diff --git a/.gitattributes b/.gitattributes
index f3b6bf5ab21d1def5b56ce5302c726963acac9b3..2465788072a5918bb3df099106914345d25de22e 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -69,3 +69,19 @@ eval_results_finetunes/core/kl_finetunes_gemma-2-2b_standard_new_width-2pow16_da
 eval_results_finetunes/core/kl_finetunes_gemma-2-2b_standard_new_width-2pow16_date-0107_resid_post_layer_12_trainer_1_custom_sae_eval_results.json filter=lfs diff=lfs merge=lfs -text
 eval_results_finetunes/core/kl_finetunes_gemma-2-2b_standard_new_width-2pow16_date-0107_resid_post_layer_12_trainer_2_custom_sae_eval_results.json filter=lfs diff=lfs merge=lfs -text
 eval_results_finetunes/core/kl_finetunes_gemma-2-2b_top_k_width-2pow16_date-0107_resid_post_layer_12_trainer_4_custom_sae_eval_results.json filter=lfs diff=lfs merge=lfs -text
+eval_results_from_scratch/core/kl_finetunes_from_scratch_2pow16_trainer_20_peft_sae_from_scratch_0.0_custom_sae_eval_results.json filter=lfs diff=lfs merge=lfs -text
+eval_results_from_scratch/autointerp/kl_finetunes_from_scratch_2pow16_trainer_80_peft_sae_from_scratch_95.0_custom_sae_eval_results.json filter=lfs diff=lfs merge=lfs -text
+eval_results_from_scratch/autointerp/kl_finetunes_from_scratch_2pow16_trainer_20_peft_sae_from_scratch_95.0_custom_sae_eval_results.json filter=lfs diff=lfs merge=lfs -text
+eval_results_from_scratch/core/kl_finetunes_from_scratch_2pow16_trainer_80_peft_sae_from_scratch_95.0_custom_sae_eval_results.json filter=lfs diff=lfs merge=lfs -text
+eval_results_from_scratch/core/kl_finetunes_from_scratch_2pow16_trainer_160_peft_sae_from_scratch_0.0_custom_sae_eval_results.json filter=lfs diff=lfs merge=lfs -text
+eval_results_from_scratch/core/kl_finetunes_from_scratch_2pow16_trainer_40_peft_sae_from_scratch_0.0_custom_sae_eval_results.json filter=lfs diff=lfs merge=lfs -text
+eval_results_from_scratch/autointerp/kl_finetunes_from_scratch_2pow16_trainer_40_peft_sae_from_scratch_95.0_custom_sae_eval_results.json filter=lfs diff=lfs merge=lfs -text
+eval_results_from_scratch/core/kl_finetunes_from_scratch_2pow16_trainer_160_peft_sae_from_scratch_95.0_custom_sae_eval_results.json filter=lfs diff=lfs merge=lfs -text
+eval_results_from_scratch/autointerp/kl_finetunes_from_scratch_2pow16_trainer_160_peft_sae_from_scratch_95.0_custom_sae_eval_results.json filter=lfs diff=lfs merge=lfs -text
+eval_results_from_scratch/core/kl_finetunes_from_scratch_2pow16_trainer_20_peft_sae_from_scratch_95.0_custom_sae_eval_results.json filter=lfs diff=lfs merge=lfs -text
+eval_results_from_scratch/core/kl_finetunes_from_scratch_2pow16_trainer_40_peft_sae_from_scratch_95.0_custom_sae_eval_results.json filter=lfs diff=lfs merge=lfs -text
+eval_results_from_scratch/autointerp/kl_finetunes_from_scratch_2pow16_trainer_40_peft_sae_from_scratch_0.0_custom_sae_eval_results.json filter=lfs diff=lfs merge=lfs -text
+eval_results_from_scratch/autointerp/kl_finetunes_from_scratch_2pow16_trainer_160_peft_sae_from_scratch_0.0_custom_sae_eval_results.json filter=lfs diff=lfs merge=lfs -text
+eval_results_from_scratch/autointerp/kl_finetunes_from_scratch_2pow16_trainer_20_peft_sae_from_scratch_0.0_custom_sae_eval_results.json filter=lfs diff=lfs merge=lfs -text
+eval_results_from_scratch/core/kl_finetunes_from_scratch_2pow16_trainer_80_peft_sae_from_scratch_0.0_custom_sae_eval_results.json filter=lfs diff=lfs merge=lfs -text
+eval_results_from_scratch/autointerp/kl_finetunes_from_scratch_2pow16_trainer_80_peft_sae_from_scratch_0.0_custom_sae_eval_results.json filter=lfs diff=lfs merge=lfs -text
diff --git a/eval_results_from_scratch/absorption/kl_finetunes_from_scratch_2pow16_trainer_160_peft_sae_from_scratch_0.0_custom_sae_eval_results.json b/eval_results_from_scratch/absorption/kl_finetunes_from_scratch_2pow16_trainer_160_peft_sae_from_scratch_0.0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..d96dc2e3c47c0b8f4ef5d13d6532f8ee6def8aeb
--- /dev/null
+++ b/eval_results_from_scratch/absorption/kl_finetunes_from_scratch_2pow16_trainer_160_peft_sae_from_scratch_0.0_custom_sae_eval_results.json
@@ -0,0 +1,268 @@
+{
+  "eval_type_id": "absorption_first_letter",
+  "eval_config": {
+    "model_name": "gemma-2-2b",
+    "random_seed": 42,
+    "f1_jump_threshold": 0.03,
+    "max_k_value": 10,
+    "prompt_template": "{word} has the first letter:",
+    "prompt_token_pos": -6,
+    "llm_batch_size": 32,
+    "llm_dtype": "bfloat16",
+    "k_sparse_probe_l1_decay": 0.01,
+    "k_sparse_probe_batch_size": 4096,
+    "k_sparse_probe_num_epochs": 50
+  },
+  "eval_id": "ef0c46fe-510f-4912-be90-57aeae2de794",
+  "datetime_epoch_millis": 1740152315652,
+  "eval_result_metrics": {
+    "mean": {
+      "mean_absorption_fraction_score": 0.5196529448711236,
+      "mean_full_absorption_score": 0.3042496024774553,
+      "mean_num_split_features": 2.8461538461538463,
+      "std_dev_absorption_fraction_score": 0.2663894021350886,
+      "std_dev_full_absorption_score": 0.17641031485178768,
+      "std_dev_num_split_features": 1.6417626550097355
+    }
+  },
+  "eval_result_details": [
+    {
+      "first_letter": "a",
+      "mean_absorption_fraction": 0.6889635895777194,
+      "full_absorption_rate": 0.3417065390749601,
+      "num_full_absorption": 857,
+      "num_probe_true_positives": 2508,
+      "num_split_features": 4
+    },
+    {
+      "first_letter": "b",
+      "mean_absorption_fraction": 0.679161422720634,
+      "full_absorption_rate": 0.3430609597924773,
+      "num_full_absorption": 529,
+      "num_probe_true_positives": 1542,
+      "num_split_features": 6
+    },
+    {
+      "first_letter": "c",
+      "mean_absorption_fraction": 0.8155963696018853,
+      "full_absorption_rate": 0.48698752228163994,
+      "num_full_absorption": 1366,
+      "num_probe_true_positives": 2805,
+      "num_split_features": 3
+    },
+    {
+      "first_letter": "d",
+      "mean_absorption_fraction": 0.7004096658239145,
+      "full_absorption_rate": 0.41807228915662653,
+      "num_full_absorption": 694,
+      "num_probe_true_positives": 1660,
+      "num_split_features": 3
+    },
+    {
+      "first_letter": "e",
+      "mean_absorption_fraction": 0.5585561782067426,
+      "full_absorption_rate": 0.3681930693069307,
+      "num_full_absorption": 595,
+      "num_probe_true_positives": 1616,
+      "num_split_features": 4
+    },
+    {
+      "first_letter": "f",
+      "mean_absorption_fraction": 0.8006965508885888,
+      "full_absorption_rate": 0.5872374798061389,
+      "num_full_absorption": 727,
+      "num_probe_true_positives": 1238,
+      "num_split_features": 3
+    },
+    {
+      "first_letter": "g",
+      "mean_absorption_fraction": 0.5635756145458141,
+      "full_absorption_rate": 0.34323144104803494,
+      "num_full_absorption": 393,
+      "num_probe_true_positives": 1145,
+      "num_split_features": 3
+    },
+    {
+      "first_letter": "h",
+      "mean_absorption_fraction": 0.7999027114878418,
+      "full_absorption_rate": 0.45893719806763283,
+      "num_full_absorption": 475,
+      "num_probe_true_positives": 1035,
+      "num_split_features": 3
+    },
+    {
+      "first_letter": "i",
+      "mean_absorption_fraction": 0.6117770347749325,
+      "full_absorption_rate": 0.358974358974359,
+      "num_full_absorption": 588,
+      "num_probe_true_positives": 1638,
+      "num_split_features": 2
+    },
+    {
+      "first_letter": "j",
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+      "full_absorption_rate": 0.06310679611650485,
+      "num_full_absorption": 26,
+      "num_probe_true_positives": 412,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "k",
+      "mean_absorption_fraction": 0.4378382360943496,
+      "full_absorption_rate": 0.16592592592592592,
+      "num_full_absorption": 112,
+      "num_probe_true_positives": 675,
+      "num_split_features": 3
+    },
+    {
+      "first_letter": "l",
+      "mean_absorption_fraction": 0.6610036837302684,
+      "full_absorption_rate": 0.3856041131105398,
+      "num_full_absorption": 450,
+      "num_probe_true_positives": 1167,
+      "num_split_features": 6
+    },
+    {
+      "first_letter": "m",
+      "mean_absorption_fraction": 0.7708970748978563,
+      "full_absorption_rate": 0.5172981878088962,
+      "num_full_absorption": 942,
+      "num_probe_true_positives": 1821,
+      "num_split_features": 2
+    },
+    {
+      "first_letter": "n",
+      "mean_absorption_fraction": 0.7095649014624135,
+      "full_absorption_rate": 0.3765743073047859,
+      "num_full_absorption": 299,
+      "num_probe_true_positives": 794,
+      "num_split_features": 3
+    },
+    {
+      "first_letter": "o",
+      "mean_absorption_fraction": 0.6244493390182382,
+      "full_absorption_rate": 0.3964386129334583,
+      "num_full_absorption": 423,
+      "num_probe_true_positives": 1067,
+      "num_split_features": 4
+    },
+    {
+      "first_letter": "p",
+      "mean_absorption_fraction": 0.6332302852454678,
+      "full_absorption_rate": 0.38650306748466257,
+      "num_full_absorption": 882,
+      "num_probe_true_positives": 2282,
+      "num_split_features": 7
+    },
+    {
+      "first_letter": "q",
+      "mean_absorption_fraction": 0.009843952976727736,
+      "full_absorption_rate": 0.010526315789473684,
+      "num_full_absorption": 2,
+      "num_probe_true_positives": 190,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "r",
+      "mean_absorption_fraction": 0.7078808696018212,
+      "full_absorption_rate": 0.4720752498530276,
+      "num_full_absorption": 803,
+      "num_probe_true_positives": 1701,
+      "num_split_features": 3
+    },
+    {
+      "first_letter": "s",
+      "mean_absorption_fraction": 0.7539738349846717,
+      "full_absorption_rate": 0.4912718204488778,
+      "num_full_absorption": 1379,
+      "num_probe_true_positives": 2807,
+      "num_split_features": 3
+    },
+    {
+      "first_letter": "t",
+      "mean_absorption_fraction": 0.655318360480264,
+      "full_absorption_rate": 0.3734513274336283,
+      "num_full_absorption": 633,
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+      "num_split_features": 3
+    },
+    {
+      "first_letter": "u",
+      "mean_absorption_fraction": 0.3289562491496899,
+      "full_absorption_rate": 0.1986754966887417,
+      "num_full_absorption": 150,
+      "num_probe_true_positives": 755,
+      "num_split_features": 2
+    },
+    {
+      "first_letter": "v",
+      "mean_absorption_fraction": 0.3259209126950176,
+      "full_absorption_rate": 0.22813688212927757,
+      "num_full_absorption": 180,
+      "num_probe_true_positives": 789,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "w",
+      "mean_absorption_fraction": 0.06180711593258981,
+      "full_absorption_rate": 0.03581267217630854,
+      "num_full_absorption": 26,
+      "num_probe_true_positives": 726,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "x",
+      "mean_absorption_fraction": 0.37442147942939097,
+      "full_absorption_rate": 0.08849557522123894,
+      "num_full_absorption": 10,
+      "num_probe_true_positives": 113,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "y",
+      "mean_absorption_fraction": 0.022340281665225267,
+      "full_absorption_rate": 0.005681818181818182,
+      "num_full_absorption": 1,
+      "num_probe_true_positives": 176,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "z",
+      "mean_absorption_fraction": 0.007173845098628674,
+      "full_absorption_rate": 0.00851063829787234,
+      "num_full_absorption": 2,
+      "num_probe_true_positives": 235,
+      "num_split_features": 1
+    }
+  ],
+  "sae_bench_commit_hash": "60579ed19a6281956621283bada7be2e76a7b583",
+  "sae_lens_id": "custom_sae",
+  "sae_lens_release_id": "kl_finetunes_from_scratch_2pow16_trainer_160_peft_sae_from_scratch_0.0",
+  "sae_lens_version": "5.4.2",
+  "sae_cfg_dict": {
+    "model_name": "gemma-2-2b",
+    "d_in": 2304,
+    "d_sae": 65536,
+    "hook_layer": 12,
+    "hook_name": "blocks.12.hook_resid_post",
+    "context_size": null,
+    "hook_head_index": null,
+    "architecture": "topk",
+    "apply_b_dec_to_input": null,
+    "finetuning_scaling_factor": null,
+    "activation_fn_str": "",
+    "prepend_bos": true,
+    "normalize_activations": "none",
+    "dtype": "bfloat16",
+    "device": "",
+    "dataset_path": "",
+    "dataset_trust_remote_code": true,
+    "seqpos_slice": [
+      null
+    ],
+    "training_tokens": -100000,
+    "sae_lens_training_version": null,
+    "neuronpedia_id": null
+  },
+  "eval_result_unstructured": null
+}
\ No newline at end of file
diff --git a/eval_results_from_scratch/absorption/kl_finetunes_from_scratch_2pow16_trainer_160_peft_sae_from_scratch_95.0_custom_sae_eval_results.json b/eval_results_from_scratch/absorption/kl_finetunes_from_scratch_2pow16_trainer_160_peft_sae_from_scratch_95.0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..1e4cbc3808e5f38e4f4daa9430167f3ee9533b97
--- /dev/null
+++ b/eval_results_from_scratch/absorption/kl_finetunes_from_scratch_2pow16_trainer_160_peft_sae_from_scratch_95.0_custom_sae_eval_results.json
@@ -0,0 +1,268 @@
+{
+  "eval_type_id": "absorption_first_letter",
+  "eval_config": {
+    "model_name": "gemma-2-2b",
+    "random_seed": 42,
+    "f1_jump_threshold": 0.03,
+    "max_k_value": 10,
+    "prompt_template": "{word} has the first letter:",
+    "prompt_token_pos": -6,
+    "llm_batch_size": 32,
+    "llm_dtype": "bfloat16",
+    "k_sparse_probe_l1_decay": 0.01,
+    "k_sparse_probe_batch_size": 4096,
+    "k_sparse_probe_num_epochs": 50
+  },
+  "eval_id": "a794207a-cbc8-4c1d-8ea8-36a54549f1c6",
+  "datetime_epoch_millis": 1740150709168,
+  "eval_result_metrics": {
+    "mean": {
+      "mean_absorption_fraction_score": 0.0834770439283162,
+      "mean_full_absorption_score": 0.06013611847978803,
+      "mean_num_split_features": 1.1538461538461537,
+      "std_dev_absorption_fraction_score": 0.09241618138074081,
+      "std_dev_full_absorption_score": 0.08150335423500922,
+      "std_dev_num_split_features": 0.36794648440311994
+    }
+  },
+  "eval_result_details": [
+    {
+      "first_letter": "a",
+      "mean_absorption_fraction": 0.057028034407490984,
+      "full_absorption_rate": 0.017543859649122806,
+      "num_full_absorption": 44,
+      "num_probe_true_positives": 2508,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "b",
+      "mean_absorption_fraction": 0.0017792171984287038,
+      "full_absorption_rate": 0.0025940337224383916,
+      "num_full_absorption": 4,
+      "num_probe_true_positives": 1542,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "c",
+      "mean_absorption_fraction": 0.25592667322599083,
+      "full_absorption_rate": 0.1857397504456328,
+      "num_full_absorption": 521,
+      "num_probe_true_positives": 2805,
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+    {
+      "first_letter": "d",
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+      "num_full_absorption": 209,
+      "num_probe_true_positives": 1660,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "e",
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+      "num_full_absorption": 248,
+      "num_probe_true_positives": 1616,
+      "num_split_features": 1
+    },
+    {
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+      "num_full_absorption": 33,
+      "num_probe_true_positives": 1238,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "g",
+      "mean_absorption_fraction": 0.015559784132844725,
+      "full_absorption_rate": 0.0026200873362445414,
+      "num_full_absorption": 3,
+      "num_probe_true_positives": 1145,
+      "num_split_features": 2
+    },
+    {
+      "first_letter": "h",
+      "mean_absorption_fraction": 0.020966493314900192,
+      "full_absorption_rate": 0.005797101449275362,
+      "num_full_absorption": 6,
+      "num_probe_true_positives": 1035,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "i",
+      "mean_absorption_fraction": 0.22232954346440803,
+      "full_absorption_rate": 0.23321123321123322,
+      "num_full_absorption": 382,
+      "num_probe_true_positives": 1638,
+      "num_split_features": 2
+    },
+    {
+      "first_letter": "j",
+      "mean_absorption_fraction": 0.0033853270927236977,
+      "full_absorption_rate": 0.0024271844660194173,
+      "num_full_absorption": 1,
+      "num_probe_true_positives": 412,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "k",
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+      "full_absorption_rate": 0.005925925925925926,
+      "num_full_absorption": 4,
+      "num_probe_true_positives": 675,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "l",
+      "mean_absorption_fraction": 0.12461768062488289,
+      "full_absorption_rate": 0.06512425021422451,
+      "num_full_absorption": 76,
+      "num_probe_true_positives": 1167,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "m",
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+      "full_absorption_rate": 0.008237232289950576,
+      "num_full_absorption": 15,
+      "num_probe_true_positives": 1821,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "n",
+      "mean_absorption_fraction": 0.05486755467875741,
+      "full_absorption_rate": 0.021410579345088162,
+      "num_full_absorption": 17,
+      "num_probe_true_positives": 794,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "o",
+      "mean_absorption_fraction": 0.11608643361066023,
+      "full_absorption_rate": 0.06560449859418932,
+      "num_full_absorption": 70,
+      "num_probe_true_positives": 1067,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "p",
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+      "full_absorption_rate": 0.28702892199824714,
+      "num_full_absorption": 655,
+      "num_probe_true_positives": 2282,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "q",
+      "mean_absorption_fraction": 0.0012196642214486685,
+      "full_absorption_rate": 0.0,
+      "num_full_absorption": 0,
+      "num_probe_true_positives": 190,
+      "num_split_features": 2
+    },
+    {
+      "first_letter": "r",
+      "mean_absorption_fraction": 0.23541147654145936,
+      "full_absorption_rate": 0.1781305114638448,
+      "num_full_absorption": 303,
+      "num_probe_true_positives": 1701,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "s",
+      "mean_absorption_fraction": 0.15717383958699338,
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+      "num_full_absorption": 192,
+      "num_probe_true_positives": 2807,
+      "num_split_features": 1
+    },
+    {
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+    },
+    {
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+    },
+    {
+      "first_letter": "w",
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+    {
+      "first_letter": "x",
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+    },
+    {
+      "first_letter": "y",
+      "mean_absorption_fraction": 0.04255402129395246,
+      "full_absorption_rate": 0.011363636363636364,
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+    {
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+  ],
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+    "finetuning_scaling_factor": null,
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+    "dataset_trust_remote_code": true,
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+}
\ No newline at end of file
diff --git a/eval_results_from_scratch/absorption/kl_finetunes_from_scratch_2pow16_trainer_20_peft_sae_from_scratch_0.0_custom_sae_eval_results.json b/eval_results_from_scratch/absorption/kl_finetunes_from_scratch_2pow16_trainer_20_peft_sae_from_scratch_0.0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..44ef48a35aa28d28fa1fb6b52acf39daeaa98cec
--- /dev/null
+++ b/eval_results_from_scratch/absorption/kl_finetunes_from_scratch_2pow16_trainer_20_peft_sae_from_scratch_0.0_custom_sae_eval_results.json
@@ -0,0 +1,268 @@
+{
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+  "eval_config": {
+    "model_name": "gemma-2-2b",
+    "random_seed": 42,
+    "f1_jump_threshold": 0.03,
+    "max_k_value": 10,
+    "prompt_template": "{word} has the first letter:",
+    "prompt_token_pos": -6,
+    "llm_batch_size": 32,
+    "llm_dtype": "bfloat16",
+    "k_sparse_probe_l1_decay": 0.01,
+    "k_sparse_probe_batch_size": 4096,
+    "k_sparse_probe_num_epochs": 50
+  },
+  "eval_id": "3fd72f62-0cc2-4495-be28-9e81ace44644",
+  "datetime_epoch_millis": 1740149898408,
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+  },
+  "eval_result_details": [
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\ No newline at end of file
diff --git a/eval_results_from_scratch/absorption/kl_finetunes_from_scratch_2pow16_trainer_20_peft_sae_from_scratch_95.0_custom_sae_eval_results.json b/eval_results_from_scratch/absorption/kl_finetunes_from_scratch_2pow16_trainer_20_peft_sae_from_scratch_95.0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..13e34557a52bb4a730f39a74d0c2e0f65c18d4d8
--- /dev/null
+++ b/eval_results_from_scratch/absorption/kl_finetunes_from_scratch_2pow16_trainer_20_peft_sae_from_scratch_95.0_custom_sae_eval_results.json
@@ -0,0 +1,268 @@
+{
+  "eval_type_id": "absorption_first_letter",
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+    {
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+    },
+    {
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+    },
+    {
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+    "finetuning_scaling_factor": null,
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\ No newline at end of file
diff --git a/eval_results_from_scratch/absorption/kl_finetunes_from_scratch_2pow16_trainer_40_peft_sae_from_scratch_0.0_custom_sae_eval_results.json b/eval_results_from_scratch/absorption/kl_finetunes_from_scratch_2pow16_trainer_40_peft_sae_from_scratch_0.0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..b41b2c346c17077b8b6e8b133fb6eec6bada90b1
--- /dev/null
+++ b/eval_results_from_scratch/absorption/kl_finetunes_from_scratch_2pow16_trainer_40_peft_sae_from_scratch_0.0_custom_sae_eval_results.json
@@ -0,0 +1,268 @@
+{
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+  "eval_config": {
+    "model_name": "gemma-2-2b",
+    "random_seed": 42,
+    "f1_jump_threshold": 0.03,
+    "max_k_value": 10,
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+    "llm_batch_size": 32,
+    "llm_dtype": "bfloat16",
+    "k_sparse_probe_l1_decay": 0.01,
+    "k_sparse_probe_batch_size": 4096,
+    "k_sparse_probe_num_epochs": 50
+  },
+  "eval_id": "4a874c85-b7b8-4548-be1b-9967bf32571a",
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+  "eval_result_details": [
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\ No newline at end of file
diff --git a/eval_results_from_scratch/absorption/kl_finetunes_from_scratch_2pow16_trainer_40_peft_sae_from_scratch_95.0_custom_sae_eval_results.json b/eval_results_from_scratch/absorption/kl_finetunes_from_scratch_2pow16_trainer_40_peft_sae_from_scratch_95.0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..c66539d35b2992c0cbbb7a24de9267a859f17274
--- /dev/null
+++ b/eval_results_from_scratch/absorption/kl_finetunes_from_scratch_2pow16_trainer_40_peft_sae_from_scratch_95.0_custom_sae_eval_results.json
@@ -0,0 +1,268 @@
+{
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+    "finetuning_scaling_factor": null,
+    "activation_fn_str": "",
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+    "normalize_activations": "none",
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+}
\ No newline at end of file
diff --git a/eval_results_from_scratch/absorption/kl_finetunes_from_scratch_2pow16_trainer_80_peft_sae_from_scratch_0.0_custom_sae_eval_results.json b/eval_results_from_scratch/absorption/kl_finetunes_from_scratch_2pow16_trainer_80_peft_sae_from_scratch_0.0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..2b86b24e3a70e4f5ab6a775c27c4f5342ff21cd4
--- /dev/null
+++ b/eval_results_from_scratch/absorption/kl_finetunes_from_scratch_2pow16_trainer_80_peft_sae_from_scratch_0.0_custom_sae_eval_results.json
@@ -0,0 +1,268 @@
+{
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+  "eval_config": {
+    "model_name": "gemma-2-2b",
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+    "f1_jump_threshold": 0.03,
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+    "llm_dtype": "bfloat16",
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+    "k_sparse_probe_num_epochs": 50
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+  "eval_id": "301cd6f2-5394-4131-b827-9d8a5bbeac04",
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\ No newline at end of file
diff --git a/eval_results_from_scratch/absorption/kl_finetunes_from_scratch_2pow16_trainer_80_peft_sae_from_scratch_95.0_custom_sae_eval_results.json b/eval_results_from_scratch/absorption/kl_finetunes_from_scratch_2pow16_trainer_80_peft_sae_from_scratch_95.0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..29041a02f54b3e92bd765356b2cd2b87c05b153e
--- /dev/null
+++ b/eval_results_from_scratch/absorption/kl_finetunes_from_scratch_2pow16_trainer_80_peft_sae_from_scratch_95.0_custom_sae_eval_results.json
@@ -0,0 +1,268 @@
+{
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diff --git a/eval_results_from_scratch/scr/kl_finetunes_from_scratch_2pow16_trainer_160_peft_sae_from_scratch_95.0_custom_sae_eval_results.json b/eval_results_from_scratch/scr/kl_finetunes_from_scratch_2pow16_trainer_160_peft_sae_from_scratch_95.0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..e37d9cd7296d27e49bd984f6b84e2014db27d4a3
--- /dev/null
+++ b/eval_results_from_scratch/scr/kl_finetunes_from_scratch_2pow16_trainer_160_peft_sae_from_scratch_95.0_custom_sae_eval_results.json
@@ -0,0 +1,323 @@
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--- /dev/null
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+}
\ No newline at end of file
diff --git a/eval_results_from_scratch/scr/kl_finetunes_from_scratch_2pow16_trainer_40_peft_sae_from_scratch_0.0_custom_sae_eval_results.json b/eval_results_from_scratch/scr/kl_finetunes_from_scratch_2pow16_trainer_40_peft_sae_from_scratch_0.0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..cdc3eef4e26814bb9c5b28bf1be77f1faef7f8f7
--- /dev/null
+++ b/eval_results_from_scratch/scr/kl_finetunes_from_scratch_2pow16_trainer_40_peft_sae_from_scratch_0.0_custom_sae_eval_results.json
@@ -0,0 +1,323 @@
+{
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diff --git a/eval_results_from_scratch/scr/kl_finetunes_from_scratch_2pow16_trainer_40_peft_sae_from_scratch_95.0_custom_sae_eval_results.json b/eval_results_from_scratch/scr/kl_finetunes_from_scratch_2pow16_trainer_40_peft_sae_from_scratch_95.0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..679d2c11c36f2d8ffcf5e5cf74734c9a58bd19ca
--- /dev/null
+++ b/eval_results_from_scratch/scr/kl_finetunes_from_scratch_2pow16_trainer_40_peft_sae_from_scratch_95.0_custom_sae_eval_results.json
@@ -0,0 +1,323 @@
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diff --git a/eval_results_from_scratch/scr/kl_finetunes_from_scratch_2pow16_trainer_80_peft_sae_from_scratch_0.0_custom_sae_eval_results.json b/eval_results_from_scratch/scr/kl_finetunes_from_scratch_2pow16_trainer_80_peft_sae_from_scratch_0.0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..18a9cae671b0e4b524807f0e87c742d88744f86e
--- /dev/null
+++ b/eval_results_from_scratch/scr/kl_finetunes_from_scratch_2pow16_trainer_80_peft_sae_from_scratch_0.0_custom_sae_eval_results.json
@@ -0,0 +1,323 @@
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diff --git a/eval_results_from_scratch/sparse_probing/kl_finetunes_from_scratch_2pow16_trainer_160_peft_sae_from_scratch_0.0_custom_sae_eval_results.json b/eval_results_from_scratch/sparse_probing/kl_finetunes_from_scratch_2pow16_trainer_160_peft_sae_from_scratch_0.0_custom_sae_eval_results.json
new file mode 100644
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diff --git a/eval_results_from_scratch/sparse_probing/kl_finetunes_from_scratch_2pow16_trainer_160_peft_sae_from_scratch_95.0_custom_sae_eval_results.json b/eval_results_from_scratch/sparse_probing/kl_finetunes_from_scratch_2pow16_trainer_160_peft_sae_from_scratch_95.0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..a4095bdf04234e74eeb753a9ac008262c7660597
--- /dev/null
+++ b/eval_results_from_scratch/sparse_probing/kl_finetunes_from_scratch_2pow16_trainer_160_peft_sae_from_scratch_95.0_custom_sae_eval_results.json
@@ -0,0 +1,670 @@
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diff --git a/eval_results_from_scratch/sparse_probing/kl_finetunes_from_scratch_2pow16_trainer_20_peft_sae_from_scratch_0.0_custom_sae_eval_results.json b/eval_results_from_scratch/sparse_probing/kl_finetunes_from_scratch_2pow16_trainer_20_peft_sae_from_scratch_0.0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad4b050a0c3c0cf5bf838ef9a1b27bb430dda109
--- /dev/null
+++ b/eval_results_from_scratch/sparse_probing/kl_finetunes_from_scratch_2pow16_trainer_20_peft_sae_from_scratch_0.0_custom_sae_eval_results.json
@@ -0,0 +1,670 @@
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diff --git a/eval_results_from_scratch/sparse_probing/kl_finetunes_from_scratch_2pow16_trainer_20_peft_sae_from_scratch_95.0_custom_sae_eval_results.json b/eval_results_from_scratch/sparse_probing/kl_finetunes_from_scratch_2pow16_trainer_20_peft_sae_from_scratch_95.0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..c634b76cda3d3da4982cc1e58c5011c7ad0ab741
--- /dev/null
+++ b/eval_results_from_scratch/sparse_probing/kl_finetunes_from_scratch_2pow16_trainer_20_peft_sae_from_scratch_95.0_custom_sae_eval_results.json
@@ -0,0 +1,670 @@
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+}
\ No newline at end of file
diff --git a/eval_results_from_scratch/sparse_probing/kl_finetunes_from_scratch_2pow16_trainer_40_peft_sae_from_scratch_0.0_custom_sae_eval_results.json b/eval_results_from_scratch/sparse_probing/kl_finetunes_from_scratch_2pow16_trainer_40_peft_sae_from_scratch_0.0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..7ef0093373caede7bb3705b8879698190a9df5ff
--- /dev/null
+++ b/eval_results_from_scratch/sparse_probing/kl_finetunes_from_scratch_2pow16_trainer_40_peft_sae_from_scratch_0.0_custom_sae_eval_results.json
@@ -0,0 +1,670 @@
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diff --git a/eval_results_from_scratch/sparse_probing/kl_finetunes_from_scratch_2pow16_trainer_40_peft_sae_from_scratch_95.0_custom_sae_eval_results.json b/eval_results_from_scratch/sparse_probing/kl_finetunes_from_scratch_2pow16_trainer_40_peft_sae_from_scratch_95.0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..73cca95bf43adfae7ee36942b9c10c5d5cf22961
--- /dev/null
+++ b/eval_results_from_scratch/sparse_probing/kl_finetunes_from_scratch_2pow16_trainer_40_peft_sae_from_scratch_95.0_custom_sae_eval_results.json
@@ -0,0 +1,670 @@
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+}
\ No newline at end of file
diff --git a/eval_results_from_scratch/sparse_probing/kl_finetunes_from_scratch_2pow16_trainer_80_peft_sae_from_scratch_0.0_custom_sae_eval_results.json b/eval_results_from_scratch/sparse_probing/kl_finetunes_from_scratch_2pow16_trainer_80_peft_sae_from_scratch_0.0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..d1fc002dfc05d60edf246c57cb544536fe7e3116
--- /dev/null
+++ b/eval_results_from_scratch/sparse_probing/kl_finetunes_from_scratch_2pow16_trainer_80_peft_sae_from_scratch_0.0_custom_sae_eval_results.json
@@ -0,0 +1,670 @@
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diff --git a/eval_results_from_scratch/sparse_probing/kl_finetunes_from_scratch_2pow16_trainer_80_peft_sae_from_scratch_95.0_custom_sae_eval_results.json b/eval_results_from_scratch/sparse_probing/kl_finetunes_from_scratch_2pow16_trainer_80_peft_sae_from_scratch_95.0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..4fbed887a47cca544a01d4f0cbfd293a4bfd9912
--- /dev/null
+++ b/eval_results_from_scratch/sparse_probing/kl_finetunes_from_scratch_2pow16_trainer_80_peft_sae_from_scratch_95.0_custom_sae_eval_results.json
@@ -0,0 +1,670 @@
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+}
\ No newline at end of file
diff --git a/eval_results_from_scratch/tpp/kl_finetunes_from_scratch_2pow16_trainer_160_peft_sae_from_scratch_0.0_custom_sae_eval_results.json b/eval_results_from_scratch/tpp/kl_finetunes_from_scratch_2pow16_trainer_160_peft_sae_from_scratch_0.0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..6b8f783cb29b0d4507814ee8e8019c95fc434203
--- /dev/null
+++ b/eval_results_from_scratch/tpp/kl_finetunes_from_scratch_2pow16_trainer_160_peft_sae_from_scratch_0.0_custom_sae_eval_results.json
@@ -0,0 +1,414 @@
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+}
\ No newline at end of file
diff --git a/eval_results_from_scratch/tpp/kl_finetunes_from_scratch_2pow16_trainer_160_peft_sae_from_scratch_95.0_custom_sae_eval_results.json b/eval_results_from_scratch/tpp/kl_finetunes_from_scratch_2pow16_trainer_160_peft_sae_from_scratch_95.0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..a55c68442dddf3d8ced62bb94092b61a5925b707
--- /dev/null
+++ b/eval_results_from_scratch/tpp/kl_finetunes_from_scratch_2pow16_trainer_160_peft_sae_from_scratch_95.0_custom_sae_eval_results.json
@@ -0,0 +1,414 @@
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+    }
+  }
+}
\ No newline at end of file
diff --git a/eval_results_from_scratch/tpp/kl_finetunes_from_scratch_2pow16_trainer_20_peft_sae_from_scratch_0.0_custom_sae_eval_results.json b/eval_results_from_scratch/tpp/kl_finetunes_from_scratch_2pow16_trainer_20_peft_sae_from_scratch_0.0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..90dbffa38bc149c7a745e80be0e1d2ce071a10c1
--- /dev/null
+++ b/eval_results_from_scratch/tpp/kl_finetunes_from_scratch_2pow16_trainer_20_peft_sae_from_scratch_0.0_custom_sae_eval_results.json
@@ -0,0 +1,414 @@
+{
+  "eval_type_id": "tpp",
+  "eval_config": {
+    "random_seed": 42,
+    "dataset_names": [
+      "LabHC/bias_in_bios_class_set1",
+      "canrager/amazon_reviews_mcauley_1and5"
+    ],
+    "perform_scr": false,
+    "early_stopping_patience": 20,
+    "train_set_size": 4000,
+    "test_set_size": 1000,
+    "context_length": 128,
+    "probe_train_batch_size": 16,
+    "probe_test_batch_size": 500,
+    "probe_epochs": 20,
+    "probe_lr": 0.001,
+    "probe_l1_penalty": 0.001,
+    "sae_batch_size": 125,
+    "llm_batch_size": 32,
+    "llm_dtype": "bfloat16",
+    "lower_vram_usage": false,
+    "model_name": "gemma-2-2b",
+    "n_values": [
+      2,
+      5,
+      10,
+      20,
+      50,
+      100,
+      500
+    ],
+    "column1_vals_lookup": {
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+        [
+          "professor",
+          "nurse"
+        ],
+        [
+          "architect",
+          "journalist"
+        ],
+        [
+          "surgeon",
+          "psychologist"
+        ],
+        [
+          "attorney",
+          "teacher"
+        ]
+      ],
+      "canrager/amazon_reviews_mcauley_1and5": [
+        [
+          "Books",
+          "CDs_and_Vinyl"
+        ],
+        [
+          "Software",
+          "Electronics"
+        ],
+        [
+          "Pet_Supplies",
+          "Office_Products"
+        ],
+        [
+          "Industrial_and_Scientific",
+          "Toys_and_Games"
+        ]
+      ]
+    }
+  },
+  "eval_id": "f2bf09ac-6740-414f-aa61-a62e38a23b92",
+  "datetime_epoch_millis": 1740162794981,
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+  }
+}
\ No newline at end of file
diff --git a/eval_results_from_scratch/tpp/kl_finetunes_from_scratch_2pow16_trainer_20_peft_sae_from_scratch_95.0_custom_sae_eval_results.json b/eval_results_from_scratch/tpp/kl_finetunes_from_scratch_2pow16_trainer_20_peft_sae_from_scratch_95.0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..ed9ef1e2c2400cfe5442e0c18b2e38c456d14191
--- /dev/null
+++ b/eval_results_from_scratch/tpp/kl_finetunes_from_scratch_2pow16_trainer_20_peft_sae_from_scratch_95.0_custom_sae_eval_results.json
@@ -0,0 +1,414 @@
+{
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+  "eval_config": {
+    "random_seed": 42,
+    "dataset_names": [
+      "LabHC/bias_in_bios_class_set1",
+      "canrager/amazon_reviews_mcauley_1and5"
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+    "early_stopping_patience": 20,
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+    "probe_epochs": 20,
+    "probe_lr": 0.001,
+    "probe_l1_penalty": 0.001,
+    "sae_batch_size": 125,
+    "llm_batch_size": 32,
+    "llm_dtype": "bfloat16",
+    "lower_vram_usage": false,
+    "model_name": "gemma-2-2b",
+    "n_values": [
+      2,
+      5,
+      10,
+      20,
+      50,
+      100,
+      500
+    ],
+    "column1_vals_lookup": {
+      "LabHC/bias_in_bios_class_set1": [
+        [
+          "professor",
+          "nurse"
+        ],
+        [
+          "architect",
+          "journalist"
+        ],
+        [
+          "surgeon",
+          "psychologist"
+        ],
+        [
+          "attorney",
+          "teacher"
+        ]
+      ],
+      "canrager/amazon_reviews_mcauley_1and5": [
+        [
+          "Books",
+          "CDs_and_Vinyl"
+        ],
+        [
+          "Software",
+          "Electronics"
+        ],
+        [
+          "Pet_Supplies",
+          "Office_Products"
+        ],
+        [
+          "Industrial_and_Scientific",
+          "Toys_and_Games"
+        ]
+      ]
+    }
+  },
+  "eval_id": "072d027b-019d-4c30-82dd-a58126cb07ee",
+  "datetime_epoch_millis": 1740163113677,
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+}
\ No newline at end of file
diff --git a/eval_results_from_scratch/tpp/kl_finetunes_from_scratch_2pow16_trainer_40_peft_sae_from_scratch_0.0_custom_sae_eval_results.json b/eval_results_from_scratch/tpp/kl_finetunes_from_scratch_2pow16_trainer_40_peft_sae_from_scratch_0.0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..60697517fe3e350ae3ee5d081d44154a32f1ae90
--- /dev/null
+++ b/eval_results_from_scratch/tpp/kl_finetunes_from_scratch_2pow16_trainer_40_peft_sae_from_scratch_0.0_custom_sae_eval_results.json
@@ -0,0 +1,414 @@
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+}
\ No newline at end of file
diff --git a/eval_results_from_scratch/tpp/kl_finetunes_from_scratch_2pow16_trainer_40_peft_sae_from_scratch_95.0_custom_sae_eval_results.json b/eval_results_from_scratch/tpp/kl_finetunes_from_scratch_2pow16_trainer_40_peft_sae_from_scratch_95.0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..10b9ab8ae65f34319ac028bf18ef57c58988cf05
--- /dev/null
+++ b/eval_results_from_scratch/tpp/kl_finetunes_from_scratch_2pow16_trainer_40_peft_sae_from_scratch_95.0_custom_sae_eval_results.json
@@ -0,0 +1,414 @@
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+}
\ No newline at end of file
diff --git a/eval_results_from_scratch/tpp/kl_finetunes_from_scratch_2pow16_trainer_80_peft_sae_from_scratch_0.0_custom_sae_eval_results.json b/eval_results_from_scratch/tpp/kl_finetunes_from_scratch_2pow16_trainer_80_peft_sae_from_scratch_0.0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..93f694819bf21bdcb43e2aa771210aaee61e7d91
--- /dev/null
+++ b/eval_results_from_scratch/tpp/kl_finetunes_from_scratch_2pow16_trainer_80_peft_sae_from_scratch_0.0_custom_sae_eval_results.json
@@ -0,0 +1,414 @@
+{
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+        [
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+          "Electronics"
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+}
\ No newline at end of file
diff --git a/eval_results_from_scratch/tpp/kl_finetunes_from_scratch_2pow16_trainer_80_peft_sae_from_scratch_95.0_custom_sae_eval_results.json b/eval_results_from_scratch/tpp/kl_finetunes_from_scratch_2pow16_trainer_80_peft_sae_from_scratch_95.0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..afc02c1aa1c129575e7328ed260fc277df510174
--- /dev/null
+++ b/eval_results_from_scratch/tpp/kl_finetunes_from_scratch_2pow16_trainer_80_peft_sae_from_scratch_95.0_custom_sae_eval_results.json
@@ -0,0 +1,414 @@
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diff --git a/eval_results_from_scratch/unlearning/kl_finetunes_from_scratch_2pow16_trainer_160_peft_sae_from_scratch_0.0_custom_sae_eval_results.json b/eval_results_from_scratch/unlearning/kl_finetunes_from_scratch_2pow16_trainer_160_peft_sae_from_scratch_0.0_custom_sae_eval_results.json
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index 0000000000000000000000000000000000000000..9ba9d02198e868b6031126a80f393c7ca4998f68
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@@ -0,0 +1,74 @@
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\ No newline at end of file
diff --git a/eval_results_from_scratch/unlearning/kl_finetunes_from_scratch_2pow16_trainer_160_peft_sae_from_scratch_95.0_custom_sae_eval_results.json b/eval_results_from_scratch/unlearning/kl_finetunes_from_scratch_2pow16_trainer_160_peft_sae_from_scratch_95.0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..d550b334443fd330331d55d23b9c582dbaf5b5e2
--- /dev/null
+++ b/eval_results_from_scratch/unlearning/kl_finetunes_from_scratch_2pow16_trainer_160_peft_sae_from_scratch_95.0_custom_sae_eval_results.json
@@ -0,0 +1,74 @@
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\ No newline at end of file
diff --git a/eval_results_from_scratch/unlearning/kl_finetunes_from_scratch_2pow16_trainer_20_peft_sae_from_scratch_0.0_custom_sae_eval_results.json b/eval_results_from_scratch/unlearning/kl_finetunes_from_scratch_2pow16_trainer_20_peft_sae_from_scratch_0.0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..d159e113874f60354fcf73f9c60c9bf46988f66f
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@@ -0,0 +1,74 @@
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diff --git a/eval_results_from_scratch/unlearning/kl_finetunes_from_scratch_2pow16_trainer_80_peft_sae_from_scratch_95.0_custom_sae_eval_results.json b/eval_results_from_scratch/unlearning/kl_finetunes_from_scratch_2pow16_trainer_80_peft_sae_from_scratch_95.0_custom_sae_eval_results.json
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