diff --git a/sae_lens/pretrained_saes.yaml b/sae_lens/pretrained_saes.yaml
index d7cbfcc4..65388a40 100644
--- a/sae_lens/pretrained_saes.yaml
+++ b/sae_lens/pretrained_saes.yaml
@@ -9704,2554 +9704,6 @@ gpt2-small-res_scefr-ajt:
     - id: blocks.10.hook_resid_pre
       path: 10-res_scefr-ajt
       neuronpedia: gpt2-small/10-res_scefr-ajt
-sae_bench_gemma-2-2b_sweep_standard_ctx128_ef2_0824:
-  conversion_func: dictionary_learning_1
-  links:
-    model: https://huggingface.co/google/gemma-2-2b
-  model: gemma-2-2b
-  repo_id: canrager/lm_sae
-  saes:
-  - id: blocks.3.hook_resid_post__trainer_1_step_29292
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-4k__trainer_1_step_29292
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_3_checkpoints/trainer_1_step_29292
-  - id: blocks.3.hook_resid_post__trainer_1_step_19528
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-4k__trainer_1_step_19528
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_3_checkpoints/trainer_1_step_19528
-  - id: blocks.3.hook_resid_post__trainer_1_step_0
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-4k__trainer_1_step_0
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_3_checkpoints/trainer_1_step_0
-  - id: blocks.3.hook_resid_post__trainer_0_step_9764
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-4k__trainer_0_step_9764
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_3_checkpoints/trainer_0_step_9764
-  - id: blocks.3.hook_resid_post__trainer_0_step_4882
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-4k__trainer_0_step_4882
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_3_checkpoints/trainer_0_step_4882
-  - id: blocks.3.hook_resid_post__trainer_0_step_29292
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-4k__trainer_0_step_29292
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_3_checkpoints/trainer_0_step_29292
-  - id: blocks.3.hook_resid_post__trainer_0_step_19528
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-4k__trainer_0_step_19528
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_3_checkpoints/trainer_0_step_19528
-  - id: blocks.3.hook_resid_post__trainer_0_step_0
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-4k__trainer_0_step_0
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_3_checkpoints/trainer_0_step_0
-  - id: blocks.3.hook_resid_post__trainer_5
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-4k__trainer_5_step_final
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_3/trainer_5
-  - id: blocks.3.hook_resid_post__trainer_4
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-4k__trainer_4_step_final
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_3/trainer_4
-  - id: blocks.3.hook_resid_post__trainer_3
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-4k__trainer_3_step_final
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_3/trainer_3
-  - id: blocks.3.hook_resid_post__trainer_2
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-4k__trainer_2_step_final
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_3/trainer_2
-  - id: blocks.3.hook_resid_post__trainer_1
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-4k__trainer_1_step_final
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_3/trainer_1
-  - id: blocks.3.hook_resid_post__trainer_0
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-4k__trainer_0_step_final
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_3/trainer_0
-  - id: blocks.3.hook_resid_post__trainer_1_step_4882
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-4k__trainer_1_step_4882
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_3_checkpoints/trainer_1_step_4882
-  - id: blocks.3.hook_resid_post__trainer_1_step_9764
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-4k__trainer_1_step_9764
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_3_checkpoints/trainer_1_step_9764
-  - id: blocks.3.hook_resid_post__trainer_2_step_0
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-4k__trainer_2_step_0
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_3_checkpoints/trainer_2_step_0
-  - id: blocks.3.hook_resid_post__trainer_2_step_29292
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-4k__trainer_2_step_29292
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_3_checkpoints/trainer_2_step_29292
-  - id: blocks.3.hook_resid_post__trainer_3_step_0
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-4k__trainer_3_step_0
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_3_checkpoints/trainer_3_step_0
-  - id: blocks.3.hook_resid_post__trainer_3_step_19528
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-4k__trainer_3_step_19528
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_3_checkpoints/trainer_3_step_19528
-  - id: blocks.3.hook_resid_post__trainer_3_step_29292
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-4k__trainer_3_step_29292
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_3_checkpoints/trainer_3_step_29292
-  - id: blocks.3.hook_resid_post__trainer_3_step_4882
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-4k__trainer_3_step_4882
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_3_checkpoints/trainer_3_step_4882
-  - id: blocks.3.hook_resid_post__trainer_3_step_9764
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-4k__trainer_3_step_9764
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_3_checkpoints/trainer_3_step_9764
-  - id: blocks.3.hook_resid_post__trainer_4_step_0
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-4k__trainer_4_step_0
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_3_checkpoints/trainer_4_step_0
-  - id: blocks.3.hook_resid_post__trainer_4_step_19528
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-4k__trainer_4_step_19528
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_3_checkpoints/trainer_4_step_19528
-  - id: blocks.3.hook_resid_post__trainer_4_step_29292
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-4k__trainer_4_step_29292
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_3_checkpoints/trainer_4_step_29292
-  - id: blocks.3.hook_resid_post__trainer_4_step_4882
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-4k__trainer_4_step_4882
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_3_checkpoints/trainer_4_step_4882
-  - id: blocks.3.hook_resid_post__trainer_4_step_9764
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-4k__trainer_4_step_9764
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_3_checkpoints/trainer_4_step_9764
-  - id: blocks.3.hook_resid_post__trainer_5_step_0
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-4k__trainer_5_step_0
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_3_checkpoints/trainer_5_step_0
-  - id: blocks.3.hook_resid_post__trainer_5_step_19528
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-4k__trainer_5_step_19528
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_3_checkpoints/trainer_5_step_19528
-  - id: blocks.3.hook_resid_post__trainer_5_step_29292
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-4k__trainer_5_step_29292
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_3_checkpoints/trainer_5_step_29292
-  - id: blocks.3.hook_resid_post__trainer_5_step_4882
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-4k__trainer_5_step_4882
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_3_checkpoints/trainer_5_step_4882
-  - id: blocks.3.hook_resid_post__trainer_5_step_9764
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-4k__trainer_5_step_9764
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_3_checkpoints/trainer_5_step_9764
-  - id: blocks.3.hook_resid_post__trainer_2_step_19528
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-4k__trainer_2_step_19528
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_3_checkpoints/trainer_2_step_19528
-  - id: blocks.3.hook_resid_post__trainer_2_step_9764
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-4k__trainer_2_step_9764
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_3_checkpoints/trainer_2_step_9764
-  - id: blocks.3.hook_resid_post__trainer_2_step_4882
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-4k__trainer_2_step_4882
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_3_checkpoints/trainer_2_step_4882
-  - id: blocks.7.hook_resid_post__trainer_4_step_0
-    neuronpedia: gemma-2-2b/7-sae_bench-standard-res-4k__trainer_4_step_0
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_7_checkpoints/trainer_4_step_0
-  - id: blocks.7.hook_resid_post__trainer_4_step_19528
-    neuronpedia: gemma-2-2b/7-sae_bench-standard-res-4k__trainer_4_step_19528
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_7_checkpoints/trainer_4_step_19528
-  - id: blocks.7.hook_resid_post__trainer_4_step_29292
-    neuronpedia: gemma-2-2b/7-sae_bench-standard-res-4k__trainer_4_step_29292
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_7_checkpoints/trainer_4_step_29292
-  - id: blocks.7.hook_resid_post__trainer_4_step_4882
-    neuronpedia: gemma-2-2b/7-sae_bench-standard-res-4k__trainer_4_step_4882
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_7_checkpoints/trainer_4_step_4882
-  - id: blocks.7.hook_resid_post__trainer_4_step_9764
-    neuronpedia: gemma-2-2b/7-sae_bench-standard-res-4k__trainer_4_step_9764
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_7_checkpoints/trainer_4_step_9764
-  - id: blocks.7.hook_resid_post__trainer_5_step_0
-    neuronpedia: gemma-2-2b/7-sae_bench-standard-res-4k__trainer_5_step_0
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_7_checkpoints/trainer_5_step_0
-  - id: blocks.7.hook_resid_post__trainer_5_step_19528
-    neuronpedia: gemma-2-2b/7-sae_bench-standard-res-4k__trainer_5_step_19528
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_7_checkpoints/trainer_5_step_19528
-  - id: blocks.7.hook_resid_post__trainer_5_step_4882
-    neuronpedia: gemma-2-2b/7-sae_bench-standard-res-4k__trainer_5_step_4882
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_7_checkpoints/trainer_5_step_4882
-  - id: blocks.7.hook_resid_post__trainer_3_step_9764
-    neuronpedia: gemma-2-2b/7-sae_bench-standard-res-4k__trainer_3_step_9764
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_7_checkpoints/trainer_3_step_9764
-  - id: blocks.7.hook_resid_post__trainer_5_step_9764
-    neuronpedia: gemma-2-2b/7-sae_bench-standard-res-4k__trainer_5_step_9764
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_7_checkpoints/trainer_5_step_9764
-  - id: blocks.7.hook_resid_post__trainer_5_step_29292
-    neuronpedia: gemma-2-2b/7-sae_bench-standard-res-4k__trainer_5_step_29292
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_7_checkpoints/trainer_5_step_29292
-  - id: blocks.7.hook_resid_post__trainer_3_step_4882
-    neuronpedia: gemma-2-2b/7-sae_bench-standard-res-4k__trainer_3_step_4882
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_7_checkpoints/trainer_3_step_4882
-  - id: blocks.7.hook_resid_post__trainer_2_step_19528
-    neuronpedia: gemma-2-2b/7-sae_bench-standard-res-4k__trainer_2_step_19528
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_7_checkpoints/trainer_2_step_19528
-  - id: blocks.7.hook_resid_post__trainer_3_step_19528
-    neuronpedia: gemma-2-2b/7-sae_bench-standard-res-4k__trainer_3_step_19528
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_7_checkpoints/trainer_3_step_19528
-  - id: blocks.7.hook_resid_post__trainer_0_step_29292
-    neuronpedia: gemma-2-2b/7-sae_bench-standard-res-4k__trainer_0_step_29292
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_7_checkpoints/trainer_0_step_29292
-  - id: blocks.7.hook_resid_post__trainer_0_step_4882
-    neuronpedia: gemma-2-2b/7-sae_bench-standard-res-4k__trainer_0_step_4882
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_7_checkpoints/trainer_0_step_4882
-  - id: blocks.7.hook_resid_post__trainer_0_step_9764
-    neuronpedia: gemma-2-2b/7-sae_bench-standard-res-4k__trainer_0_step_9764
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_7_checkpoints/trainer_0_step_9764
-  - id: blocks.7.hook_resid_post__trainer_1_step_0
-    neuronpedia: gemma-2-2b/7-sae_bench-standard-res-4k__trainer_1_step_0
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_7_checkpoints/trainer_1_step_0
-  - id: blocks.7.hook_resid_post__trainer_1_step_19528
-    neuronpedia: gemma-2-2b/7-sae_bench-standard-res-4k__trainer_1_step_19528
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_7_checkpoints/trainer_1_step_19528
-  - id: blocks.7.hook_resid_post__trainer_3_step_29292
-    neuronpedia: gemma-2-2b/7-sae_bench-standard-res-4k__trainer_3_step_29292
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_7_checkpoints/trainer_3_step_29292
-  - id: blocks.7.hook_resid_post__trainer_1_step_29292
-    neuronpedia: gemma-2-2b/7-sae_bench-standard-res-4k__trainer_1_step_29292
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_7_checkpoints/trainer_1_step_29292
-  - id: blocks.7.hook_resid_post__trainer_1_step_9764
-    neuronpedia: gemma-2-2b/7-sae_bench-standard-res-4k__trainer_1_step_9764
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_7_checkpoints/trainer_1_step_9764
-  - id: blocks.7.hook_resid_post__trainer_2_step_0
-    neuronpedia: gemma-2-2b/7-sae_bench-standard-res-4k__trainer_2_step_0
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_7_checkpoints/trainer_2_step_0
-  - id: blocks.7.hook_resid_post__trainer_2_step_29292
-    neuronpedia: gemma-2-2b/7-sae_bench-standard-res-4k__trainer_2_step_29292
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_7_checkpoints/trainer_2_step_29292
-  - id: blocks.7.hook_resid_post__trainer_2_step_4882
-    neuronpedia: gemma-2-2b/7-sae_bench-standard-res-4k__trainer_2_step_4882
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_7_checkpoints/trainer_2_step_4882
-  - id: blocks.7.hook_resid_post__trainer_2_step_9764
-    neuronpedia: gemma-2-2b/7-sae_bench-standard-res-4k__trainer_2_step_9764
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_7_checkpoints/trainer_2_step_9764
-  - id: blocks.7.hook_resid_post__trainer_3_step_0
-    neuronpedia: gemma-2-2b/7-sae_bench-standard-res-4k__trainer_3_step_0
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_7_checkpoints/trainer_3_step_0
-  - id: blocks.7.hook_resid_post__trainer_1_step_4882
-    neuronpedia: gemma-2-2b/7-sae_bench-standard-res-4k__trainer_1_step_4882
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_7_checkpoints/trainer_1_step_4882
-  - id: blocks.7.hook_resid_post__trainer_5
-    neuronpedia: gemma-2-2b/7-sae_bench-standard-res-4k__trainer_5_step_final
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_7/trainer_5
-  - id: blocks.7.hook_resid_post__trainer_0_step_0
-    neuronpedia: gemma-2-2b/7-sae_bench-standard-res-4k__trainer_0_step_0
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_7_checkpoints/trainer_0_step_0
-  - id: blocks.7.hook_resid_post__trainer_0_step_19528
-    neuronpedia: gemma-2-2b/7-sae_bench-standard-res-4k__trainer_0_step_19528
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_7_checkpoints/trainer_0_step_19528
-  - id: blocks.7.hook_resid_post__trainer_4
-    neuronpedia: gemma-2-2b/7-sae_bench-standard-res-4k__trainer_4_step_final
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_7/trainer_4
-  - id: blocks.7.hook_resid_post__trainer_3
-    neuronpedia: gemma-2-2b/7-sae_bench-standard-res-4k__trainer_3_step_final
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_7/trainer_3
-  - id: blocks.7.hook_resid_post__trainer_2
-    neuronpedia: gemma-2-2b/7-sae_bench-standard-res-4k__trainer_2_step_final
-    path: gemma-2-2b_sweep_standard_ctx128_ef2_0824/resid_post_layer_7/trainer_2
-  - id: blocks.7.hook_resid_post__trainer_1
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-  - id: blocks.19.hook_resid_post__trainer_1
-    neuronpedia: gemma-2-2b/19-sae_bench-standard-res-4k__trainer_1_step_final
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-    neuronpedia: gemma-2-2b/19-sae_bench-standard-res-4k__trainer_3_step_final
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-sae_bench_gemma-2-2b_sweep_standard_ctx128_ef8_0824:
-  conversion_func: dictionary_learning_1
-  links:
-    model: https://huggingface.co/google/gemma-2-2b
-  model: gemma-2-2b
-  repo_id: canrager/lm_sae
-  saes:
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-  - id: blocks.3.hook_resid_post__trainer_5_step_488
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-  - id: blocks.3.hook_resid_post__trainer_5_step_48
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-    path: gemma-2-2b_sweep_standard_ctx128_ef8_0824/resid_post_layer_3_checkpoints/trainer_5_step_48
-  - id: blocks.3.hook_resid_post__trainer_5_step_15440
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-    path: gemma-2-2b_sweep_standard_ctx128_ef8_0824/resid_post_layer_3_checkpoints/trainer_5_step_1544
-  - id: blocks.3.hook_resid_post__trainer_5_step_154
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-    path: gemma-2-2b_sweep_standard_ctx128_ef8_0824/resid_post_layer_3_checkpoints/trainer_1_step_48
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-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-18k__trainer_5_step_final
-    path: gemma-2-2b_sweep_standard_ctx128_ef8_0824/resid_post_layer_3/trainer_5
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-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-18k__trainer_4_step_final
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-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-18k__trainer_3_step_final
-    path: gemma-2-2b_sweep_standard_ctx128_ef8_0824/resid_post_layer_3/trainer_3
-  - id: blocks.3.hook_resid_post__trainer_2
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-18k__trainer_2_step_final
-    path: gemma-2-2b_sweep_standard_ctx128_ef8_0824/resid_post_layer_3/trainer_2
-  - id: blocks.3.hook_resid_post__trainer_1
-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-18k__trainer_1_step_final
-    path: gemma-2-2b_sweep_standard_ctx128_ef8_0824/resid_post_layer_3/trainer_1
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-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-18k__trainer_0_step_final
-    path: gemma-2-2b_sweep_standard_ctx128_ef8_0824/resid_post_layer_3/trainer_0
-  - id: blocks.3.hook_resid_post__trainer_1_step_4882
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-    path: gemma-2-2b_sweep_standard_ctx128_ef8_0824/resid_post_layer_3_checkpoints/trainer_2_step_0
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-    neuronpedia: gemma-2-2b/3-sae_bench-standard-res-18k__trainer_2_step_1544
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-sae_bench_gemma-2-2b_sweep_topk_ctx128_ef2_0824:
-  conversion_func: dictionary_learning_1
-  links:
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-  model: gemma-2-2b
-  repo_id: canrager/lm_sae
-  saes:
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-    neuronpedia: gemma-2-2b/19-sae_bench-topk-res-4k__trainer_1_step_final
-    path: gemma-2-2b_sweep_topk_ctx128_ef2_0824/resid_post_layer_19/trainer_1
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-sae_bench_gemma-2-2b_sweep_topk_ctx128_ef8_0824:
-  conversion_func: dictionary_learning_1
-  links:
-    model: https://huggingface.co/google/gemma-2-2b
-  model: gemma-2-2b
-  repo_id: canrager/lm_sae
-  saes:
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-  - id: blocks.3.hook_resid_post__trainer_1_step_48
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-    path: gemma-2-2b_sweep_topk_ctx128_ef8_0824/resid_post_layer_3_checkpoints/trainer_1_step_48
-  - id: blocks.3.hook_resid_post__trainer_1_step_15440
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-    path: gemma-2-2b_sweep_topk_ctx128_ef8_0824/resid_post_layer_3_checkpoints/trainer_1_step_15440
-  - id: blocks.3.hook_resid_post__trainer_1_step_1544
-    neuronpedia: gemma-2-2b/3-sae_bench-topk-res-18k__trainer_1_step_1544
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-  - id: blocks.3.hook_resid_post__trainer_1_step_0
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-    neuronpedia: gemma-2-2b/3-sae_bench-topk-res-18k__trainer_0_step_488
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-    neuronpedia: gemma-2-2b/3-sae_bench-topk-res-18k__trainer_4_step_final
-    path: gemma-2-2b_sweep_topk_ctx128_ef8_0824/resid_post_layer_3/trainer_4
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-    neuronpedia: gemma-2-2b/3-sae_bench-topk-res-18k__trainer_1_step_final
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-    path: gemma-2-2b_sweep_topk_ctx128_ef8_0824/resid_post_layer_3_checkpoints/trainer_4_step_15440
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-    path: gemma-2-2b_sweep_topk_ctx128_ef8_0824/resid_post_layer_3_checkpoints/trainer_4_step_1544
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-    path: gemma-2-2b_sweep_topk_ctx128_ef8_0824/resid_post_layer_19_checkpoints/trainer_5_step_4882
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-    neuronpedia: gemma-2-2b/19-sae_bench-topk-res-18k__trainer_4_step_154
-    path: gemma-2-2b_sweep_topk_ctx128_ef8_0824/resid_post_layer_19_checkpoints/trainer_4_step_154
 sae_bench_pythia70m_sweep_gated_ctx128_0730:
   conversion_func: dictionary_learning_1
   links:
@@ -13844,3 +11296,2637 @@ llama_scope_lxr_8x:
     norm_scaling_factor: 0.8590604026845637
     path: Llama3_1-8B-Base-L31R-8x
     neuronpedia: llama3.1-8b/31-llamascope-res-32k
+sae_bench_gemma-2-2b_topk_width-2pow12_date-1109:
+  conversion_func: dictionary_learning_1
+  links:
+    model: https://huggingface.co/google/gemma-2-2b
+  model: gemma-2-2b
+  repo_id: canrager/saebench_gemma-2-2b_width-2pow12_date-1109
+  saes:
+  - id: blocks.12.hook_resid_post__trainer_0
+    neuronpedia: gemma-2-2b/12-sae_bench-topk-res-4k__trainer_0_step_final
+    path: gemma-2-2b_topk_width-2pow12_date-1109/resid_post_layer_12/trainer_0
+  - id: blocks.12.hook_resid_post__trainer_0_step_0
+    neuronpedia: gemma-2-2b/12-sae_bench-topk-res-4k__trainer_0_step_0
+    path: gemma-2-2b_topk_width-2pow12_date-1109/resid_post_layer_12_checkpoints/trainer_0_step_0
+  - id: blocks.12.hook_resid_post__trainer_0_step_308
+    neuronpedia: gemma-2-2b/12-sae_bench-topk-res-4k__trainer_0_step_308
+    path: gemma-2-2b_topk_width-2pow12_date-1109/resid_post_layer_12_checkpoints/trainer_0_step_308
+  - id: blocks.12.hook_resid_post__trainer_0_step_3088
+    neuronpedia: gemma-2-2b/12-sae_bench-topk-res-4k__trainer_0_step_3088
+    path: gemma-2-2b_topk_width-2pow12_date-1109/resid_post_layer_12_checkpoints/trainer_0_step_3088
+  - id: blocks.12.hook_resid_post__trainer_0_step_30881
+    neuronpedia: gemma-2-2b/12-sae_bench-topk-res-4k__trainer_0_step_30881
+    path: gemma-2-2b_topk_width-2pow12_date-1109/resid_post_layer_12_checkpoints/trainer_0_step_30881
+  - id: blocks.12.hook_resid_post__trainer_0_step_97
+    neuronpedia: gemma-2-2b/12-sae_bench-topk-res-4k__trainer_0_step_97
+    path: gemma-2-2b_topk_width-2pow12_date-1109/resid_post_layer_12_checkpoints/trainer_0_step_97
+  - id: blocks.12.hook_resid_post__trainer_0_step_976
+    neuronpedia: gemma-2-2b/12-sae_bench-topk-res-4k__trainer_0_step_976
+    path: gemma-2-2b_topk_width-2pow12_date-1109/resid_post_layer_12_checkpoints/trainer_0_step_976
+  - id: blocks.12.hook_resid_post__trainer_0_step_9765
+    neuronpedia: gemma-2-2b/12-sae_bench-topk-res-4k__trainer_0_step_9765
+    path: gemma-2-2b_topk_width-2pow12_date-1109/resid_post_layer_12_checkpoints/trainer_0_step_9765
+  - id: blocks.12.hook_resid_post__trainer_1
+    neuronpedia: gemma-2-2b/12-sae_bench-topk-res-4k__trainer_1_step_final
+    path: gemma-2-2b_topk_width-2pow12_date-1109/resid_post_layer_12/trainer_1
+  - id: blocks.12.hook_resid_post__trainer_1_step_0
+    neuronpedia: gemma-2-2b/12-sae_bench-topk-res-4k__trainer_1_step_0
+    path: gemma-2-2b_topk_width-2pow12_date-1109/resid_post_layer_12_checkpoints/trainer_1_step_0
+  - id: blocks.12.hook_resid_post__trainer_1_step_308
+    neuronpedia: gemma-2-2b/12-sae_bench-topk-res-4k__trainer_1_step_308
+    path: gemma-2-2b_topk_width-2pow12_date-1109/resid_post_layer_12_checkpoints/trainer_1_step_308
+  - id: blocks.12.hook_resid_post__trainer_1_step_3088
+    neuronpedia: gemma-2-2b/12-sae_bench-topk-res-4k__trainer_1_step_3088
+    path: gemma-2-2b_topk_width-2pow12_date-1109/resid_post_layer_12_checkpoints/trainer_1_step_3088
+  - id: blocks.12.hook_resid_post__trainer_1_step_30881
+    neuronpedia: gemma-2-2b/12-sae_bench-topk-res-4k__trainer_1_step_30881
+    path: gemma-2-2b_topk_width-2pow12_date-1109/resid_post_layer_12_checkpoints/trainer_1_step_30881
+  - id: blocks.12.hook_resid_post__trainer_1_step_97
+    neuronpedia: gemma-2-2b/12-sae_bench-topk-res-4k__trainer_1_step_97
+    path: gemma-2-2b_topk_width-2pow12_date-1109/resid_post_layer_12_checkpoints/trainer_1_step_97
+  - id: blocks.12.hook_resid_post__trainer_1_step_976
+    neuronpedia: gemma-2-2b/12-sae_bench-topk-res-4k__trainer_1_step_976
+    path: gemma-2-2b_topk_width-2pow12_date-1109/resid_post_layer_12_checkpoints/trainer_1_step_976
+  - id: blocks.12.hook_resid_post__trainer_1_step_9765
+    neuronpedia: gemma-2-2b/12-sae_bench-topk-res-4k__trainer_1_step_9765
+    path: gemma-2-2b_topk_width-2pow12_date-1109/resid_post_layer_12_checkpoints/trainer_1_step_9765
+  - id: blocks.12.hook_resid_post__trainer_2
+    neuronpedia: gemma-2-2b/12-sae_bench-topk-res-4k__trainer_2_step_final
+    path: gemma-2-2b_topk_width-2pow12_date-1109/resid_post_layer_12/trainer_2
+  - id: blocks.12.hook_resid_post__trainer_2_step_0
+    neuronpedia: gemma-2-2b/12-sae_bench-topk-res-4k__trainer_2_step_0
+    path: gemma-2-2b_topk_width-2pow12_date-1109/resid_post_layer_12_checkpoints/trainer_2_step_0
+  - id: blocks.12.hook_resid_post__trainer_2_step_308
+    neuronpedia: gemma-2-2b/12-sae_bench-topk-res-4k__trainer_2_step_308
+    path: gemma-2-2b_topk_width-2pow12_date-1109/resid_post_layer_12_checkpoints/trainer_2_step_308
+  - id: blocks.12.hook_resid_post__trainer_2_step_3088
+    neuronpedia: gemma-2-2b/12-sae_bench-topk-res-4k__trainer_2_step_3088
+    path: gemma-2-2b_topk_width-2pow12_date-1109/resid_post_layer_12_checkpoints/trainer_2_step_3088
+  - id: blocks.12.hook_resid_post__trainer_2_step_30881
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+    path: gemma-2-2b_topk_width-2pow12_date-1109/resid_post_layer_5_checkpoints/trainer_1_step_3088
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+    path: gemma-2-2b_topk_width-2pow12_date-1109/resid_post_layer_5_checkpoints/trainer_5_step_308
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+    path: gemma-2-2b_topk_width-2pow12_date-1109/resid_post_layer_5_checkpoints/trainer_5_step_30881
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+    path: gemma-2-2b_topk_width-2pow12_date-1109/resid_post_layer_5_checkpoints/trainer_5_step_97
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+    path: gemma-2-2b_topk_width-2pow12_date-1109/resid_post_layer_5_checkpoints/trainer_5_step_976
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+    path: gemma-2-2b_topk_width-2pow12_date-1109/resid_post_layer_5_checkpoints/trainer_5_step_9765
+sae_bench_gemma-2-2b_vanilla_width-2pow12_date-1109:
+  conversion_func: dictionary_learning_1
+  links:
+    model: https://huggingface.co/google/gemma-2-2b
+  model: gemma-2-2b
+  repo_id: canrager/saebench_gemma-2-2b_width-2pow12_date-1109
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+    neuronpedia: gemma-2-2b/12-sae_bench-standard-res-4k__trainer_0_step_final
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+    path: gemma-2-2b_vanilla_width-2pow12_date-1109/resid_post_layer_12_checkpoints/trainer_0_step_0
+  - id: blocks.12.hook_resid_post__trainer_0_step_308
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+    path: gemma-2-2b_vanilla_width-2pow12_date-1109/resid_post_layer_12_checkpoints/trainer_0_step_308
+  - id: blocks.12.hook_resid_post__trainer_0_step_3088
+    neuronpedia: gemma-2-2b/12-sae_bench-standard-res-4k__trainer_0_step_3088
+    path: gemma-2-2b_vanilla_width-2pow12_date-1109/resid_post_layer_12_checkpoints/trainer_0_step_3088
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+    path: gemma-2-2b_vanilla_width-2pow12_date-1109/resid_post_layer_12_checkpoints/trainer_0_step_30881
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+    path: gemma-2-2b_vanilla_width-2pow12_date-1109/resid_post_layer_5_checkpoints/trainer_1_step_3088
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+    path: gemma-2-2b_vanilla_width-2pow12_date-1109/resid_post_layer_5_checkpoints/trainer_1_step_976
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+    neuronpedia: gemma-2-2b/5-sae_bench-standard-res-4k__trainer_5_step_30881
+    path: gemma-2-2b_vanilla_width-2pow12_date-1109/resid_post_layer_5_checkpoints/trainer_5_step_30881
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+    neuronpedia: gemma-2-2b/5-sae_bench-standard-res-4k__trainer_5_step_97
+    path: gemma-2-2b_vanilla_width-2pow12_date-1109/resid_post_layer_5_checkpoints/trainer_5_step_97
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+    path: gemma-2-2b_vanilla_width-2pow12_date-1109/resid_post_layer_5_checkpoints/trainer_5_step_976
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+    path: gemma-2-2b_vanilla_width-2pow12_date-1109/resid_post_layer_5_checkpoints/trainer_5_step_9765
+sae_bench_gemma-2-2b_topk_width-2pow14_date-1109:
+  conversion_func: dictionary_learning_1
+  links:
+    model: https://huggingface.co/google/gemma-2-2b
+  model: gemma-2-2b
+  repo_id: canrager/saebench_gemma-2-2b_width-2pow14_date-1109
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+    neuronpedia: gemma-2-2b/12-sae_bench-topk-res-16k__trainer_0_step_final
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+    neuronpedia: gemma-2-2b/12-sae_bench-topk-res-16k__trainer_0_step_0
+    path: gemma-2-2b_topk_width-2pow14_date-1109/resid_post_layer_12_checkpoints/trainer_0_step_0
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+    path: gemma-2-2b_topk_width-2pow14_date-1109/resid_post_layer_12_checkpoints/trainer_0_step_146
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+    path: gemma-2-2b_topk_width-2pow14_date-1109/resid_post_layer_5_checkpoints/trainer_1_step_1464
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+    path: gemma-2-2b_topk_width-2pow14_date-1109/resid_post_layer_5_checkpoints/trainer_5_step_146
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+    path: gemma-2-2b_topk_width-2pow14_date-1109/resid_post_layer_5_checkpoints/trainer_5_step_14648
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+    path: gemma-2-2b_topk_width-2pow14_date-1109/resid_post_layer_5_checkpoints/trainer_5_step_463
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+    path: gemma-2-2b_topk_width-2pow14_date-1109/resid_post_layer_5_checkpoints/trainer_5_step_4632
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+    path: gemma-2-2b_topk_width-2pow14_date-1109/resid_post_layer_5_checkpoints/trainer_5_step_46322
+sae_bench_gemma-2-2b_vanilla_width-2pow14_date-1109:
+  conversion_func: dictionary_learning_1
+  links:
+    model: https://huggingface.co/google/gemma-2-2b
+  model: gemma-2-2b
+  repo_id: canrager/saebench_gemma-2-2b_width-2pow14_date-1109
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+    neuronpedia: gemma-2-2b/12-sae_bench-standard-res-16k__trainer_0_step_final
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+  - id: blocks.12.hook_resid_post__trainer_0_step_0
+    neuronpedia: gemma-2-2b/12-sae_bench-standard-res-16k__trainer_0_step_0
+    path: gemma-2-2b_vanilla_width-2pow14_date-1109/resid_post_layer_12_checkpoints/trainer_0_step_0
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+    path: gemma-2-2b_vanilla_width-2pow14_date-1109/resid_post_layer_12_checkpoints/trainer_0_step_146
+  - id: blocks.12.hook_resid_post__trainer_0_step_1464
+    neuronpedia: gemma-2-2b/12-sae_bench-standard-res-16k__trainer_0_step_1464
+    path: gemma-2-2b_vanilla_width-2pow14_date-1109/resid_post_layer_12_checkpoints/trainer_0_step_1464
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+    path: gemma-2-2b_vanilla_width-2pow14_date-1109/resid_post_layer_12_checkpoints/trainer_0_step_14648
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+    path: gemma-2-2b_vanilla_width-2pow14_date-1109/resid_post_layer_12_checkpoints/trainer_0_step_46322
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+    path: gemma-2-2b_vanilla_width-2pow14_date-1109/resid_post_layer_12_checkpoints/trainer_1_step_4632
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+    path: gemma-2-2b_vanilla_width-2pow14_date-1109/resid_post_layer_5_checkpoints/trainer_1_step_1464
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+    path: gemma-2-2b_vanilla_width-2pow14_date-1109/resid_post_layer_5_checkpoints/trainer_1_step_4632
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+    path: gemma-2-2b_vanilla_width-2pow14_date-1109/resid_post_layer_5_checkpoints/trainer_3_step_4632
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+    path: gemma-2-2b_vanilla_width-2pow14_date-1109/resid_post_layer_5_checkpoints/trainer_5_step_1464
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+    neuronpedia: gemma-2-2b/5-sae_bench-standard-res-16k__trainer_5_step_14648
+    path: gemma-2-2b_vanilla_width-2pow14_date-1109/resid_post_layer_5_checkpoints/trainer_5_step_14648
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+    neuronpedia: gemma-2-2b/5-sae_bench-standard-res-16k__trainer_5_step_463
+    path: gemma-2-2b_vanilla_width-2pow14_date-1109/resid_post_layer_5_checkpoints/trainer_5_step_463
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+    path: gemma-2-2b_vanilla_width-2pow14_date-1109/resid_post_layer_5_checkpoints/trainer_5_step_4632
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+    path: gemma-2-2b_vanilla_width-2pow14_date-1109/resid_post_layer_5_checkpoints/trainer_5_step_46322
+sae_bench_gemma-2-2b_vanilla_width-2pow16_date-1109:
+  conversion_func: dictionary_learning_1
+  links:
+    model: https://huggingface.co/google/gemma-2-2b
+  model: gemma-2-2b
+  repo_id: canrager/saebench_gemma-2-2b_width-2pow16_date-1109
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+    neuronpedia: gemma-2-2b/12-sae_bench-standard-res-65k__trainer_0_step_final
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+  - id: blocks.12.hook_resid_post__trainer_0_step_0
+    neuronpedia: gemma-2-2b/12-sae_bench-standard-res-65k__trainer_0_step_0
+    path: gemma-2-2b_vanilla_width-2pow16_date-1109/resid_post_layer_12_checkpoints/trainer_0_step_0
+  - id: blocks.12.hook_resid_post__trainer_0_step_195
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+    path: gemma-2-2b_vanilla_width-2pow16_date-1109/resid_post_layer_12_checkpoints/trainer_0_step_195
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+    neuronpedia: gemma-2-2b/12-sae_bench-standard-res-65k__trainer_0_step_1953
+    path: gemma-2-2b_vanilla_width-2pow16_date-1109/resid_post_layer_12_checkpoints/trainer_0_step_1953
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+    neuronpedia: gemma-2-2b/12-sae_bench-standard-res-65k__trainer_0_step_19531
+    path: gemma-2-2b_vanilla_width-2pow16_date-1109/resid_post_layer_12_checkpoints/trainer_0_step_19531
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+    path: gemma-2-2b_vanilla_width-2pow16_date-1109/resid_post_layer_12_checkpoints/trainer_1_step_1953
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+    path: gemma-2-2b_vanilla_width-2pow16_date-1109/resid_post_layer_12/trainer_2
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+    path: gemma-2-2b_vanilla_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_5_step_19531
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+    path: gemma-2-2b_vanilla_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_5_step_617
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+    path: gemma-2-2b_vanilla_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_5_step_6176
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+    path: gemma-2-2b_vanilla_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_5_step_61763
+sae_bench_gemma-2-2b_topk_width-2pow16_date-1109:
+  conversion_func: dictionary_learning_1
+  links:
+    model: https://huggingface.co/google/gemma-2-2b
+  model: gemma-2-2b
+  repo_id: canrager/saebench_gemma-2-2b_width-2pow16_date-1109
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+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_12_checkpoints/trainer_0_step_0
+  - id: blocks.12.hook_resid_post__trainer_0_step_308
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+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_12_checkpoints/trainer_0_step_308
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+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_12/trainer_2
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+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_19_checkpoints/trainer_5_step_6176
+  - id: blocks.19.hook_resid_post__trainer_5_step_61763
+    neuronpedia: gemma-2-2b/19-sae_bench-topk-res-65k__trainer_5_step_61763
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_19_checkpoints/trainer_5_step_61763
+  - id: blocks.5.hook_resid_post__trainer_0
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_0_step_final
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5/trainer_0
+  - id: blocks.5.hook_resid_post__trainer_0_step_0
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_0_step_0
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_0_step_0
+  - id: blocks.5.hook_resid_post__trainer_0_step_308
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_0_step_308
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_0_step_308
+  - id: blocks.5.hook_resid_post__trainer_0_step_3088
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_0_step_3088
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_0_step_3088
+  - id: blocks.5.hook_resid_post__trainer_0_step_30881
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_0_step_30881
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_0_step_30881
+  - id: blocks.5.hook_resid_post__trainer_0_step_97
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_0_step_97
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_0_step_97
+  - id: blocks.5.hook_resid_post__trainer_0_step_976
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_0_step_976
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_0_step_976
+  - id: blocks.5.hook_resid_post__trainer_0_step_9765
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_0_step_9765
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_0_step_9765
+  - id: blocks.5.hook_resid_post__trainer_1
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_1_step_final
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5/trainer_1
+  - id: blocks.5.hook_resid_post__trainer_1_step_0
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_1_step_0
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_1_step_0
+  - id: blocks.5.hook_resid_post__trainer_1_step_308
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_1_step_308
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_1_step_308
+  - id: blocks.5.hook_resid_post__trainer_1_step_3088
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_1_step_3088
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_1_step_3088
+  - id: blocks.5.hook_resid_post__trainer_1_step_30881
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_1_step_30881
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_1_step_30881
+  - id: blocks.5.hook_resid_post__trainer_1_step_97
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_1_step_97
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_1_step_97
+  - id: blocks.5.hook_resid_post__trainer_1_step_976
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_1_step_976
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_1_step_976
+  - id: blocks.5.hook_resid_post__trainer_1_step_9765
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_1_step_9765
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_1_step_9765
+  - id: blocks.5.hook_resid_post__trainer_2
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_2_step_final
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5/trainer_2
+  - id: blocks.5.hook_resid_post__trainer_2_step_0
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_2_step_0
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_2_step_0
+  - id: blocks.5.hook_resid_post__trainer_2_step_308
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_2_step_308
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_2_step_308
+  - id: blocks.5.hook_resid_post__trainer_2_step_3088
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_2_step_3088
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_2_step_3088
+  - id: blocks.5.hook_resid_post__trainer_2_step_30881
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_2_step_30881
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_2_step_30881
+  - id: blocks.5.hook_resid_post__trainer_2_step_97
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_2_step_97
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_2_step_97
+  - id: blocks.5.hook_resid_post__trainer_2_step_976
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_2_step_976
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_2_step_976
+  - id: blocks.5.hook_resid_post__trainer_2_step_9765
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_2_step_9765
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_2_step_9765
+  - id: blocks.5.hook_resid_post__trainer_3
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_3_step_final
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5/trainer_3
+  - id: blocks.5.hook_resid_post__trainer_3_step_0
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_3_step_0
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_3_step_0
+  - id: blocks.5.hook_resid_post__trainer_3_step_308
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_3_step_308
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_3_step_308
+  - id: blocks.5.hook_resid_post__trainer_3_step_3088
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_3_step_3088
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_3_step_3088
+  - id: blocks.5.hook_resid_post__trainer_3_step_30881
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_3_step_30881
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_3_step_30881
+  - id: blocks.5.hook_resid_post__trainer_3_step_97
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_3_step_97
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_3_step_97
+  - id: blocks.5.hook_resid_post__trainer_3_step_976
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_3_step_976
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_3_step_976
+  - id: blocks.5.hook_resid_post__trainer_3_step_9765
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_3_step_9765
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_3_step_9765
+  - id: blocks.5.hook_resid_post__trainer_4
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_4_step_final
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5/trainer_4
+  - id: blocks.5.hook_resid_post__trainer_4_step_0
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_4_step_0
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_4_step_0
+  - id: blocks.5.hook_resid_post__trainer_4_step_308
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_4_step_308
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_4_step_308
+  - id: blocks.5.hook_resid_post__trainer_4_step_3088
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_4_step_3088
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_4_step_3088
+  - id: blocks.5.hook_resid_post__trainer_4_step_30881
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_4_step_30881
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_4_step_30881
+  - id: blocks.5.hook_resid_post__trainer_4_step_97
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_4_step_97
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_4_step_97
+  - id: blocks.5.hook_resid_post__trainer_4_step_976
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_4_step_976
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_4_step_976
+  - id: blocks.5.hook_resid_post__trainer_4_step_9765
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_4_step_9765
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_4_step_9765
+  - id: blocks.5.hook_resid_post__trainer_5
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_5_step_final
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5/trainer_5
+  - id: blocks.5.hook_resid_post__trainer_5_step_0
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_5_step_0
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_5_step_0
+  - id: blocks.5.hook_resid_post__trainer_5_step_308
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_5_step_308
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_5_step_308
+  - id: blocks.5.hook_resid_post__trainer_5_step_3088
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_5_step_3088
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_5_step_3088
+  - id: blocks.5.hook_resid_post__trainer_5_step_30881
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_5_step_30881
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_5_step_30881
+  - id: blocks.5.hook_resid_post__trainer_5_step_97
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_5_step_97
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_5_step_97
+  - id: blocks.5.hook_resid_post__trainer_5_step_976
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_5_step_976
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_5_step_976
+  - id: blocks.5.hook_resid_post__trainer_5_step_9765
+    neuronpedia: gemma-2-2b/5-sae_bench-topk-res-65k__trainer_5_step_9765
+    path: gemma-2-2b_topk_width-2pow16_date-1109/resid_post_layer_5_checkpoints/trainer_5_step_9765
\ No newline at end of file
diff --git a/tests/unit/toolkit/test_pretrained_sae_loaders.py b/tests/unit/toolkit/test_pretrained_sae_loaders.py
index 18ac75d9..5bedbc04 100644
--- a/tests/unit/toolkit/test_pretrained_sae_loaders.py
+++ b/tests/unit/toolkit/test_pretrained_sae_loaders.py
@@ -134,23 +134,23 @@ def test_get_sae_config_gemma_2():
 
 def test_get_sae_config_dictionary_learning_1():
     cfg_dict = get_sae_config(
-        "sae_bench_gemma-2-2b_sweep_standard_ctx128_ef2_0824",
-        sae_id="blocks.3.hook_resid_post__trainer_1_step_29292",
+        "sae_bench_gemma-2-2b_topk_width-2pow16_date-1109",
+        sae_id="blocks.12.hook_resid_post__trainer_0_step_3088",
         options=SAEConfigLoadOptions(),
     )
 
     expected_cfg_dict = {
         "architecture": "standard",
         "d_in": 2304,
-        "d_sae": 4608,
+        "d_sae": 65536,
         "dtype": "float32",
         "device": "cpu",
         "model_name": "gemma-2-2b",
-        "hook_name": "blocks.3.hook_resid_post",
-        "hook_layer": 3,
+        "hook_name": "blocks.12.hook_resid_post",
+        "hook_layer": 12,
         "hook_head_index": None,
-        "activation_fn_str": "relu",
-        "activation_fn_kwargs": {},
+        "activation_fn_str": "topk",
+        "activation_fn_kwargs": {"k": 20},
         "apply_b_dec_to_input": True,
         "finetuning_scaling_factor": False,
         "sae_lens_training_version": None,
@@ -159,7 +159,7 @@ def test_get_sae_config_dictionary_learning_1():
         "dataset_trust_remote_code": True,
         "context_size": 128,
         "normalize_activations": "none",
-        "neuronpedia_id": "gemma-2-2b/3-sae_bench-standard-res-4k__trainer_1_step_29292",
+        "neuronpedia_id": "gemma-2-2b/12-sae_bench-topk-res-65k__trainer_0_step_3088",
     }
 
     assert cfg_dict == expected_cfg_dict