other,0.22816263106651602,0.1956928054336458,-0.0324698256328702,4,-0.3937750348641458,-0.40788409954781824,0.0,,0.125,0.51
-Ties,cka_to_base,other,0.9887393102049828,0.9927884653210641,0.0040491551160812544,4,0.27118176055542725,0.2504462520129581,4.0,,0.125,0.51
-Ties,qmd_raw_from_base,other,0.04966904322950514,0.0457828706928355,-0.0038861725366696395,4,-0.19097213433773666,-0.21927098435309408,0.0,,0.125,0.51
-Ties,geo_cka_late_minus_early,representation,-0.04238742741022905,-0.031562719254788055,0.010824708155441,2,0.6106436120197593,0.6106436120197593,2.0,,0.5,0.8869565217391304
-Ties,geo_cka_mean,representation,0.9929472397009258,0.9952025644721565,0.002255324771230638,2,0.7882757101225233,0.7882757101225233,2.0,,0.5,0.8869565217391304
-Ties,geo_cka_peak_depth,representation,0.1282051282051282,0.141025641025641,0.012820512820512803,2,0.39735970711951246,0.39735970711951246,1.0,,1.0,1.0
-Ties,geo_procrustes_late_minus_early,representation,0.0052041524831900506,0.0035228788621079,-0.0016812736210821502,2,-0.3953416368641479,-0.3953416368641479,0.0,,0.5,0.8869565217391304
-Ties,geo_procrustes_mean,representation,0.0027624662982727,0.0018245821421273502,-0.0009378841561453497,2,-0.7852987095458144,-0.7852987095458144,0.0,,0.5,0.8869565217391304
 Ties,geo_procrustes_peak_depth,representation,1.0,1.0,0.0,0,,,,,,
-Ties,geo_rowwise_cosine_late_minus_early,representation,-0.08016374707221981,-0.0573758482933044,0.022787898778915402,2,0.5494774021146853,0.5494774021146853,2.0,,0.5,0.8869565217391304
-Ties,geo_rowwise_cosine_mean,representation,0.9924702674150466,0.9944504022598267,0.0019801348447801015,2,0.8349496502382944,0.8349496502382944,2.0,,0.5,0.8869565217391304
 Ties,geo_rowwise_cosine_peak_depth,representation,0.0769230769230769,0.0769230769230769,0.0,0,,,,,,
-Ties,geo_subspace_overlap_late_minus_early,representation,-0.14539932252167265,-0.1129622352838616,0.03243708723781105,2,0.7349634658465746,0.7349634658465746,2.0,,0.5,0.8869565217391304
-Ties,geo_subspace_overlap_mean,representation,0.8257744345570837,0.8517296651363432,0.02595523057925947,2,0.7012406006079068,0.7012406006079068,2.0,,0.5,0.8869565217391304
-Ties,geo_subspace_overlap_peak_depth,representation,0.0,0.0,0.0,0,,,,,,
-Ties,geo_svcca_late_minus_early,representation,0.006642032583043149,0.0072662642238801,0.0006242316408369497,2,0.37334607583154394,0.37334607583154394,1.0,,1.0,1.0
-Ties,geo_svcca_mean,representation,0.9915244797764213,0.9920616994489431,0.0005372196725216827,2,0.3406625916400536,0.3406625916400536,2.0,,0.5,0.8869565217391304
-Ties,geo_svcca_peak_depth,representation,0.5897435897435898,0.5641025641025641,-0.02564102564102566,2,-1.0374165912768614,-1.0374165912768614,0.0,,1.0,1.0
 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,0.5769230769230769,0.5384615384615384,-0.03846153846153849,2,-1.044465935734187,-1.044465935734187,0.0,,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,-1.000011146068573,-1.000011146068573,0.0,2,0.0,0.0,0.0,,,
-Ties,subspace_overlap,weight space,0.998524397611618,0.9985324740409851,8.076429367009919e-06,2,0.014104333205523758,0.014104333205523758,1.0,,1.0,1.0
 Ties,weight_cosine,weight space,0.9988537430763245,0.9988537430763245,0.0,2,0.0,0.0,0.0,,,
-WIDEN,beh_entropy_gap,behaviour,-0.6917043615175444,-0.6195098577391973,0.07219450377834713,1,0.4368089837828985,0.4368089837828985,1.0,,1.0,1.0
-WIDEN,beh_js,behaviour,0.0365018882601557,0.0305083815044313,-0.005993506755724399,1,-0.42447283498042404,-0.42447283498042404,0.0,,1.0,1.0
-WIDEN,beh_js_to_base,behaviour,0.06454875700467955,0.04986886702949225,-0.0146798899751873,4,-0.2951608748065728,-0.2842973453844067,0.0,,0.125,0.51
-WIDEN,beh_kl_sym,behaviour,0.1588040764589016,0.1313215371369073,-0.027482539321994293,1,-0.4071005481084721,-0.4071005481084721,0.0,,1.0,1.0
-WIDEN,beh_kl_to_base,behaviour,0.26347221393267195,0.20299289060126002,-0.06047932333141193,4,-0.2781375173541965,-0.2638438268525618,0.0,,0.125,0.51
-WIDEN,beh_logit_cosine,behaviour,0.9814438112080096,0.9854119587689638,0.003968147560954205,1,0.3876563017274458,0.3876563017274458,1.0,,1.0,1.0
-WIDEN,beh_logit_kl,behaviour,0.1526036227729117,0.1275677481831715,-0.025035874589740215,1,-0.39157633151027343,-0.39157633151027343,0.0,,1.0,1.0
-WIDEN,beh_logit_l2,behaviour,111.49331665039062,98.34265899658205,-13.15065765380858,1,-0.432520698348389,-0.432520698348389,0.0,,1.0,1.0
-WIDEN,beh_rank_corr,behaviour,0.979203183302126,0.982546672107966,0.0033434888058400114,1,0.31968964285762874,0.31968964285762874,1.0,,1.0,1.0
-WIDEN,beh_topk_overlap,behaviour,0.8343750000000001,0.846875,0.012499999999999956,1,0.3883388383506826,0.3883388383506826,1.0,,1.0,1.0
-WIDEN,grad_cosine,gradient,0.6118508754051092,0.6297261964530637,0.01787532104795453,1,0.15181473925604197,0.15181473925604197,1.0,,1.0,1.0
-WIDEN,grad_cosine_layer_late_minus_early,gradient,-0.0396495461463928,-0.2144085168838501,-0.1747589707374573,1,-1.0712025073073064,-1.0712025073073064,0.0,,1.0,1.0
-WIDEN,grad_cosine_layer_mean,gradient,0.6445433549582958,0.6770664811134338,0.03252312615513797,1,0.33383142152361645,0.33383142152361645,1.0,,1.0,1.0
-WIDEN,grad_cosine_layer_min,gradient,0.3881881535053253,0.4404739141464233,0.05228576064109797,1,0.2770605668846085,0.2770605668846085,1.0,,1.0,1.0
-WIDEN,grad_l2,gradient,2483.782837312277,2474.4433677973448,-9.339469514932262,1,-0.07066852121818658,-0.07066852121818658,0.0,,1.0,1.0
-WIDEN,grad_norm_a,gradient,2946.3847046320057,3035.403613479585,89.0189088475795,1,0.14083680052177844,0.14083680052177844,1.0,,1.0,1.0
 WIDEN,grad_norm_b,gradient,2661.756166702006,2661.756166702006,0.0,0,,,,,,
-WIDEN,grad_norm_ratio,gradient,0.9033973610158456,0.8769035375993196,-0.026493823416525952,1,-0.1424606302055863,-0.1424606302055863,0.0,,1.0,1.0
-WIDEN,act_deviation_from_base,other,0.2206258162623271,0.19209393165074284,-0.028531884611584242,4,-0.34601799174100545,-0.36201251102250254,0.0,,0.125,0.51
-WIDEN,cka_to_base,other,0.9883073382079601,0.9916795652359724,0.0033722270280122646,4,0.2258462410632458,0.2548471367259819,4.0,,0.125,0.51
-WIDEN,qmd_raw_from_base,other,0.04371327933767065,0.04032024962115212,-0.0033930297165185334,4,-0.16673838351763168,-0.1959796370650349,0.0,,0.125,0.51
-WIDEN,geo_cka_late_minus_early,representation,-0.0276470089212235,-0.0217250720047564,0.005921936916467099,1,0.33406840137366284,0.33406840137366284,1.0,,1.0,1.0
-WIDEN,geo_cka_mean,representation,0.9966931598987904,0.9973356231864084,0.000642463287618078,1,0.2245522289006957,0.2245522289006957,1.0,,1.0,1.0
-WIDEN,geo_cka_peak_depth,representation,0.1794871794871795,0.1794871794871795,0.0,1,0.0,0.0,0.0,,,
-WIDEN,geo_procrustes_late_minus_early,representation,0.0052163134229289,0.0039327969408426,-0.0012835164820862999,1,-0.30181137716507167,-0.30181137716507167,0.0,,1.0,1.0
-WIDEN,geo_procrustes_mean,representation,0.0013082532478623,0.0010623865548392,-0.00024586669302310003,1,-0.20586635938587572,-0.20586635938587572,0.0,,1.0,1.0
 WIDEN,geo_procrustes_peak_depth,representation,1.0,1.0,0.0,0,,,,,,
-WIDEN,geo_rowwise_cosine_late_minus_early,representation,-0.0383462905883789,-0.0300121903419494,0.008334100246429499,1,0.20095752560602687,0.20095752560602687,1.0,,1.0,1.0
-WIDEN,geo_rowwise_cosine_mean,representation,0.9954755648970603,0.996436907351017,0.0009613424539566262,1,0.40536256801210285,0.40536256801210285,1.0,,1.0,1.0
 WIDEN,geo_rowwise_cosine_peak_depth,representation,0.0769230769230769,0.0769230769230769,0.0,0,,,,,,
-WIDEN,geo_subspace_overlap_late_minus_early,representation,-0.086770462883534,-0.0664744119946286,0.020296050888905404,1,0.4598703883288319,0.4598703883288319,1.0,,1.0,1.0
-WIDEN,geo_subspace_overlap_mean,representation,0.8763319587627862,0.8936222395758889,0.017290280813102687,1,0.46713693661994143,0.46713693661994143,1.0,,1.0,1.0
-WIDEN,geo_subspace_overlap_peak_depth,representation,0.0,0.0,0.0,0,,,,,,
-WIDEN,geo_svcca_late_minus_early,representation,0.0045993487444091,0.0043052072278007,-0.00029414151660839966,1,-0.17592280458204004,-0.17592280458204004,0.0,,1.0,1.0
-WIDEN,geo_svcca_mean,representation,0.9929973037792544,0.993659737833598,0.0006624340543435192,1,0.42006373423375193,0.42006373423375193,1.0,,1.0,1.0
-WIDEN,geo_svcca_peak_depth,representation,0.5641025641025641,0.5641025641025641,0.0,1,0.0,0.0,0.0,,,
 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,,,,,,
 WIDEN,ret_procrustes_p_at_10,retrieval,0.8461538461538461,0.8461538461538461,0.0,0,,,,,,
-WIDEN,ret_procrustes_p_at_5,retrieval,0.5384615384615384,0.6153846153846154,0.07692307692307698,1,2.088931871468374,2.088931871468374,1.0,,1.0,1.0
 WIDEN,ret_ridge_p_at_1,retrieval,0.1538461538461538,0.1538461538461538,0.0,0,,,,,,
 WIDEN,ret_ridge_p_at_10,retrieval,0.8461538461538461,0.8461538461538461,0.0,0,,,,,,
 WIDEN,ret_ridge_p_at_5,retrieval,0.5384615384615384,0.5384615384615384,0.0,0,,,,,,
-WIDEN,spectral_overcounting,weight space,-0.9999980926513672,-0.9999980926513672,0.0,1,0.0,0.0,0.0,,,
-WIDEN,subspace_overlap,weight space,0.999201774597168,0.9990261197090148,-0.0001756548881531872,1,-0.30675623584494816,-0.30675623584494816,0.0,,1.0,1.0
-WIDEN,weight_cosine,weight space,0.9998076558113098,0.9998076558113098,0.0,1,0.0,0.0,0.0,,,

 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,-0.7660118626561052,-0.6801243335045817,0.08588752915152367,10,0.5625249043215398,0.6071374131232952,10.0,0.001953125,0.001953125,0.01873224431818182
+ALL,beh_js,behaviour,0.05722532701442854,0.04738577560948444,-0.009839551404944098,10,-0.6749805456561688,-0.6925276058544548,0.0,0.001953125,0.001953125,0.01873224431818182
+ALL,beh_js_to_base,behaviour,0.08960160711301804,0.07769059418763206,-0.011911012925385985,20,-0.23948851121034828,-0.2244874656853442,0.0,1.9073486328125e-06,1.9073486328125e-06,8.04901123046875e-05
+ALL,beh_kl_sym,behaviour,0.256538038573327,0.20935668770292554,-0.04718135087040145,10,-0.6771469297843139,-0.7042234966814904,0.0,0.001953125,0.001953125,0.01873224431818182
+ALL,beh_kl_to_base,behaviour,0.3913996514478821,0.3301468381705516,-0.061252813277330495,20,-0.28169470948872694,-0.28835425938371406,0.0,1.9073486328125e-06,1.9073486328125e-06,8.04901123046875e-05
+ALL,beh_logit_cosine,behaviour,0.9617158684879541,0.972249087691307,0.010533219203352939,10,1.0149103368539367,0.8773596831722706,10.0,0.001953125,0.001953125,0.01873224431818182
+ALL,beh_logit_kl,behaviour,0.2500022520222929,0.20586006126476103,-0.04414219075753191,10,-0.6566257140752056,-0.6080463282211857,0.0,0.001953125,0.001953125,0.01873224431818182
+ALL,beh_logit_l2,behaviour,169.21674041748048,147.00799331665038,-22.208747100830077,10,-0.7457348306859337,-0.7345778269797765,0.0,0.001953125,0.001953125,0.01873224431818182
+ALL,beh_rank_corr,behaviour,0.9596960328216234,0.968911597113004,0.00921556429138054,10,0.8358556390085529,0.6361795643066386,10.0,0.001953125,0.001953125,0.01873224431818182
+ALL,beh_topk_overlap,behaviour,0.788125,0.805625,0.01749999999999996,10,0.4382722069692254,0.35218302345741215,10.0,0.001953125,0.001953125,0.01873224431818182
+ALL,grad_cosine,gradient,0.47158873430850756,0.5221894806072642,0.050600746298756646,10,0.4035521225998592,0.3081112551756227,8.0,0.01953125,0.109375,0.17171223958333334
+ALL,grad_cosine_layer_late_minus_early,gradient,0.26159701282158493,0.23929221034049988,-0.022304802481085042,10,-0.14359725227610917,0.15080437025429055,6.0,0.921875,0.75390625,1.0
+ALL,grad_cosine_layer_mean,gradient,0.4782671892852523,0.5262796634808182,0.04801247419556599,10,0.4551431040744848,0.5354663144007883,10.0,0.001953125,0.001953125,0.01873224431818182
+ALL,grad_cosine_layer_min,gradient,0.06347383875399826,0.08879230320453643,0.025318464450538168,10,0.13892044603112574,0.14332455956554357,7.0,0.232421875,0.34375,0.65527950310559
+ALL,grad_l2,gradient,2432.5582769492075,2400.6412978114286,-31.91697913777839,10,-0.201881091945551,-0.22893319948780422,4.0,0.556640625,0.75390625,0.7250072337962963
+ALL,grad_norm_a,gradient,1939.2361111676419,2093.1064377796033,153.87032661196125,10,0.25776093046663406,0.14510518702596076,7.0,0.16015625,0.34375,0.65527950310559
 ALL,grad_norm_b,gradient,2661.756166702006,2661.756166702006,0.0,0,,,,,,
+ALL,grad_norm_ratio,gradient,0.7082016053734593,0.7386315732676348,0.030429967894175597,10,0.172232483947732,0.15738685188530643,6.0,0.322265625,0.75390625,0.65527950310559
+ALL,act_deviation_from_base,other,0.2909211340174079,0.24877564283087844,-0.0421454911865294,20,-0.5111158417968739,-0.48141035398846777,0.0,1.9073486328125e-06,1.9073486328125e-06,8.04901123046875e-05
+ALL,cka_to_base,other,0.9741214978694913,0.9828484863042831,0.008726988434791572,20,0.5844676284923385,0.3942216092375521,20.0,1.9073486328125e-06,1.9073486328125e-06,8.04901123046875e-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-06,8.04901123046875e-05
+ALL,geo_cka_late_minus_early,representation,-0.0569653130438913,-0.04249178041799169,0.014473532625899599,10,0.7833364412854136,0.8806483333279589,10.0,0.001953125,0.001953125,0.01873224431818182
+ALL,geo_cka_mean,representation,0.9919312139591838,0.9944453806545688,0.0025141666953849007,10,0.8107208301475982,0.5593093212762759,10.0,0.001953125,0.001953125,0.01873224431818182
+ALL,geo_cka_peak_depth,representation,0.1769230769230769,0.1769230769230769,0.0,10,2.2204460492503132e-17,0.0,2.0,,1.0,1.0
+ALL,geo_procrustes_late_minus_early,representation,0.00761174773192273,0.0053608488637635395,-0.00225089886815919,10,-0.5252430601247124,-0.5074993107941198,0.0,0.001953125,0.001953125,0.01873224431818182
+ALL,geo_procrustes_mean,representation,0.0032579227655531702,0.0021496576598197398,-0.00110826510573343,10,-0.8443282398454567,-0.5138006128438919,0.0,0.001953125,0.001953125,0.01873224431818182
 ALL,geo_procrustes_peak_depth,representation,1.0,1.0,0.0,0,,,,,,
+ALL,geo_rowwise_cosine_late_minus_early,representation,-0.10158929824829097,-0.07030787467956537,0.0312814235687256,10,0.7105909402806541,0.4053107954956199,10.0,0.001953125,0.001953125,0.01873224431818182
+ALL,geo_rowwise_cosine_mean,representation,0.9911902874708176,0.9935837115347385,0.002393424063921001,10,0.8994776904728464,0.7263622509383842,10.0,0.001953125,0.001953125,0.01873224431818182
 ALL,geo_rowwise_cosine_peak_depth,representation,0.0769230769230769,0.0769230769230769,0.0,0,,,,,,
+ALL,geo_subspace_overlap_late_minus_early,representation,-0.15845400172506968,-0.13005971357699925,0.028394288148070452,10,0.6219679667467382,0.6056549080348361,10.0,0.001953125,0.001953125,0.01873224431818182
+ALL,geo_subspace_overlap_mean,representation,0.8070876960894303,0.832057086363881,0.024969390274450876,10,0.6274712363173965,0.5899846447156746,10.0,0.001953125,0.001953125,0.01873224431818182
+ALL,geo_subspace_overlap_peak_depth,representation,0.0,0.05384615384615384,0.05384615384615384,10,0.44721359549995787,0.0,1.0,,1.0,1.0
+ALL,geo_svcca_late_minus_early,representation,0.006896506356262269,0.00675592151161578,-0.0001405848446464901,10,-0.07863962824989146,-0.16550876779578408,2.0,0.275390625,0.109375,0.65527950310559
+ALL,geo_svcca_mean,representation,0.9904228584167509,0.9911536537157006,0.0007307952989500044,10,0.40908578112910876,0.34657630913032894,8.0,0.009765625,0.109375,0.08958899456521739
+ALL,geo_svcca_peak_depth,representation,0.5897435897435898,0.5717948717948718,-0.01794871794871796,10,-0.6730834736720354,0.0,0.0,,0.125,0.5275
 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,0.5538461538461539,0.5615384615384615,0.007692307692307698,10,0.22509257354845516,0.0,3.0,1.0,1.0,1.0
 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,,,,,,
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 TaskArithmetic,grad_norm_b,gradient,2661.756166702006,2661.756166702006,0.0,0,,,,,,
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 TaskArithmetic,geo_cka_peak_depth,representation,0.1794871794871795,0.1794871794871795,0.0,2,0.0,0.0,0.0,,,
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 TaskArithmetic,geo_procrustes_peak_depth,representation,1.0,1.0,0.0,0,,,,,,
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 TaskArithmetic,geo_rowwise_cosine_peak_depth,representation,0.0769230769230769,0.0769230769230769,0.0,0,,,,,,
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 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_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,,,,,,
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 TaskArithmetic,weight_cosine,weight space,0.9988537430763245,0.9988537430763245,0.0,2,0.0,0.0,0.0,,,
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 Ties,grad_norm_b,gradient,2661.756166702006,2661.756166702006,0.0,0,,,,,,
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 Ties,geo_procrustes_peak_depth,representation,1.0,1.0,0.0,0,,,,,,
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 Ties,geo_rowwise_cosine_peak_depth,representation,0.0769230769230769,0.0769230769230769,0.0,0,,,,,,
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 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,,,,,,
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 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,-1.000011146068573,-1.000011146068573,0.0,2,0.0,0.0,0.0,,,
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 Ties,weight_cosine,weight space,0.9988537430763245,0.9988537430763245,0.0,2,0.0,0.0,0.0,,,
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+WIDEN,geo_cka_mean,representation,0.9961029822304484,0.9972532979615346,0.0011503157310863155,2,0.3709320174155624,0.3709320174155624,2.0,,0.5,0.65527950310559
+WIDEN,geo_cka_peak_depth,representation,0.1794871794871795,0.2051282051282051,0.025641025641025605,2,0.7497534111391502,0.7497534111391502,1.0,,1.0,1.0
+WIDEN,geo_procrustes_late_minus_early,representation,0.00343256035510845,0.0023166348593125496,-0.0011159254957958998,2,-0.2603991367956796,-0.2603991367956796,0.0,,0.5,0.65527950310559
+WIDEN,geo_procrustes_mean,representation,0.0014719504699317,0.0010441754567463001,-0.00042777501318539996,2,-0.32589903089448236,-0.32589903089448236,0.0,,0.5,0.65527950310559
 WIDEN,geo_procrustes_peak_depth,representation,1.0,1.0,0.0,0,,,,,,
+WIDEN,geo_rowwise_cosine_late_minus_early,representation,-0.046277791261672946,-0.033941775560378945,0.012336015701294,2,0.2802257696885416,0.2802257696885416,2.0,,0.5,0.65527950310559
+WIDEN,geo_rowwise_cosine_mean,representation,0.9954872488975525,0.9966035291552543,0.0011162802577018294,2,0.4195116123605651,0.4195116123605651,2.0,,0.5,0.65527950310559
 WIDEN,geo_rowwise_cosine_peak_depth,representation,0.0769230769230769,0.0769230769230769,0.0,0,,,,,,
+WIDEN,geo_subspace_overlap_late_minus_early,representation,-0.08677367499891214,-0.06756991469884524,0.019203760300066902,2,0.42065233984518857,0.42065233984518857,2.0,,0.5,0.65527950310559
+WIDEN,geo_subspace_overlap_mean,representation,0.8739626805029244,0.8915666837894165,0.017604003286492254,2,0.44238187576463484,0.44238187576463484,2.0,,0.5,0.65527950310559
+WIDEN,geo_subspace_overlap_peak_depth,representation,0.0,0.2692307692307692,0.2692307692307692,2,2.2360679774997894,2.2360679774997894,1.0,,1.0,1.0
+WIDEN,geo_svcca_late_minus_early,representation,0.0047783504587481495,0.0046290459202583505,-0.0001493045384897999,2,-0.08351720580112056,-0.08351720580112056,0.0,,0.5,0.65527950310559
+WIDEN,geo_svcca_mean,representation,0.9929346107997926,0.9942236427553586,0.0012890319555659557,2,0.7215764047753641,0.7215764047753641,2.0,,0.5,0.65527950310559
+WIDEN,geo_svcca_peak_depth,representation,0.5641025641025641,0.5641025641025641,0.0,2,0.0,0.0,0.0,,,
 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,,,,,,
 WIDEN,ret_procrustes_p_at_10,retrieval,0.8461538461538461,0.8461538461538461,0.0,0,,,,,,
+WIDEN,ret_procrustes_p_at_5,retrieval,0.5384615384615384,0.5769230769230769,0.03846153846153849,2,1.1254628677422758,1.1254628677422758,1.0,,1.0,1.0
 WIDEN,ret_ridge_p_at_1,retrieval,0.1538461538461538,0.1538461538461538,0.0,0,,,,,,
 WIDEN,ret_ridge_p_at_10,retrieval,0.8461538461538461,0.8461538461538461,0.0,0,,,,,,
 WIDEN,ret_ridge_p_at_5,retrieval,0.5384615384615384,0.5384615384615384,0.0,0,,,,,,
+WIDEN,spectral_overcounting,weight space,-1.0000055432319641,-1.0000054836273193,5.960464466436832e-08,2,0.004871250632547009,0.004871250632547009,1.0,,1.0,1.0
+WIDEN,subspace_overlap,weight space,0.9989410042762756,0.9988139271736144,-0.00012707710266118832,2,-0.24797304213801535,-0.24797304213801535,0.0,,0.5,0.65527950310559
+WIDEN,weight_cosine,weight space,0.9992643594741821,0.9992643892765045,2.9802322387695312e-08,2,2.992472506568516e-05,2.992472506568516e-05,1.0,,1.0,1.0

tables/T3_per_combo.csv CHANGED Viewed

@@ -1,137 +1,137 @@
 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,-0.7802461027911245,-0.6972918362666596,0.08295426652446486,8,0.5019103527916347,0.5608707304512429,8.0,0.0078125,0.0078125,0.040838068181818184
-ALL,beh_js,behaviour,0.05891464315680076,0.049213942828883965,-0.009700700327916801,8,-0.6870241308318495,-0.7149736494446866,0.0,0.0078125,0.0078125,0.040838068181818184
-ALL,beh_js_to_base,behaviour,0.08960160711301804,0.07769059418763206,-0.011911012925385985,20,-0.23948851121034828,-0.2244874656853442,0.0,1.9073486328125e-06,1.9073486328125e-06,4.38690185546875e-05
-ALL,beh_kl_sym,behaviour,0.2650766828019885,0.2183598046754913,-0.046716878126497184,8,-0.6920199937999618,-0.7268466580701053,0.0,0.0078125,0.0078125,0.040838068181818184
-ALL,beh_kl_to_base,behaviour,0.3913996514478821,0.3301468381705516,-0.061252813277330495,20,-0.28169470948872694,-0.28835425938371406,0.0,1.9073486328125e-06,1.9073486328125e-06,4.38690185546875e-05
-ALL,beh_logit_cosine,behaviour,0.9622318597976118,0.9720093330834061,0.009777473285794272,8,0.9551809946549635,0.7471790016650017,8.0,0.0078125,0.0078125,0.040838068181818184
-ALL,beh_logit_kl,behaviour,0.257315613010028,0.21420684794708755,-0.04310876506294042,8,-0.67424734928981,-0.6393318394541139,0.0,0.0078125,0.0078125,0.040838068181818184
-ALL,beh_logit_l2,behaviour,165.9759178161621,145.22117519378662,-20.75474262237549,8,-0.6826164903221491,-0.5706466435557476,0.0,0.0078125,0.0078125,0.040838068181818184
-ALL,beh_rank_corr,behaviour,0.9600729674087383,0.9685911415140771,0.008518174105338824,8,0.8144702123058869,0.5426745429321296,8.0,0.0078125,0.0078125,0.040838068181818184
-ALL,beh_topk_overlap,behaviour,0.78046875,0.796484375,0.016015624999999964,8,0.4975591366368127,0.3883388383506826,8.0,0.0078125,0.0078125,0.040838068181818184
-ALL,grad_cosine,gradient,0.48845840551179326,0.5302140136183457,0.04175560810655247,8,0.35462953309580525,0.15267187058449944,6.0,0.078125,0.2890625,0.14260912698412698
-ALL,grad_cosine_layer_late_minus_early,gradient,0.24235506169497967,0.21010064985603094,-0.0322544118389487,8,-0.19770662809356293,0.14358143240756643,5.0,0.9453125,0.7265625,1.0
-ALL,grad_cosine_layer_mean,gradient,0.4815211352426559,0.5258831518003717,0.0443620165577158,8,0.45535090871874556,0.443005336227678,8.0,0.0078125,0.0078125,0.040838068181818184
-ALL,grad_cosine_layer_min,gradient,0.09407578781247138,0.10678785294294357,0.01271206513047219,8,0.06736082497677764,0.10710498081012848,5.0,0.546875,0.7265625,0.6620065789473685
-ALL,grad_l2,gradient,2419.407002087433,2416.650550782847,-2.7564513045861077,8,-0.020857109410079205,0.17219010835686738,4.0,0.9453125,1.0,1.0
-ALL,grad_norm_a,gradient,2016.8342630899601,2176.907691186986,160.0734280970259,8,0.2532521433209084,0.13704228960648152,6.0,0.109375,0.2890625,0.196533203125
 ALL,grad_norm_b,gradient,2661.756166702006,2661.756166702006,0.0,0,,,,,,
-ALL,grad_norm_ratio,gradient,0.7322662144929863,0.7581821733113057,0.025915958818319366,8,0.13935337937433567,0.14952200135548682,5.0,0.25,0.7265625,0.3194444444444444
-ALL,act_deviation_from_base,other,0.2909211340174079,0.24877564283087844,-0.0421454911865294,20,-0.5111158417968739,-0.48141035398846777,0.0,1.9073486328125e-06,1.9073486328125e-06,4.38690185546875e-05
-ALL,cka_to_base,other,0.9741214978694913,0.9828484863042831,0.008726988434791572,20,0.5844676284923385,0.3942216092375521,20.0,1.9073486328125e-06,1.9073486328125e-06,4.38690185546875e-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-06,4.38690185546875e-05
-ALL,geo_cka_late_minus_early,representation,-0.05920864364378586,-0.04429753506669726,0.014911108577088598,8,0.8411656988789499,0.9179105329543871,8.0,0.0078125,0.0078125,0.040838068181818184
-ALL,geo_cka_mean,representation,0.9920795159728044,0.9944504554469286,0.002370939474124159,8,0.8286850840568438,0.5719724920931757,8.0,0.0078125,0.0078125,0.040838068181818184
-ALL,geo_cka_peak_depth,representation,0.16987179487179488,0.16987179487179488,0.0,8,0.0,0.0,1.0,,1.0,1.0
-ALL,geo_procrustes_late_minus_early,representation,0.008541562895407513,0.006168732299943762,-0.00237283059546375,8,-0.5579572056856374,-0.5114053578908229,0.0,0.0078125,0.0078125,0.040838068181818184
-ALL,geo_procrustes_mean,representation,0.00319641034833685,0.0021581207699213874,-0.0010382895784154624,8,-0.8693690587712282,-0.539148378424551,0.0,0.0078125,0.0078125,0.040838068181818184
 ALL,geo_procrustes_peak_depth,representation,1.0,1.0,0.0,0,,,,,,
-ALL,geo_rowwise_cosine_late_minus_early,representation,-0.09892509877681727,-0.06949703395366665,0.029428064823150638,8,0.7095896275986964,0.43022987933020246,8.0,0.0078125,0.0078125,0.040838068181818184
-ALL,geo_rowwise_cosine_mean,representation,0.9910694643855094,0.9934040930122137,0.002334628626704277,8,0.9844265709689682,0.8149820505804177,8.0,0.0078125,0.0078125,0.040838068181818184
 ALL,geo_rowwise_cosine_peak_depth,representation,0.0769230769230769,0.0769230769230769,0.0,0,,,,,,
-ALL,geo_subspace_overlap_late_minus_early,representation,-0.1675044088609126,-0.13731646572350542,0.030187943137407188,8,0.6840020854025779,0.6571976132228083,8.0,0.0078125,0.0078125,0.040838068181818184
-ALL,geo_subspace_overlap_mean,representation,0.8023538851240305,0.8273366450060935,0.024982759882063027,8,0.6749670549465344,0.6343033213295048,8.0,0.0078125,0.0078125,0.040838068181818184
-ALL,geo_subspace_overlap_peak_depth,representation,0.0,0.0,0.0,0,,,,,,
-ALL,geo_svcca_late_minus_early,representation,0.00682715836954245,0.0066891884863023625,-0.00013796988324008756,8,-0.08251826905403153,-0.1852201348209898,2.0,0.4609375,0.2890625,0.5699764784946236
-ALL,geo_svcca_mean,representation,0.9901794504692145,0.9908806507702697,0.0007012003010550549,8,0.4446462481445329,0.39260223799670185,7.0,0.015625,0.0703125,0.078125
-ALL,geo_svcca_peak_depth,representation,0.5865384615384616,0.5705128205128205,-0.016025641025641038,8,-0.6483853695480384,0.0,0.0,,0.25,0.3194444444444444
 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,0.5576923076923077,0.5673076923076923,0.009615384615384623,8,0.26111648393354675,0.0,3.0,1.0,1.0,1.0
 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,-1.0000072121620178,-1.0000072121620178,0.0,8,0.0,0.0,1.0,,1.0,1.0
-ALL,subspace_overlap,weight space,0.9985534027218819,0.9984955713152885,-5.783140659339214e-05,8,-0.10099431212376309,0.014104333205523758,4.0,1.0,1.0,1.0
-ALL,weight_cosine,weight space,0.9990192279219627,0.9990192428231239,1.4901161193847656e-08,8,1.4180613702735887e-05,0.0,1.0,,1.0,1.0
-Code-Instruction_Tuned,beh_entropy_gap,behaviour,-0.6661236783001931,-0.5843429174918566,0.08178076080833652,3,0.4948101192212339,0.5765992466999136,3.0,,0.25,0.3194444444444444
-Code-Instruction_Tuned,beh_js,behaviour,0.05823755821191606,0.046826864906971195,-0.011410693304944867,3,-0.8081294530311552,-0.9123893414210227,0.0,,0.25,0.3194444444444444
-Code-Instruction_Tuned,beh_js_to_base,behaviour,0.05512975991029358,0.0441253616412705,-0.011004398269023082,5,-0.22125968418665526,-0.2481193785443587,0.0,0.0625,0.0625,0.1159274193548387
-Code-Instruction_Tuned,beh_kl_sym,behaviour,0.2600646904135126,0.2046821609506555,-0.05538252946285712,3,-0.8203848209149639,-0.9379911894031431,0.0,,0.25,0.3194444444444444
-Code-Instruction_Tuned,beh_kl_to_base,behaviour,0.24558744516642164,0.19273855980014618,-0.052848885366275425,5,-0.24304600251831573,-0.2825243992484339,0.0,0.0625,0.0625,0.1159274193548387
-Code-Instruction_Tuned,beh_logit_cosine,behaviour,0.9528984315693378,0.9684368092566729,0.015538377687334903,3,1.5179753112981642,1.5951963931771964,3.0,,0.25,0.3194444444444444
-Code-Instruction_Tuned,beh_logit_kl,behaviour,0.26214639375167853,0.20624888449491222,-0.055897509256766294,3,-0.8742710999317728,-1.0005069016371417,0.0,,0.25,0.3194444444444444
-Code-Instruction_Tuned,beh_logit_l2,behaviour,198.61468505859375,169.34828186035156,-29.266403198242188,3,-0.9625621381591697,-0.972794488908843,0.0,,0.25,0.3194444444444444
-Code-Instruction_Tuned,beh_rank_corr,behaviour,0.948692957150492,0.9633179248514137,0.014624967700921735,3,1.398374863090763,1.4686461535236506,3.0,,0.25,0.3194444444444444
-Code-Instruction_Tuned,beh_topk_overlap,behaviour,0.7885416666666667,0.8166666666666668,0.028124999999999917,3,0.8737623862890365,0.7766776767013652,3.0,,0.25,0.3194444444444444
-Code-Instruction_Tuned,grad_cosine,gradient,0.32312961827471043,0.42763588811012204,0.10450626983541161,3,0.8875696309521711,0.8804202484793442,3.0,,0.25,0.3194444444444444
-Code-Instruction_Tuned,grad_cosine_layer_late_minus_early,gradient,0.31569764018058777,0.31361528982718784,-0.002082350353399894,3,-0.012763973776232118,0.10961958450512986,2.0,,1.0,1.0
-Code-Instruction_Tuned,grad_cosine_layer_mean,gradient,0.37243193785349527,0.43760142456740136,0.06516948671390611,3,0.6689277742210763,0.6338354761185695,3.0,,0.25,0.3194444444444444
-Code-Instruction_Tuned,grad_cosine_layer_min,gradient,-0.12684368590513864,-0.0943333009878794,0.03251038491725924,3,0.1722714858571391,0.1588263214987031,3.0,,0.25,0.3194444444444444
-Code-Instruction_Tuned,grad_l2,gradient,2585.6073441489657,2420.8368526910185,-164.77049145794717,3,-1.2467610663657085,-1.1811844271624041,0.0,,0.25,0.3194444444444444
-Code-Instruction_Tuned,grad_norm_a,gradient,1393.9820346248077,1373.2440414685495,-20.737993156258046,3,-0.032809575439424594,-0.03961539804745182,1.0,,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,0.5237076378607558,0.5159165436141505,-0.007791094246605235,3,-0.04189369646323551,-0.050583874946335455,1.0,,1.0,1.0
-Code-Instruction_Tuned,act_deviation_from_base,other,0.29014053430408243,0.24678958225995298,-0.04335095204412938,5,-0.5257349653054478,-0.5900637262201152,0.0,0.0625,0.0625,0.1159274193548387
-Code-Instruction_Tuned,cka_to_base,other,0.9737666422128678,0.983200253546238,0.009433611333370218,5,0.6317918816246285,0.8040619007888237,5.0,0.0625,0.0625,0.1159274193548387
-Code-Instruction_Tuned,qmd_raw_from_base,other,0.06490202158222438,0.05963919167922608,-0.005262829902998324,5,-0.25862306671884455,-0.27103230967800196,0.0,0.0625,0.0625,0.1159274193548387
-Code-Instruction_Tuned,geo_cka_late_minus_early,representation,-0.060070433210084935,-0.044810877161990004,0.015259556048094931,3,0.860822323264477,0.8697984420698348,3.0,,0.25,0.3194444444444444
-Code-Instruction_Tuned,geo_cka_mean,representation,0.9885873954137785,0.9928075304153859,0.00422013500160745,3,1.475011474019249,1.587044668041004,3.0,,0.25,0.3194444444444444
-Code-Instruction_Tuned,geo_cka_peak_depth,representation,0.15384615384615383,0.15384615384615383,0.0,3,0.0,0.0,1.0,,1.0,1.0
-Code-Instruction_Tuned,geo_procrustes_late_minus_early,representation,0.004679987817514867,0.0026274158634323,-0.0020525719540825664,3,-0.4826502634271657,-0.43806882056326957,0.0,,0.25,0.3194444444444444
-Code-Instruction_Tuned,geo_procrustes_mean,representation,0.004661752299451367,0.002704240758298367,-0.001957511541153,3,-1.6390417485102018,-1.7952543306789417,0.0,,0.25,0.3194444444444444
 Code-Instruction_Tuned,geo_procrustes_peak_depth,representation,1.0,1.0,0.0,0,,,,,,
-Code-Instruction_Tuned,geo_rowwise_cosine_late_minus_early,representation,-0.14969597260157264,-0.09442422787348424,0.0552717447280884,3,1.3327501143561586,1.5066101439295134,3.0,,0.25,0.3194444444444444
-Code-Instruction_Tuned,geo_rowwise_cosine_mean,representation,0.9891430099805194,0.9927504574259123,0.003607447445392727,3,1.5211272054142249,1.6756290132202099,3.0,,0.25,0.3194444444444444
 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,-0.15501958569834073,-0.12323125818157343,0.03178832751676731,3,0.7202637892207351,0.6862516111175052,3.0,,0.25,0.3194444444444444
-Code-Instruction_Tuned,geo_subspace_overlap_mean,representation,0.7945025184569995,0.824894043722859,0.030391525265859493,3,0.821097364777475,0.8207460686978858,3.0,,0.25,0.3194444444444444
-Code-Instruction_Tuned,geo_subspace_overlap_peak_depth,representation,0.0,0.0,0.0,0,,,,,,
-Code-Instruction_Tuned,geo_svcca_late_minus_early,representation,0.008610083182627232,0.0087090445743858,9.89613917585664e-05,3,0.059187719517632464,-0.19451746505993955,1.0,,1.0,1.0
-Code-Instruction_Tuned,geo_svcca_mean,representation,0.99001612499775,0.9902964998191868,0.00028037482143687215,3,0.17779172689817516,0.27059827018151755,2.0,,1.0,1.0
-Code-Instruction_Tuned,geo_svcca_peak_depth,representation,0.6239316239316239,0.5811965811965812,-0.04273504273504277,3,-1.7290276521281023,-2.0748331825537227,0.0,,0.25,0.3194444444444444
 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,0.5384615384615384,0.564102564102564,0.02564102564102566,3,0.6963106238227913,0.0,1.0,,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,-1.0000226100285847,-1.000022570292155,3.9736429850260414e-08,3,0.0032078430895701483,0.0,1.0,,1.0,1.0
-Code-Instruction_Tuned,subspace_overlap,weight space,0.9981112281481425,0.9984866976737976,0.0003754695256550737,3,0.6557040317830104,0.6950157403243962,3.0,,0.25,0.3194444444444444
-Code-Instruction_Tuned,weight_cosine,weight space,0.9977211554845175,0.9977211554845175,0.0,3,0.0,0.0,0.0,,,
-Code-Math,beh_entropy_gap,behaviour,-0.8487195574856834,-0.7650611875315414,0.08365836995414186,5,0.5061704929338751,0.5451422142025723,5.0,0.0625,0.0625,0.1159274193548387
-Code-Math,beh_js,behaviour,0.05932089412373158,0.05064618958203162,-0.00867470454169996,5,-0.6143609375122662,-0.7066757519391064,0.0,0.0625,0.0625,0.1159274193548387
-Code-Math,beh_js_to_base,behaviour,0.05932089412574072,0.05064618958360474,-0.008674704542135979,5,-0.17441775011074206,-0.20062602809704028,0.0,0.0625,0.0625,0.1159274193548387
-Code-Math,beh_kl_sym,behaviour,0.26808387823507396,0.2265663909103927,-0.041517487324681225,5,-0.6150010975309605,-0.7163224430244136,0.0,0.0625,0.0625,0.1159274193548387
-Code-Math,beh_kl_to_base,behaviour,0.25441715897768064,0.21898163798982795,-0.03543552098785269,5,-0.16296392371498078,-0.18759318779542877,0.0,0.0625,0.0625,0.1159274193548387
-Code-Math,beh_logit_cosine,behaviour,0.9678319167345762,0.9741528473794461,0.006320930644869893,5,0.6175044046690431,0.7128145357141945,5.0,0.0625,0.0625,0.1159274193548387
-Code-Math,beh_logit_kl,behaviour,0.25441714456503767,0.21898162601839272,-0.03543551854664489,5,-0.5542330989046323,-0.6379961379375858,0.0,0.0625,0.0625,0.1159274193548387
-Code-Math,beh_logit_l2,behaviour,146.3926574707031,130.74491119384766,-15.647746276855466,5,-0.5146491016199368,-0.5386244394035167,0.0,0.0625,0.0625,0.1159274193548387
-Code-Math,beh_rank_corr,behaviour,0.9669009735636862,0.9717550715116751,0.004854097947989078,5,0.464127421834961,0.5135036627981752,5.0,0.0625,0.0625,0.1159274193548387
-Code-Math,beh_topk_overlap,behaviour,0.775625,0.784375,0.00874999999999999,5,0.2718371868454786,0.2912541287630137,5.0,0.0625,0.0625,0.1159274193548387
-Code-Math,grad_cosine,gradient,0.5876556778540429,0.5917608889232799,0.00410521106923698,5,0.034865474381985756,0.023386295280304528,3.0,0.625,1.0,0.7486979166666666
-Code-Math,grad_cosine_layer_late_minus_early,gradient,0.1983495146036148,0.14799186587333682,-0.050357648730277996,5,-0.3086722206839614,0.177543280310003,3.0,0.8125,1.0,0.9632731958762887
-Code-Math,grad_cosine_layer_mean,gradient,0.5469746536761522,0.5788521881401538,0.031877534464001614,5,0.32720478941734704,0.30132539078640774,5.0,0.0625,0.0625,0.1159274193548387
-Code-Math,grad_cosine_layer_min,gradient,0.2266274720430374,0.2274605453014374,0.0008330732583999634,5,0.004414428448560759,-0.08087494183174743,2.0,1.0,1.0,1.0
-Code-Math,grad_l2,gradient,2319.686796850513,2414.1387696379434,94.45197278743053,5,0.7146852647632982,0.48047843814763797,4.0,0.125,0.375,0.22115384615384615
-Code-Math,grad_norm_a,gradient,2390.545600169052,2659.1058810180484,268.5602808489963,5,0.4248891745771082,0.3297452786183859,5.0,0.0625,0.0625,0.1159274193548387
 Code-Math,grad_norm_b,gradient,2661.756166702006,2661.756166702006,0.0,0,,,,,,
-Code-Math,grad_norm_ratio,gradient,0.8574013604723248,0.9035415511295989,0.04614019065727413,5,0.24810162487687837,0.2716876899615194,4.0,0.1875,0.375,0.3194444444444444
-Code-Math,act_deviation_from_base,other,0.1923275407031178,0.16943953882902857,-0.02288800187408923,5,-0.27757228627727104,-0.2954531074726018,0.0,0.0625,0.0625,0.1159274193548387
-Code-Math,cka_to_base,other,0.9902538159489632,0.9923722693324087,0.0021184533834457397,5,0.14187797249254336,0.15566798010118926,5.0,0.0625,0.0625,0.1159274193548387
-Code-Math,qmd_raw_from_base,other,0.024078073164752987,0.02234327448026893,-0.0017347986844840567,5,-0.08525051430324117,-0.08992501734153821,0.0,0.0625,0.0625,0.1159274193548387
-Code-Math,geo_cka_late_minus_early,representation,-0.058691569904006424,-0.04398952980952162,0.0147020400944848,5,0.8293717242476335,1.066553313742742,5.0,0.0625,0.0625,0.1159274193548387
-Code-Math,geo_cka_mean,representation,0.99417478830822,0.9954362104658543,0.0012614221576341845,5,0.4408892500794009,0.5072496240421803,5.0,0.0625,0.0625,0.1159274193548387
 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,-0.6031413710407205,-0.7431169502730435,0.0,0.0625,0.0625,0.1159274193548387
-Code-Math,geo_procrustes_mean,representation,0.0023172051776681403,0.0018304487768952,-0.00048675640077294,5,-0.407565444927844,-0.4448468079731634,0.0,0.0625,0.0625,0.1159274193548387
 Code-Math,geo_procrustes_peak_depth,representation,1.0,1.0,0.0,0,,,,,,
-Code-Math,geo_rowwise_cosine_late_minus_early,representation,-0.06846257448196405,-0.054540717601776076,0.013921856880187983,5,0.3356933355442192,0.3763568263287915,5.0,0.0625,0.0625,0.1159274193548387
-Code-Math,geo_rowwise_cosine_mean,representation,0.9922253370285035,0.9937962743639946,0.001570937335491207,5,0.6624061903018144,0.736201170744637,5.0,0.0625,0.0625,0.1159274193548387
 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,-0.14576759024866462,0.029227712509791115,5,0.6622450631116835,0.6281436153281116,5.0,0.0625,0.0625,0.1159274193548387
-Code-Math,geo_subspace_overlap_mean,representation,0.807064705124249,0.8288022057760343,0.021737500651785147,5,0.5872888690479702,0.6004945304862104,5.0,0.0625,0.0625,0.1159274193548387
-Code-Math,geo_subspace_overlap_peak_depth,representation,0.0,0.0,0.0,0,,,,,,
-Code-Math,geo_svcca_late_minus_early,representation,0.00575740348169158,0.0054772748334523,-0.00028012864823927995,5,-0.1675418621970299,-0.17592280458204004,1.0,0.3125,0.375,0.3949175824175824
-Code-Math,geo_svcca_mean,representation,0.9902774457520932,0.9912311413409194,0.0009536955888259646,5,0.6047589608923476,0.5218182384844601,5.0,0.0625,0.0625,0.1159274193548387
 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,,,,,,
@@ -143,16 +143,16 @@ Code-Math,ret_procrustes_p_at_5,retrieval,0.5692307692307692,0.5692307692307692,
 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,-0.001924705853742089,0.0,0.0,,0.5,0.6117021276595744
-Code-Math,subspace_overlap,weight space,0.9988187074661254,0.9985008955001831,-0.0003178119659424716,5,-0.5550133184678271,-0.30675623584494816,1.0,0.4375,0.375,0.546875
-Code-Math,weight_cosine,weight space,0.9997980713844299,0.9997980952262878,2.384185791015625e-08,5,2.268898192437742e-05,0.0,1.0,,1.0,1.0
-Code-Math-Instruction_Tuned,beh_js_to_base,behaviour,0.12113742600657493,0.10746916728598466,-0.01366825872059028,5,-0.2748205339325454,-0.2911923025185968,0.0,0.0625,0.0625,0.1159274193548387
-Code-Math-Instruction_Tuned,beh_kl_to_base,behaviour,0.5253016705460712,0.45086890549425257,-0.07443276505181856,5,-0.3423078060559,-0.3661812320817214,0.0,0.0625,0.0625,0.1159274193548387
-Code-Math-Instruction_Tuned,act_deviation_from_base,other,0.34054103039205075,0.2870888278074562,-0.05345220258459451,5,-0.6482370177869512,-0.7525949840811219,0.0,0.0625,0.0625,0.1159274193548387
-Code-Math-Instruction_Tuned,cka_to_base,other,0.9637338295578957,0.9776740205287933,0.013940190970897692,5,0.9336084742600528,1.1128547417209058,5.0,0.0625,0.0625,0.1159274193548387
-Code-Math-Instruction_Tuned,qmd_raw_from_base,other,0.06741627142434369,0.06192478721447022,-0.005491484209873472,5,-0.2698594697857254,-0.29428904562512653,0.0,0.0625,0.0625,0.1159274193548387
-Math-Instruction_Tuned,beh_js_to_base,behaviour,0.122818348409463,0.10852165823966838,-0.014296690169794596,5,-0.2874560766114504,-0.2804668634303113,0.0,0.0625,0.0625,0.1159274193548387
-Math-Instruction_Tuned,beh_kl_to_base,behaviour,0.5402923311013552,0.45799824939797984,-0.08229408170337532,5,-0.3784611056657115,-0.44202447669781614,0.0,0.0625,0.0625,0.1159274193548387
-Math-Instruction_Tuned,act_deviation_from_base,other,0.3406754306703806,0.2917846224270761,-0.048890808243304495,5,-0.5929190978178251,-0.6552347513245169,0.0,0.0625,0.0625,0.1159274193548387
-Math-Instruction_Tuned,cka_to_base,other,0.9687317037582398,0.9781474018096924,0.009415698051452637,5,0.6305921855921296,0.7110382045334173,5.0,0.0625,0.0625,0.1159274193548387
-Math-Instruction_Tuned,qmd_raw_from_base,other,0.06886231224556602,0.06323308267899282,-0.005629229566573214,5,-0.27662847566898086,-0.29392234507751674,0.0,0.0625,0.0625,0.1159274193548387

 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,-0.7660118626561052,-0.6801243335045817,0.08588752915152367,10,0.5625249043215398,0.6071374131232952,10.0,0.001953125,0.001953125,0.010475852272727272
+ALL,beh_js,behaviour,0.05722532701442854,0.04738577560948444,-0.009839551404944098,10,-0.6749805456561688,-0.6925276058544548,0.0,0.001953125,0.001953125,0.010475852272727272
+ALL,beh_js_to_base,behaviour,0.08960160711301804,0.07769059418763206,-0.011911012925385985,20,-0.23948851121034828,-0.2244874656853442,0.0,1.9073486328125e-06,1.9073486328125e-06,4.5013427734375e-05
+ALL,beh_kl_sym,behaviour,0.256538038573327,0.20935668770292554,-0.04718135087040145,10,-0.6771469297843139,-0.7042234966814904,0.0,0.001953125,0.001953125,0.010475852272727272
+ALL,beh_kl_to_base,behaviour,0.3913996514478821,0.3301468381705516,-0.061252813277330495,20,-0.28169470948872694,-0.28835425938371406,0.0,1.9073486328125e-06,1.9073486328125e-06,4.5013427734375e-05
+ALL,beh_logit_cosine,behaviour,0.9617158684879541,0.972249087691307,0.010533219203352939,10,1.0149103368539367,0.8773596831722706,10.0,0.001953125,0.001953125,0.010475852272727272
+ALL,beh_logit_kl,behaviour,0.2500022520222929,0.20586006126476103,-0.04414219075753191,10,-0.6566257140752056,-0.6080463282211857,0.0,0.001953125,0.001953125,0.010475852272727272
+ALL,beh_logit_l2,behaviour,169.21674041748048,147.00799331665038,-22.208747100830077,10,-0.7457348306859337,-0.7345778269797765,0.0,0.001953125,0.001953125,0.010475852272727272
+ALL,beh_rank_corr,behaviour,0.9596960328216234,0.968911597113004,0.00921556429138054,10,0.8358556390085529,0.6361795643066386,10.0,0.001953125,0.001953125,0.010475852272727272
+ALL,beh_topk_overlap,behaviour,0.788125,0.805625,0.01749999999999996,10,0.4382722069692254,0.35218302345741215,10.0,0.001953125,0.001953125,0.010475852272727272
+ALL,grad_cosine,gradient,0.47158873430850756,0.5221894806072642,0.050600746298756646,10,0.4035521225998592,0.3081112551756227,8.0,0.01953125,0.109375,0.08885542168674698
+ALL,grad_cosine_layer_late_minus_early,gradient,0.26159701282158493,0.23929221034049988,-0.022304802481085042,10,-0.14359725227610917,0.15080437025429055,6.0,0.921875,0.75390625,1.0
+ALL,grad_cosine_layer_mean,gradient,0.4782671892852523,0.5262796634808182,0.04801247419556599,10,0.4551431040744848,0.5354663144007883,10.0,0.001953125,0.001953125,0.010475852272727272
+ALL,grad_cosine_layer_min,gradient,0.06347383875399826,0.08879230320453643,0.025318464450538168,10,0.13892044603112574,0.14332455956554357,7.0,0.232421875,0.34375,0.30473090277777776
+ALL,grad_l2,gradient,2432.5582769492075,2400.6412978114286,-31.91697913777839,10,-0.201881091945551,-0.22893319948780422,4.0,0.556640625,0.75390625,0.6568359375
+ALL,grad_norm_a,gradient,1939.2361111676419,2093.1064377796033,153.87032661196125,10,0.25776093046663406,0.14510518702596076,7.0,0.16015625,0.34375,0.2172234195402299
 ALL,grad_norm_b,gradient,2661.756166702006,2661.756166702006,0.0,0,,,,,,
+ALL,grad_norm_ratio,gradient,0.7082016053734593,0.7386315732676348,0.030429967894175597,10,0.172232483947732,0.15738685188530643,6.0,0.322265625,0.75390625,0.3961181640625
+ALL,act_deviation_from_base,other,0.2909211340174079,0.24877564283087844,-0.0421454911865294,20,-0.5111158417968739,-0.48141035398846777,0.0,1.9073486328125e-06,1.9073486328125e-06,4.5013427734375e-05
+ALL,cka_to_base,other,0.9741214978694913,0.9828484863042831,0.008726988434791572,20,0.5844676284923385,0.3942216092375521,20.0,1.9073486328125e-06,1.9073486328125e-06,4.5013427734375e-05
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 ALL,geo_procrustes_peak_depth,representation,1.0,1.0,0.0,0,,,,,,
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 ALL,geo_rowwise_cosine_peak_depth,representation,0.0769230769230769,0.0769230769230769,0.0,0,,,,,,
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 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,,,,,,
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 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,,,,,,
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+Code-Instruction_Tuned,beh_entropy_gap,behaviour,-0.6833041678265271,-0.5951874794776216,0.08811668834890547,5,0.5771249001138559,0.6241633874682262,5.0,0.0625,0.0625,0.08885542168674698
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+Code-Instruction_Tuned,beh_js_to_base,behaviour,0.05512975991029358,0.0441253616412705,-0.011004398269023082,5,-0.22125968418665526,-0.2481193785443587,0.0,0.0625,0.0625,0.08885542168674698
+Code-Instruction_Tuned,beh_kl_sym,behaviour,0.24499219891158006,0.1921469844954584,-0.052845214416121666,5,-0.7584347212516783,-0.8671939651098023,0.0,0.0625,0.0625,0.08885542168674698
+Code-Instruction_Tuned,beh_kl_to_base,behaviour,0.24558744516642164,0.19273855980014618,-0.052848885366275425,5,-0.24304600251831573,-0.2825243992484339,0.0,0.0625,0.0625,0.08885542168674698
+Code-Instruction_Tuned,beh_logit_cosine,behaviour,0.955599820241332,0.9703453280031681,0.014745507761835985,5,1.420778202819848,1.5733367171251398,5.0,0.0625,0.0625,0.08885542168674698
+Code-Instruction_Tuned,beh_logit_kl,behaviour,0.2455873594795482,0.19273849651112931,-0.05284886296841894,5,-0.7861395592102469,-0.9138336033066669,0.0,0.0625,0.0625,0.08885542168674698
+Code-Instruction_Tuned,beh_logit_l2,behaviour,192.04082336425782,163.2710754394531,-28.769747924804687,5,-0.9660429289493477,-0.9931664662721492,0.0,0.0625,0.0625,0.08885542168674698
+Code-Instruction_Tuned,beh_rank_corr,behaviour,0.9524910920795607,0.9660681227143326,0.013577030634772003,5,1.2314425094598298,1.3931498184310294,5.0,0.0625,0.0625,0.08885542168674698
+Code-Instruction_Tuned,beh_topk_overlap,behaviour,0.8006250000000001,0.826875,0.02624999999999993,5,0.6574083104538377,0.6261031528131783,5.0,0.0625,0.0625,0.08885542168674698
+Code-Instruction_Tuned,grad_cosine,gradient,0.35552179076297225,0.45261807229124856,0.09709628152827632,5,0.7743642806361575,0.8267470397921306,5.0,0.0625,0.0625,0.08885542168674698
+Code-Instruction_Tuned,grad_cosine_layer_late_minus_early,gradient,0.3248445110395551,0.330592554807663,0.005748043768107902,5,0.03700563104125524,0.11513405411577396,3.0,0.8125,1.0,0.921875
+Code-Instruction_Tuned,grad_cosine_layer_mean,gradient,0.4095597248943522,0.4737071388214826,0.06414741392713039,5,0.6080972410257761,0.5897994021423908,5.0,0.0625,0.0625,0.08885542168674698
+Code-Instruction_Tuned,grad_cosine_layer_min,gradient,-0.09967979453504087,-0.049875938892364476,0.04980385564267638,5,0.2732698838615126,0.16445989022666346,5.0,0.0625,0.0625,0.08885542168674698
+Code-Instruction_Tuned,grad_l2,gradient,2545.4297570479016,2387.143825984914,-158.28593106298732,5,-1.0011892561846736,-0.9873878600143112,0.0,0.0625,0.0625,0.08885542168674698
+Code-Instruction_Tuned,grad_norm_a,gradient,1487.9266221662315,1527.1069945411577,39.18037237492622,5,0.06563428740135735,-0.04194617412836557,2.0,1.0,1.0,1.0
 Code-Instruction_Tuned,grad_norm_b,gradient,2661.756166702006,2661.756166702006,0.0,0,,,,,,
+Code-Instruction_Tuned,grad_norm_ratio,gradient,0.5590018502745939,0.5737215954056709,0.014719745131077067,5,0.08331320873618756,-0.05324458448784412,2.0,1.0,1.0,1.0
+Code-Instruction_Tuned,act_deviation_from_base,other,0.29014053430408243,0.24678958225995298,-0.04335095204412938,5,-0.5257349653054478,-0.5900637262201152,0.0,0.0625,0.0625,0.08885542168674698
+Code-Instruction_Tuned,cka_to_base,other,0.9737666422128678,0.983200253546238,0.009433611333370218,5,0.6317918816246285,0.8040619007888237,5.0,0.0625,0.0625,0.08885542168674698
+Code-Instruction_Tuned,qmd_raw_from_base,other,0.06490202158222438,0.05963919167922608,-0.005262829902998324,5,-0.25862306671884455,-0.27103230967800196,0.0,0.0625,0.0625,0.08885542168674698
+Code-Instruction_Tuned,geo_cka_late_minus_early,representation,-0.055239056183776156,-0.04099403102646176,0.0142450251573144,5,0.7709691615151408,0.8344893329360222,5.0,0.0625,0.0625,0.08885542168674698
+Code-Instruction_Tuned,geo_cka_mean,representation,0.9896876396101477,0.9934545508432834,0.003766911233135617,5,1.214682148015841,1.4562286113753566,5.0,0.0625,0.0625,0.08885542168674698
+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,-0.4519514639505509,-0.4347229083268895,0.0,0.0625,0.0625,0.08885542168674698
+Code-Instruction_Tuned,geo_procrustes_mean,representation,0.004198640353438201,0.0024688665427442798,-0.00172977381069392,5,-1.3178226665788912,-1.6334579323068144,0.0,0.0625,0.0625,0.08885542168674698
 Code-Instruction_Tuned,geo_procrustes_peak_depth,representation,1.0,1.0,0.0,0,,,,,,
+Code-Instruction_Tuned,geo_rowwise_cosine_late_minus_early,representation,-0.13471602201461788,-0.08607503175735468,0.048640990257263206,5,1.1049320350512082,1.3868565120059932,5.0,0.0625,0.0625,0.08885542168674698
+Code-Instruction_Tuned,geo_rowwise_cosine_mean,representation,0.9901552379131318,0.9933711487054824,0.003215910792350796,5,1.2085781437041119,1.493423886959824,5.0,0.0625,0.0625,0.08885542168674698
 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,-0.11435183690533393,0.02756086378634979,5,0.6037120677788386,0.6040534452335619,5.0,0.0625,0.0625,0.08885542168674698
+Code-Instruction_Tuned,geo_subspace_overlap_mean,representation,0.8071106870546114,0.8353119669517278,0.028201279897116606,5,0.7086873875684118,0.7634006656745291,5.0,0.0625,0.0625,0.08885542168674698
+Code-Instruction_Tuned,geo_subspace_overlap_peak_depth,representation,0.0,0.10769230769230768,0.10769230769230768,5,0.8944271909999157,0.0,1.0,,1.0,1.0
+Code-Instruction_Tuned,geo_svcca_late_minus_early,representation,0.00803560923083296,0.00803456818977926,-1.041041053700259e-06,5,-0.0005823321970566715,-0.16648216496105173,1.0,0.625,0.375,0.7230392156862745
+Code-Instruction_Tuned,geo_svcca_mean,representation,0.9905682710814082,0.9910761660904823,0.0005078950090740442,5,0.2843102943015037,0.2388752295837645,3.0,0.3125,1.0,0.3881578947368421
+Code-Instruction_Tuned,geo_svcca_peak_depth,representation,0.6153846153846153,0.5794871794871794,-0.03589743589743592,5,-1.3461669473440707,-1.9230956390629583,0.0,,0.125,0.17151162790697674
 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,0.5384615384615384,0.5538461538461539,0.015384615384615396,5,0.4501851470969103,0.0,1.0,,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-08,5,0.00584550076631514,0.009742501265094019,3.0,,0.25,0.3241758241758242
+Code-Instruction_Tuned,subspace_overlap,weight space,0.9982860565185547,0.998554265499115,0.0002682089805602805,5,0.5233719957842691,0.5720128617421327,4.0,0.1875,0.375,0.24859550561797752
+Code-Instruction_Tuned,weight_cosine,weight space,0.9979568839073181,0.9979568958282471,1.1920928955078126e-08,5,1.1969890026274064e-05,0.0,1.0,,1.0,1.0
+Code-Math,beh_entropy_gap,behaviour,-0.8487195574856834,-0.7650611875315414,0.08365836995414186,5,0.5479249085292235,0.590111438778364,5.0,0.0625,0.0625,0.08885542168674698
+Code-Math,beh_js,behaviour,0.05932089412373158,0.05064618958203162,-0.00867470454169996,5,-0.5950735520341489,-0.6844902144098493,0.0,0.0625,0.0625,0.08885542168674698
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+Code-Math,beh_kl_sym,behaviour,0.26808387823507396,0.2265663909103927,-0.041517487324681225,5,-0.5958591383169495,-0.6940268486856347,0.0,0.0625,0.0625,0.08885542168674698
+Code-Math,beh_kl_to_base,behaviour,0.25441715897768064,0.21898163798982795,-0.03543552098785269,5,-0.16296392371498078,-0.18759318779542877,0.0,0.0625,0.0625,0.08885542168674698
+Code-Math,beh_logit_cosine,behaviour,0.9678319167345762,0.9741528473794461,0.006320930644869893,5,0.6090424708880257,0.7030465253911052,5.0,0.0625,0.0625,0.08885542168674698
+Code-Math,beh_logit_kl,behaviour,0.25441714456503767,0.21898162601839272,-0.03543551854664489,5,-0.5271118689401642,-0.6067759888565487,0.0,0.0625,0.0625,0.08885542168674698
+Code-Math,beh_logit_l2,behaviour,146.3926574707031,130.74491119384766,-15.647746276855466,5,-0.5254267324225201,-0.549904154710251,0.0,0.0625,0.0625,0.08885542168674698
+Code-Math,beh_rank_corr,behaviour,0.9669009735636862,0.9717550715116751,0.004854097947989078,5,0.440268768557276,0.4871068043684669,5.0,0.0625,0.0625,0.08885542168674698
+Code-Math,beh_topk_overlap,behaviour,0.775625,0.784375,0.00874999999999999,5,0.21913610348461296,0.23478868230494326,5.0,0.0625,0.0625,0.08885542168674698
+Code-Math,grad_cosine,gradient,0.5876556778540429,0.5917608889232799,0.00410521106923698,5,0.03273996456356075,0.021960592601193513,3.0,0.625,1.0,0.7230392156862745
+Code-Math,grad_cosine_layer_late_minus_early,gradient,0.1983495146036148,0.14799186587333682,-0.050357648730277996,5,-0.3242001355934736,0.18647468639280712,3.0,0.8125,1.0,0.921875
+Code-Math,grad_cosine_layer_mean,gradient,0.5469746536761522,0.5788521881401538,0.031877534464001614,5,0.3021889671231933,0.27828812888675175,5.0,0.0625,0.0625,0.08885542168674698
+Code-Math,grad_cosine_layer_min,gradient,0.2266274720430374,0.2274605453014374,0.0008330732583999634,5,0.0045710082007388905,-0.0837435755624774,2.0,1.0,1.0,1.0
+Code-Math,grad_l2,gradient,2319.686796850513,2414.1387696379434,94.45197278743053,5,0.5974270722935715,0.40164648797929486,4.0,0.125,0.375,0.17151162790697674
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 Code-Math,grad_norm_b,gradient,2661.756166702006,2661.756166702006,0.0,0,,,,,,
+Code-Math,grad_norm_ratio,gradient,0.8574013604723248,0.9035415511295989,0.04614019065727413,5,0.2611517591592765,0.28597845020394774,4.0,0.1875,0.375,0.24859550561797752
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tables/T5_coverage.csv CHANGED Viewed

@@ -12,10 +12,10 @@ DARETaskArithmetic,DARE Linear,Code-Instruction_Tuned,ahn1376/DARETaskArithmetic
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