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1{2 "tasks": {3  "antonym": {4   "n_queries": 12,5   "hash": "22992056ec21621c"6  },7  "capital": {8   "n_queries": 12,9   "hash": "0ce7fe08025fd9c5"10  },11  "morph": {12   "n_queries": 12,13   "hash": "313569abbc843a4f"14  },15  "addthree": {16   "n_queries": 12,17   "hash": "63af249180d379b8"18  }19 },20 "models": {21  "qwen1.5b": {22   "repo": "mlx-community/Qwen2.5-1.5B-Instruct-bf16",23   "family": "Qwen2.5",24   "license": "Apache-2.0",25   "n_layers": 28,26   "hidden": 1536,27   "precision": "bf16",28   "localization": {29    "layers": [30     2,31     7,32     11,33     16,34     20,35     2536    ],37    "tasks": {38     "antonym": {39      "zero_shot": 0.0,40      "few_shot": 1.0,41      "sufficiency_by_layer": {42       "2": 0.0,43       "7": 0.08333333333333333,44       "11": 0.16666666666666666,45       "16": 0.75,46       "20": 0.5833333333333334,47       "25": 0.333333333333333348      },49      "best_layer": 16,50      "necessity_fewshot_minus_direction": 0.9166666666666666,51      "random_vector_same_norm_at_best": 0.3333333333333333,52      "vector_norm": 38.54524993896484453     },54     "capital": {55      "zero_shot": 0.0,56      "few_shot": 1.0,57      "sufficiency_by_layer": {58       "2": 0.0,59       "7": 0.0,60       "11": 0.08333333333333333,61       "16": 0.5833333333333334,62       "20": 1.0,63       "25": 0.7564      },65      "best_layer": 20,66      "necessity_fewshot_minus_direction": 1.0,67      "random_vector_same_norm_at_best": 0.0,68      "vector_norm": 54.3085136413574269     },70     "morph": {71      "zero_shot": 0.0,72      "few_shot": 0.25,73      "sufficiency_by_layer": {74       "2": 0.0,75       "7": 0.0,76       "11": 0.0,77       "16": 0.0,78       "20": 0.0,79       "25": 0.080      },81      "best_layer": 2,82      "necessity_fewshot_minus_direction": 0.25,83      "random_vector_same_norm_at_best": 0.0,84      "vector_norm": 12.20187091827392685     },86     "addthree": {87      "zero_shot": 0.0,88      "few_shot": 0.9166666666666666,89      "sufficiency_by_layer": {90       "2": 0.0,91       "7": 0.0,92       "11": 0.0,93       "16": 0.0,94       "20": 0.0,95       "25": 0.096      },97      "best_layer": 2,98      "necessity_fewshot_minus_direction": 0.9166666666666666,99      "random_vector_same_norm_at_best": 0.0,100      "vector_norm": 12.588272094726562101     }102    }103   }104  },105  "qwen3b": {106   "repo": "mlx-community/Qwen2.5-3B-Instruct-bf16",107   "family": "Qwen2.5",108   "license": "Qwen Research License",109   "n_layers": 36,110   "hidden": 2048,111   "precision": "bf16",112   "localization": {113    "layers": [114     2,115     8,116     14,117     21,118     27,119     33120    ],121    "tasks": {122     "antonym": {123      "zero_shot": 0.25,124      "few_shot": 0.9166666666666666,125      "sufficiency_by_layer": {126       "2": 0.3333333333333333,127       "8": 0.25,128       "14": 0.3333333333333333,129       "21": 0.6666666666666666,130       "27": 0.5833333333333334,131       "33": 0.16666666666666666132      },133      "best_layer": 21,134      "necessity_fewshot_minus_direction": 1.0,135      "random_vector_same_norm_at_best": 0.16666666666666666,136      "vector_norm": 45.75545883178711137     },138     "capital": {139      "zero_shot": 0.0,140      "few_shot": 1.0,141      "sufficiency_by_layer": {142       "2": 0.0,143       "8": 0.0,144       "14": 0.08333333333333333,145       "21": 0.0,146       "27": 0.8333333333333334,147       "33": 0.6666666666666666148      },149      "best_layer": 27,150      "necessity_fewshot_minus_direction": 1.0,151      "random_vector_same_norm_at_best": 0.0,152      "vector_norm": 75.41123962402344153     },154     "morph": {155      "zero_shot": 0.0,156      "few_shot": 0.3333333333333333,157      "sufficiency_by_layer": {158       "2": 0.0,159       "8": 0.0,160       "14": 0.0,161       "21": 0.0,162       "27": 0.0,163       "33": 0.0164      },165      "best_layer": 2,166      "necessity_fewshot_minus_direction": 0.3333333333333333,167      "random_vector_same_norm_at_best": 0.0,168      "vector_norm": 6.109277725219727169     },170     "addthree": {171      "zero_shot": 0.0,172      "few_shot": 1.0,173      "sufficiency_by_layer": {174       "2": 0.0,175       "8": 0.0,176       "14": 0.0,177       "21": 0.0,178       "27": 0.0,179       "33": 0.0180      },181      "best_layer": 2,182      "necessity_fewshot_minus_direction": 1.0,183      "random_vector_same_norm_at_best": 0.0,184      "vector_norm": 5.987315654754639185     }186    }187   }188  }189 },190 "pairs": {191  "qwen3b->qwen1.5b": {192   "donor": "qwen3b",193   "recipient": "qwen1.5b",194   "tasks": {195    "antonym": {196     "recipient_zero": 0.0,197     "recipient_few": 1.0,198     "recipient_own_vector": 0.75,199     "donor_layer": 21,200     "conditions": {201      "procrustes|L16|a1.0": {202       "accuracy": 0.08333333333333333,203       "gain_vs_zero": {204        "estimate": 0.08333333333333333,205        "low": 0.0,206        "high": 0.25,207        "level": 0.95,208        "n_items": 12,209        "n_clusters": 12,210        "n_boot": 300211       },212       "mapped_norm": 30.465124130249023,213       "outputs_sample": [214        " 1\n",215        " 1\n",216        " 1\n",217        " Please provide a question for me",218        " 1\n"219       ]220      },221      "ridge|L16|a1.0": {222       "accuracy": 0.25,223       "gain_vs_zero": {224        "estimate": 0.25,225        "low": 0.08333333333333333,226        "high": 0.5,227        "level": 0.95,228        "n_items": 12,229        "n_clusters": 12,230        "n_boot": 300231       },232       "mapped_norm": 16.41504669189453,233       "outputs_sample": [234        " 1\n",235        " 1\n",236        " 1\n",237        " answer\n",238        " 1\n"239       ]240      },241      "cca|L16|a1.0": {242       "accuracy": 0.25,243       "gain_vs_zero": {244        "estimate": 0.25,245        "low": 0.08333333333333333,246        "high": 0.5,247        "level": 0.95,248        "n_items": 12,249        "n_clusters": 12,250        "n_boot": 300251       },252       "mapped_norm": 16.53496551513672,253       "outputs_sample": [254        " 1\n",255        " 1\n",256        " 1\n",257        " answer\n",258        " 1\n"259       ]260      },261      "random_orth|L16|a1.0": {262       "accuracy": 0.0,263       "gain_vs_zero": {264        "estimate": 0.0,265        "low": 0.0,266        "high": 0.0,267        "level": 0.95,268        "n_items": 12,269        "n_clusters": 12,270        "n_boot": 300271       },272       "mapped_norm": 30.173856735229492,273       "outputs_sample": [274        " wide\n",275        " add\n",276        " safe\n",277        " \"I'm sorry, I",278        " raw\n\n"279       ]280      },281      "ctl_random_norm_matched|L16": {282       "accuracy": 0.0,283       "gain_vs_zero": {284        "estimate": 0.0,285        "low": 0.0,286        "high": 0.0,287        "level": 0.95,288        "n_items": 12,289        "n_clusters": 12,290        "n_boot": 300291       }292      },293      "ctl_unrelated_task_vector(capital)|L16": {294       "accuracy": 0.25,295       "gain_vs_zero": {296        "estimate": 0.25,297        "low": 0.08333333333333333,298        "high": 0.5,299        "level": 0.95,300        "n_items": 12,301        "n_clusters": 12,302        "n_boot": 300303       }304      }305     }306    },307    "capital": {308     "recipient_zero": 0.0,309     "recipient_few": 1.0,310     "recipient_own_vector": 1.0,311     "donor_layer": 27,312     "conditions": {313      "procrustes|L20|a1.0": {314       "accuracy": 0.0,315       "gain_vs_zero": {316        "estimate": 0.0,317        "low": 0.0,318        "high": 0.0,319        "level": 0.95,320        "n_items": 12,321        "n_clusters": 12,322        "n_boot": 300323       },324       "mapped_norm": 51.595008850097656,325       "outputs_sample": [326        " 10000",327        " Ukraine is a country located in",328        " 1\n\n",329        " 1\n\n",330        " 1\n\n"331       ]332      },333      "ridge|L20|a1.0": {334       "accuracy": 0.08333333333333333,335       "gain_vs_zero": {336        "estimate": 0.08333333333333333,337        "low": 0.0,338        "high": 0.25,339        "level": 0.95,340        "n_items": 12,341        "n_clusters": 12,342        "n_boot": 300343       },344       "mapped_norm": 30.142295837402344,345       "outputs_sample": [346        " The capital of Cuba is Havana",347        " Russia\n\n",348        " The capital of Norway is Oslo",349        " 1\n\n",350        " Singapore\n\n"351       ]352      },353      "cca|L20|a1.0": {354       "accuracy": 0.08333333333333333,355       "gain_vs_zero": {356        "estimate": 0.08333333333333333,357        "low": 0.0,358        "high": 0.25,359        "level": 0.95,360        "n_items": 12,361        "n_clusters": 12,362        "n_boot": 300363       },364       "mapped_norm": 30.298126220703125,365       "outputs_sample": [366        " The capital of Cuba is Havana",367        " Russia\n\n",368        " The capital of Norway is Oslo",369        " 1\n\n",370        " Singapore\n\n"371       ]372      },373      "random_orth|L20|a1.0": {374       "accuracy": 0.0,375       "gain_vs_zero": {376        "estimate": 0.0,377        "low": 0.0,378        "high": 0.0,379        "level": 0.95,380        "n_items": 12,381        "n_clusters": 12,382        "n_boot": 300383       },384       "mapped_norm": 53.39498519897461,385       "outputs_sample": [386        " The capital of Cuba is Havana",387        " Russia\n",388        " The capital of Norway is Oslo",389        " The capital of Colombia is Bog",390        " Singapore\n"391       ]392      },393      "ctl_random_norm_matched|L20": {394       "accuracy": 0.0,395       "gain_vs_zero": {396        "estimate": 0.0,397        "low": 0.0,398        "high": 0.0,399        "level": 0.95,400        "n_items": 12,401        "n_clusters": 12,402        "n_boot": 300403       }404      },405      "ctl_unrelated_task_vector(antonym)|L20": {406       "accuracy": 0.08333333333333333,407       "gain_vs_zero": {408        "estimate": 0.08333333333333333,409        "low": 0.0,410        "high": 0.25,411        "level": 0.95,412        "n_items": 12,413        "n_clusters": 12,414        "n_boot": 300415       }416      },417      "procrustes|L21|a1.0": {418       "accuracy": 0.0,419       "gain_vs_zero": {420        "estimate": 0.0,421        "low": 0.0,422        "high": 0.0,423        "level": 0.95,424        "n_items": 12,425        "n_clusters": 12,426        "n_boot": 300427       },428       "mapped_norm": 58.942562103271484,429       "outputs_sample": [430        " Cuba is a country located in",431        " Russia\n",432        " Norway is a country located in",433        " Colombia is a country located in",434        " Malaysia is a country located in"435       ]436      },437      "ridge|L21|a1.0": {438       "accuracy": 0.0,439       "gain_vs_zero": {440        "estimate": 0.0,441        "low": 0.0,442        "high": 0.0,443        "level": 0.95,444        "n_items": 12,445        "n_clusters": 12,446        "n_boot": 300447       },448       "mapped_norm": 35.16560363769531,449       "outputs_sample": [450        " The capital of Cuba is Havana",451        " Russia\n\n",452        " The capital of Norway is Oslo",453        " The capital of Colombia is Bog",454        " Singapore\n\n"455       ]456      },457      "cca|L21|a1.0": {458       "accuracy": 0.0,459       "gain_vs_zero": {460        "estimate": 0.0,461        "low": 0.0,462        "high": 0.0,463        "level": 0.95,464        "n_items": 12,465        "n_clusters": 12,466        "n_boot": 300467       },468       "mapped_norm": 35.3463134765625,469       "outputs_sample": [470        " The capital of Cuba is Havana",471        " Russia\n\n",472        " The capital of Norway is Oslo",473        " The capital of Colombia is Bog",474        " Singapore\n\n"475       ]476      },477      "random_orth|L21|a1.0": {478       "accuracy": 0.0,479       "gain_vs_zero": {480        "estimate": 0.0,481        "low": 0.0,482        "high": 0.0,483        "level": 0.95,484        "n_items": 12,485        "n_clusters": 12,486        "n_boot": 300487       },488       "mapped_norm": 61.71129608154297,489       "outputs_sample": [490        " I'm sorry, but I",491        " Russia\n",492        " The capital of Norway is Oslo",493        " The capital of Colombia is Bog",494        " I'm sorry, I'm"495       ]496      },497      "ctl_random_norm_matched|L21": {498       "accuracy": 0.0,499       "gain_vs_zero": {500        "estimate": 0.0,501        "low": 0.0,502        "high": 0.0,503        "level": 0.95,504        "n_items": 12,505        "n_clusters": 12,506        "n_boot": 300507       }508      },509      "ctl_unrelated_task_vector(antonym)|L21": {510       "accuracy": 0.0,511       "gain_vs_zero": {512        "estimate": 0.0,513        "low": 0.0,514        "high": 0.0,515        "level": 0.95,516        "n_items": 12,517        "n_clusters": 12,518        "n_boot": 300519       }520      }521     }522    },523    "morph": {524     "recipient_zero": 0.0,525     "recipient_few": 0.25,526     "recipient_own_vector": 0.0,527     "donor_layer": 2,528     "conditions": {529      "procrustes|L2|a1.0": {530       "accuracy": 0.0,531       "gain_vs_zero": {532        "estimate": 0.0,533        "low": 0.0,534        "high": 0.0,535        "level": 0.95,536        "n_items": 12,537        "n_clusters": 12,538        "n_boot": 300539       },540       "mapped_norm": 7.246042251586914,541       "outputs_sample": [542        " The word \"repa\"",543        " Sesalun is a word",544        " The word \"panaf\"",545        " \"The quick brown fox jumps",546        " 1\n"547       ]548      },549      "ridge|L2|a1.0": {550       "accuracy": 0.0,551       "gain_vs_zero": {552        "estimate": 0.0,553        "low": 0.0,554        "high": 0.0,555        "level": 0.95,556        "n_items": 12,557        "n_clusters": 12,558        "n_boot": 300559       },560       "mapped_norm": 3.5472207069396973,561       "outputs_sample": [562        " 1\n",563        " Sesalun is a word",564        " The word \"panaf\"",565        " \"The quick brown fox jumps",566        " 1\n"567       ]568      },569      "cca|L2|a1.0": {570       "accuracy": 0.0,571       "gain_vs_zero": {572        "estimate": 0.0,573        "low": 0.0,574        "high": 0.0,575        "level": 0.95,576        "n_items": 12,577        "n_clusters": 12,578        "n_boot": 300579       },580       "mapped_norm": 6.425337791442871,581       "outputs_sample": [582        " 1\n",583        " Sesalun is a word",584        " The word \"panaf\"",585        " \"The quick brown fox jumps",586        " 1\n"587       ]588      },589      "random_orth|L2|a1.0": {590       "accuracy": 0.0,591       "gain_vs_zero": {592        "estimate": 0.0,593        "low": 0.0,594        "high": 0.0,595        "level": 0.95,596        "n_items": 12,597        "n_clusters": 12,598        "n_boot": 300599       },600       "mapped_norm": 7.464280128479004,601       "outputs_sample": [602        " 1\n",603        " Sesalun is a word",604        " The word \"panaf\"",605        " \"The quick brown fox jumps",606        " 1\n"607       ]608      },609      "ctl_random_norm_matched|L2": {610       "accuracy": 0.0,611       "gain_vs_zero": {612        "estimate": 0.0,613        "low": 0.0,614        "high": 0.0,615        "level": 0.95,616        "n_items": 12,617        "n_clusters": 12,618        "n_boot": 300619       }620      },621      "ctl_unrelated_task_vector(antonym)|L2": {622       "accuracy": 0.0,623       "gain_vs_zero": {624        "estimate": 0.0,625        "low": 0.0,626        "high": 0.0,627        "level": 0.95,628        "n_items": 12,629        "n_clusters": 12,630        "n_boot": 300631       }632      }633     }634    },635    "addthree": {636     "recipient_zero": 0.0,637     "recipient_few": 0.9166666666666666,638     "recipient_own_vector": 0.0,639     "donor_layer": 2,640     "conditions": {641      "procrustes|L2|a1.0": {642       "accuracy": 0.0,643       "gain_vs_zero": {644        "estimate": 0.0,645        "low": 0.0,646        "high": 0.0,647        "level": 0.95,648        "n_items": 12,649        "n_clusters": 12,650        "n_boot": 300651       },652       "mapped_norm": 7.081792831420898,653       "outputs_sample": [654        " 12\n",655        " 3\n\n",656        " \"FizzBuzz\"\n",657        " \"58\"\n",658        " \"Fizz\"\n\n"659       ]660      },661      "ridge|L2|a1.0": {662       "accuracy": 0.0,663       "gain_vs_zero": {664        "estimate": 0.0,665        "low": 0.0,666        "high": 0.0,667        "level": 0.95,668        "n_items": 12,669        "n_clusters": 12,670        "n_boot": 300671       },672       "mapped_norm": 3.283189296722412,673       "outputs_sample": [674        " 12\n",675        " \"63\"\n",676        " \"FizzBuzz\"\n",677        " \"Fizz\"\n\n",678        " \"Fizz\"\n\n"679       ]680      },681      "cca|L2|a1.0": {682       "accuracy": 0.0,683       "gain_vs_zero": {684        "estimate": 0.0,685        "low": 0.0,686        "high": 0.0,687        "level": 0.95,688        "n_items": 12,689        "n_clusters": 12,690        "n_boot": 300691       },692       "mapped_norm": 6.4316816329956055,693       "outputs_sample": [694        " 12\n",695        " 3\n",696        " \"FizzBuzz\"\n",697        " \"Fizz\"\n\n",698        " \"Fizz\"\n\n"699       ]700      },701      "random_orth|L2|a1.0": {702       "accuracy": 0.0,703       "gain_vs_zero": {704        "estimate": 0.0,705        "low": 0.0,706        "high": 0.0,707        "level": 0.95,708        "n_items": 12,709        "n_clusters": 12,710        "n_boot": 300711       },712       "mapped_norm": 7.317880630493164,713       "outputs_sample": [714        " 12\n",715        " \"63\"\n",716        " \"FizzBuzz\"\n",717        " \"Fizz\"\n\n",718        " \"Fizz\"\n\n"719       ]720      },721      "ctl_random_norm_matched|L2": {722       "accuracy": 0.0,723       "gain_vs_zero": {724        "estimate": 0.0,725        "low": 0.0,726        "high": 0.0,727        "level": 0.95,728        "n_items": 12,729        "n_clusters": 12,730        "n_boot": 300731       }732      },733      "ctl_unrelated_task_vector(antonym)|L2": {734       "accuracy": 0.0,735       "gain_vs_zero": {736        "estimate": 0.0,737        "low": 0.0,738        "high": 0.0,739        "level": 0.95,740        "n_items": 12,741        "n_clusters": 12,742        "n_boot": 300743       }744      }745     }746    }747   },748   "maps": {749    "antonym|L21->L16|procrustes": {750     "r2_heldout_text": 0.8879651847238482,751     "n_params": 3147264752    },753    "antonym|L21->L16|ridge": {754     "r2_heldout_text": 0.9999780218151069,755     "n_params": 3147264756    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