mechanistic-robustness

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mechanistic-interpretability

robustness

language-model-evaluation

perturbation-analysis

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The dataset generation failed because of a cast error

Error code:   DatasetGenerationCastError
Exception:    DatasetGenerationCastError
Message:      An error occurred while generating the dataset

All the data files must have the same columns, but at some point there are 834 new columns ({'attn_layer7_head_4_entropy_norm', 'attn_layer24_head_17_entropy_norm', 'attn_layer2_head_2_entropy_norm', 'attn_layer12_head_4_entropy_norm', 'attn_layer30_head_11_entropy_norm', 'attn_layer35_head_7_entropy_norm', 'attn_layer29_head_2_entropy_norm', 'attn_layer13_head_7_entropy_norm', 'attn_layer15_head_10_entropy_norm', 'attn_layer12_head_13_entropy_norm', 'cka_layer_5', 'attn_layer2_head_19_entropy_norm', 'attn_layer3_head_18_entropy_norm', 'attn_layer17_head_9_entropy_norm', 'attn_layer18_head_8_entropy_norm', 'attn_layer16_head_6_entropy_norm', 'attn_layer32_head_11_entropy_norm', 'attn_layer10_head_9_entropy_norm', 'attn_layer2_head_1_entropy_norm', 'attn_layer26_head_0_entropy_norm', 'attn_layer10_head_16_entropy_norm', 'attn_layer35_head_15_entropy_norm', 'attn_layer31_head_5_entropy_norm', 'attn_layer35_head_8_entropy_norm', 'attn_layer9_head_15_entropy_norm', 'attn_layer10_head_2_entropy_norm', 'attn_layer21_head_0_entropy_norm', 'attn_layer26_head_9_entropy_norm', 'attn_layer30_head_2_entropy_norm', 'attn_layer2_head_11_entropy_norm', 'attn_layer2_head_4_entropy_norm', 'attn_layer0_head_3_entropy_norm', 'attn_layer5_head_0_entropy_norm', 'attn_layer28_head_8_entropy_norm', 'activation_cos_sim_layer_30', 'attn_layer23_head_11_entropy_norm', 'attn_layer27_head_17_entropy_norm', 'attn_layer3_head_0_entropy_norm', 'cka_layer_4', 'attn_layer8_head_17_entropy_norm', 'attn_layer11_head_19_entropy_norm', 'attn_layer6_head_16_entropy_norm', 'attn_layer12_head_8_entropy_no
...
3_head_3_entropy_norm', 'activation_cos_sim_layer_25', 'attn_layer5_head_9_entropy_norm', 'attn_layer20_head_0_entropy_norm', 'attn_layer30_head_15_entropy_norm', 'attn_layer15_head_0_entropy_norm', 'cka_layer_35', 'attn_layer24_head_10_entropy_norm', 'attn_layer20_head_1_entropy_norm', 'attn_layer19_head_3_entropy_norm', 'attn_layer13_head_17_entropy_norm', 'activation_l2_dist_layer_29', 'attn_layer35_head_17_entropy_norm', 'attn_layer24_head_9_entropy_norm', 'attn_layer1_head_13_entropy_norm', 'attn_layer21_head_16_entropy_norm', 'activation_l2_dist_layer_22', 'attn_layer9_head_19_entropy_norm', 'cka_layer_2', 'attn_layer5_head_18_entropy_norm', 'attn_layer23_head_2_entropy_norm', 'attn_layer10_head_1_entropy_norm', 'attn_layer4_head_2_entropy_norm', 'attn_layer0_head_6_entropy_norm', 'attn_layer19_head_9_entropy_norm', 'attn_layer29_head_16_entropy_norm', 'attn_layer4_head_13_entropy_norm', 'activation_l2_dist_layer_30', 'attn_layer28_head_14_entropy_norm', 'attn_layer19_head_1_entropy_norm', 'attn_layer0_head_11_entropy_norm', 'cka_layer_24', 'attn_layer35_head_10_entropy_norm', 'attn_layer32_head_4_entropy_norm', 'attn_layer30_head_1_entropy_norm', 'attn_layer24_head_11_entropy_norm', 'attn_layer21_head_11_entropy_norm', 'attn_layer0_head_15_entropy_norm', 'attn_layer10_head_17_entropy_norm', 'attn_layer33_head_17_entropy_norm', 'attn_layer22_head_7_entropy_norm', 'attn_layer28_head_12_entropy_norm', 'attn_layer1_head_17_entropy_norm', 'attn_layer15_head_3_entropy_norm'}) and 1 missing columns ({'last_token_kl'}).

This happened while the csv dataset builder was generating data using

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'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/qwen2.5_1.5b/synonym/30/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/qwen2.5_1.5b/synonym/35/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/qwen2.5_1.5b/synonym/40/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/qwen2.5_1.5b/synonym/45/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/qwen2.5_1.5b/synonym/5/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/qwen2.5_1.5b/synonym/50/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/qwen2.5_1.5b/token/10/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/qwen2.5_1.5b/token/15/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/qwen2.5_1.5b/token/20/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/qwen2.5_1.5b/token/25/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/qwen2.5_1.5b/token/30/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/qwen2.5_1.5b/token/35/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/qwen2.5_1.5b/token/40/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/qwen2.5_1.5b/token/45/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/qwen2.5_1.5b/token/5/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/qwen2.5_1.5b/token/50/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/qwen2.5_1.5b/typo/10/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/qwen2.5_1.5b/typo/15/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/qwen2.5_1.5b/typo/20/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/qwen2.5_1.5b/typo/25/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/qwen2.5_1.5b/typo/30/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/qwen2.5_1.5b/typo/35/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/qwen2.5_1.5b/typo/40/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/qwen2.5_1.5b/typo/45/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/qwen2.5_1.5b/typo/5/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/qwen2.5_1.5b/typo/50/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/qwen2.5_1.5b/word/10/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/qwen2.5_1.5b/word/15/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/qwen2.5_1.5b/word/20/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/qwen2.5_1.5b/word/25/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/qwen2.5_1.5b/word/30/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/qwen2.5_1.5b/word/35/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/qwen2.5_1.5b/word/40/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/qwen2.5_1.5b/word/45/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/qwen2.5_1.5b/word/5/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/qwen2.5_1.5b/word/50/evals.csv']

Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1848, in _prepare_split_single
                  writer.write_table(table)
                  ~~~~~~~~~~~~~~~~~~^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 765, in write_table
                  self._write_table(pa_table, writer_batch_size=writer_batch_size)
                  ~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 773, in _write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2378, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2306, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              sample: int64
              nll: double
              nll_base: double
              output_divergence: double
              activation_cka_layer_0: double
              activation_cka_layer_1: double
              activation_cka_layer_2: double
              activation_cka_layer_3: double
              activation_cka_layer_4: double
              activation_cka_layer_5: double
              activation_cka_layer_6: double
              activation_cka_layer_7: double
              activation_cka_layer_8: double
              activation_cka_layer_9: double
              activation_cka_layer_10: double
              activation_cka_layer_11: double
              activation_cka_layer_12: double
              activation_cka_layer_13: double
              activation_cka_layer_14: double
              activation_cka_layer_15: double
              activation_cka_layer_16: double
              activation_cka_layer_17: double
              activation_cka_layer_18: double
              activation_cka_layer_19: double
              activation_cka_layer_20: double
              activation_cka_layer_21: double
              activation_cka_layer_22: double
              activation_cka_layer_23: double
              activation_cka_layer_24: double
              activation_cka_layer_25: double
              activation_cka_layer_26: double
              activation_cka_layer_27: double
              activation_cka_layer_28: double
              activation_cka_layer_29: double
              activation_cka_layer_30: double
              activation_cka_layer_31: double
              activation_cka_layer_32: double
              activation_cka_layer_33: double
              activation_cka_layer_34: double
              activation_cka_layer_35: double
              activation_cka_layer_36: double
              token_in_sample: int64
              activation_cos_sim_layer_0: double
              activation_l2_dist_layer_0: double
              activation_cos_sim_layer_1: double
              activation_l2_dist_layer_1: double
              activation_cos_sim_layer_2: double
              activation_l2_dist_layer_2: double
              activation_cos_sim_layer
              ...
              uble
              attn_layer34_head_7_entropy_norm: double
              attn_layer34_head_8_entropy_norm: double
              attn_layer34_head_9_entropy_norm: double
              attn_layer34_head_10_entropy_norm: double
              attn_layer34_head_11_entropy_norm: double
              attn_layer34_head_12_entropy_norm: double
              attn_layer34_head_13_entropy_norm: double
              attn_layer34_head_14_entropy_norm: double
              attn_layer34_head_15_entropy_norm: double
              attn_layer34_head_16_entropy_norm: double
              attn_layer34_head_17_entropy_norm: double
              attn_layer34_head_18_entropy_norm: double
              attn_layer34_head_19_entropy_norm: double
              attn_layer35_head_0_entropy_norm: double
              attn_layer35_head_1_entropy_norm: double
              attn_layer35_head_2_entropy_norm: double
              attn_layer35_head_3_entropy_norm: double
              attn_layer35_head_4_entropy_norm: double
              attn_layer35_head_5_entropy_norm: double
              attn_layer35_head_6_entropy_norm: double
              attn_layer35_head_7_entropy_norm: double
              attn_layer35_head_8_entropy_norm: double
              attn_layer35_head_9_entropy_norm: double
              attn_layer35_head_10_entropy_norm: double
              attn_layer35_head_11_entropy_norm: double
              attn_layer35_head_12_entropy_norm: double
              attn_layer35_head_13_entropy_norm: double
              attn_layer35_head_14_entropy_norm: double
              attn_layer35_head_15_entropy_norm: double
              attn_layer35_head_16_entropy_norm: double
              attn_layer35_head_17_entropy_norm: double
              attn_layer35_head_18_entropy_norm: double
              attn_layer35_head_19_entropy_norm: double
              logit_kl: double
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 178151
              to
              {'sample': Value('int64'), 'nll': Value('float64'), 'output_divergence': Value('float64'), 'last_token_kl': Value('float64'), 'activation_cka_layer_0': Value('float64'), 'activation_cka_layer_1': Value('float64'), 'activation_cka_layer_2': Value('float64'), 'activation_cka_layer_3': Value('float64'), 'activation_cka_layer_4': Value('float64'), 'activation_cka_layer_5': Value('float64'), 'activation_cka_layer_6': Value('float64'), 'activation_cka_layer_7': Value('float64'), 'activation_cka_layer_8': Value('float64'), 'activation_cka_layer_9': Value('float64'), 'activation_cka_layer_10': Value('float64'), 'activation_cka_layer_11': Value('float64'), 'activation_cka_layer_12': Value('float64'), 'activation_cka_layer_13': Value('float64'), 'activation_cka_layer_14': Value('float64'), 'activation_cka_layer_15': Value('float64'), 'activation_cka_layer_16': Value('float64'), 'activation_cka_layer_17': Value('float64'), 'activation_cka_layer_18': Value('float64'), 'activation_cka_layer_19': Value('float64'), 'activation_cka_layer_20': Value('float64'), 'activation_cka_layer_21': Value('float64'), 'activation_cka_layer_22': Value('float64'), 'activation_cka_layer_23': Value('float64'), 'activation_cka_layer_24': Value('float64'), 'activation_cka_layer_25': Value('float64'), 'activation_cka_layer_26': Value('float64'), 'activation_cka_layer_27': Value('float64'), 'activation_cka_layer_28': Value('float64'), 'activation_cka_layer_29': Value('float64'), 'activation_cka_layer_30': Value('
              ...
              er_28': Value('float64'), 'intrinsic_dim_mknn_perturbed_layer_28': Value('float64'), 'intrinsic_dim_mknn_change_layer_28': Value('float64'), 'intrinsic_dim_mknn_clean_layer_29': Value('float64'), 'intrinsic_dim_mknn_perturbed_layer_29': Value('float64'), 'intrinsic_dim_mknn_change_layer_29': Value('float64'), 'intrinsic_dim_mknn_clean_layer_30': Value('float64'), 'intrinsic_dim_mknn_perturbed_layer_30': Value('float64'), 'intrinsic_dim_mknn_change_layer_30': Value('float64'), 'intrinsic_dim_mknn_clean_layer_31': Value('float64'), 'intrinsic_dim_mknn_perturbed_layer_31': Value('float64'), 'intrinsic_dim_mknn_change_layer_31': Value('float64'), 'intrinsic_dim_mknn_clean_layer_32': Value('float64'), 'intrinsic_dim_mknn_perturbed_layer_32': Value('float64'), 'intrinsic_dim_mknn_change_layer_32': Value('float64'), 'intrinsic_dim_mknn_clean_layer_33': Value('float64'), 'intrinsic_dim_mknn_perturbed_layer_33': Value('float64'), 'intrinsic_dim_mknn_change_layer_33': Value('float64'), 'intrinsic_dim_mknn_clean_layer_34': Value('float64'), 'intrinsic_dim_mknn_perturbed_layer_34': Value('float64'), 'intrinsic_dim_mknn_change_layer_34': Value('float64'), 'intrinsic_dim_mknn_clean_layer_35': Value('float64'), 'intrinsic_dim_mknn_perturbed_layer_35': Value('float64'), 'intrinsic_dim_mknn_change_layer_35': Value('float64'), 'intrinsic_dim_mknn_clean_layer_36': Value('float64'), 'intrinsic_dim_mknn_perturbed_layer_36': Value('float64'), 'intrinsic_dim_mknn_change_layer_36': Value('float64')}
              because column names don't match
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      builder, max_dataset_size_bytes=max_dataset_size_bytes
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                  ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1694, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ~~~~~~~~~~~~~~~~~~~~~~~~~~^
                      gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  ):
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1850, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
                  ...<4 lines>...
                  )
              datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
              
              All the data files must have the same columns, but at some point there are 834 new columns ({'attn_layer7_head_4_entropy_norm', 'attn_layer24_head_17_entropy_norm', 'attn_layer2_head_2_entropy_norm', 'attn_layer12_head_4_entropy_norm', 'attn_layer30_head_11_entropy_norm', 'attn_layer35_head_7_entropy_norm', 'attn_layer29_head_2_entropy_norm', 'attn_layer13_head_7_entropy_norm', 'attn_layer15_head_10_entropy_norm', 'attn_layer12_head_13_entropy_norm', 'cka_layer_5', 'attn_layer2_head_19_entropy_norm', 'attn_layer3_head_18_entropy_norm', 'attn_layer17_head_9_entropy_norm', 'attn_layer18_head_8_entropy_norm', 'attn_layer16_head_6_entropy_norm', 'attn_layer32_head_11_entropy_norm', 'attn_layer10_head_9_entropy_norm', 'attn_layer2_head_1_entropy_norm', 'attn_layer26_head_0_entropy_norm', 'attn_layer10_head_16_entropy_norm', 'attn_layer35_head_15_entropy_norm', 'attn_layer31_head_5_entropy_norm', 'attn_layer35_head_8_entropy_norm', 'attn_layer9_head_15_entropy_norm', 'attn_layer10_head_2_entropy_norm', 'attn_layer21_head_0_entropy_norm', 'attn_layer26_head_9_entropy_norm', 'attn_layer30_head_2_entropy_norm', 'attn_layer2_head_11_entropy_norm', 'attn_layer2_head_4_entropy_norm', 'attn_layer0_head_3_entropy_norm', 'attn_layer5_head_0_entropy_norm', 'attn_layer28_head_8_entropy_norm', 'activation_cos_sim_layer_30', 'attn_layer23_head_11_entropy_norm', 'attn_layer27_head_17_entropy_norm', 'attn_layer3_head_0_entropy_norm', 'cka_layer_4', 'attn_layer8_head_17_entropy_norm', 'attn_layer11_head_19_entropy_norm', 'attn_layer6_head_16_entropy_norm', 'attn_layer12_head_8_entropy_no
              ...
              3_head_3_entropy_norm', 'activation_cos_sim_layer_25', 'attn_layer5_head_9_entropy_norm', 'attn_layer20_head_0_entropy_norm', 'attn_layer30_head_15_entropy_norm', 'attn_layer15_head_0_entropy_norm', 'cka_layer_35', 'attn_layer24_head_10_entropy_norm', 'attn_layer20_head_1_entropy_norm', 'attn_layer19_head_3_entropy_norm', 'attn_layer13_head_17_entropy_norm', 'activation_l2_dist_layer_29', 'attn_layer35_head_17_entropy_norm', 'attn_layer24_head_9_entropy_norm', 'attn_layer1_head_13_entropy_norm', 'attn_layer21_head_16_entropy_norm', 'activation_l2_dist_layer_22', 'attn_layer9_head_19_entropy_norm', 'cka_layer_2', 'attn_layer5_head_18_entropy_norm', 'attn_layer23_head_2_entropy_norm', 'attn_layer10_head_1_entropy_norm', 'attn_layer4_head_2_entropy_norm', 'attn_layer0_head_6_entropy_norm', 'attn_layer19_head_9_entropy_norm', 'attn_layer29_head_16_entropy_norm', 'attn_layer4_head_13_entropy_norm', 'activation_l2_dist_layer_30', 'attn_layer28_head_14_entropy_norm', 'attn_layer19_head_1_entropy_norm', 'attn_layer0_head_11_entropy_norm', 'cka_layer_24', 'attn_layer35_head_10_entropy_norm', 'attn_layer32_head_4_entropy_norm', 'attn_layer30_head_1_entropy_norm', 'attn_layer24_head_11_entropy_norm', 'attn_layer21_head_11_entropy_norm', 'attn_layer0_head_15_entropy_norm', 'attn_layer10_head_17_entropy_norm', 'attn_layer33_head_17_entropy_norm', 'attn_layer22_head_7_entropy_norm', 'attn_layer28_head_12_entropy_norm', 'attn_layer1_head_17_entropy_norm', 'attn_layer15_head_3_entropy_norm'}) and 1 missing columns ({'last_token_kl'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/emizfliu/mechanistic-robustness/models/gpt2-large/char/0/evals.csv (at revision 9e864239dc263adb6803d9190d22db0b28a82ced), ['hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/gpt2-large/adv/10/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/gpt2-large/adv/15/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/gpt2-large/adv/20/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/gpt2-large/adv/25/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/gpt2-large/adv/30/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/gpt2-large/adv/35/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/gpt2-large/adv/40/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/gpt2-large/adv/45/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/gpt2-large/adv/5/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/gpt2-large/adv/50/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/gpt2-large/char/0/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/gpt2-large/char/10/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/gpt2-large/char/15/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/gpt2-large/char/20/evals.csv', 'hf://datasets/emizfliu/mechanistic-robustness@9e864239dc263adb6803d9190d22db0b28a82ced/gpt2-large/char/25/evals.csv', 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              Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)

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float64	activation_cka_layer_29 float64	activation_cka_layer_30 float64	activation_cka_layer_31 float64	activation_cka_layer_32 float64	activation_cka_layer_33 float64	activation_cka_layer_34 float64	activation_cka_layer_35 float64	activation_cka_layer_36 float64	intrinsic_dim_clean_layer_0 float64	intrinsic_dim_perturbed_layer_0 float64	intrinsic_dim_change_layer_0 float64	intrinsic_dim_clean_layer_1 float64	intrinsic_dim_perturbed_layer_1 float64	intrinsic_dim_change_layer_1 float64	intrinsic_dim_clean_layer_2 float64	intrinsic_dim_perturbed_layer_2 float64	intrinsic_dim_change_layer_2 float64	intrinsic_dim_clean_layer_3 float64	intrinsic_dim_perturbed_layer_3 float64	intrinsic_dim_change_layer_3 float64	intrinsic_dim_clean_layer_4 float64	intrinsic_dim_perturbed_layer_4 float64	intrinsic_dim_change_layer_4 float64	intrinsic_dim_clean_layer_5 float64	intrinsic_dim_perturbed_layer_5 float64	intrinsic_dim_change_layer_5 float64	intrinsic_dim_clean_layer_6 float64	intrinsic_dim_perturbed_layer_6 float64	intrinsic_dim_change_layer_6 float64	intrinsic_dim_clean_layer_7 float64	intrinsic_dim_perturbed_layer_7 float64	intrinsic_dim_change_layer_7 float64	intrinsic_dim_clean_layer_8 float64	intrinsic_dim_perturbed_layer_8 float64	intrinsic_dim_change_layer_8 float64	intrinsic_dim_clean_layer_9 float64	intrinsic_dim_perturbed_layer_9 float64	intrinsic_dim_change_layer_9 float64	intrinsic_dim_clean_layer_10 float64	intrinsic_dim_perturbed_layer_10 float64	intrinsic_dim_change_layer_10 float64	intrinsic_dim_clean_layer_11 float64	intrinsic_dim_perturbed_layer_11 float64	intrinsic_dim_change_layer_11 float64	intrinsic_dim_clean_layer_12 float64	intrinsic_dim_perturbed_layer_12 float64	intrinsic_dim_change_layer_12 float64	intrinsic_dim_clean_layer_13 float64	intrinsic_dim_perturbed_layer_13 float64	intrinsic_dim_change_layer_13 float64	intrinsic_dim_clean_layer_14 float64	intrinsic_dim_perturbed_layer_14 float64	intrinsic_dim_change_layer_14 float64	intrinsic_dim_clean_layer_15 float64	intrinsic_dim_perturbed_layer_15 float64	intrinsic_dim_change_layer_15 float64	intrinsic_dim_clean_layer_16 float64	intrinsic_dim_perturbed_layer_16 float64	intrinsic_dim_change_layer_16 float64	intrinsic_dim_clean_layer_17 float64	intrinsic_dim_perturbed_layer_17 float64	intrinsic_dim_change_layer_17 float64	intrinsic_dim_clean_layer_18 float64	intrinsic_dim_perturbed_layer_18 float64	intrinsic_dim_change_layer_18 float64	intrinsic_dim_clean_layer_19 float64	intrinsic_dim_perturbed_layer_19 float64	intrinsic_dim_change_layer_19 float64	intrinsic_dim_clean_layer_20 float64	intrinsic_dim_perturbed_layer_20 float64	intrinsic_dim_change_layer_20 float64	intrinsic_dim_clean_layer_21 float64	intrinsic_dim_perturbed_layer_21 float64	intrinsic_dim_change_layer_21 float64	intrinsic_dim_clean_layer_22 float64	intrinsic_dim_perturbed_layer_22 float64	intrinsic_dim_change_layer_22 float64	intrinsic_dim_clean_layer_23 float64	intrinsic_dim_perturbed_layer_23 float64	intrinsic_dim_change_layer_23 float64	intrinsic_dim_clean_layer_24 float64	intrinsic_dim_perturbed_layer_24 float64	intrinsic_dim_change_layer_24 float64	intrinsic_dim_clean_layer_25 float64	intrinsic_dim_perturbed_layer_25 float64	intrinsic_dim_change_layer_25 float64	intrinsic_dim_clean_layer_26 float64	intrinsic_dim_perturbed_layer_26 float64	intrinsic_dim_change_layer_26 float64	intrinsic_dim_clean_layer_27 float64	intrinsic_dim_perturbed_layer_27 float64	intrinsic_dim_change_layer_27 float64	intrinsic_dim_clean_layer_28 float64	intrinsic_dim_perturbed_layer_28 float64	intrinsic_dim_change_layer_28 float64	intrinsic_dim_clean_layer_29 float64	intrinsic_dim_perturbed_layer_29 float64	intrinsic_dim_change_layer_29 float64	intrinsic_dim_clean_layer_30 float64	intrinsic_dim_perturbed_layer_30 float64	intrinsic_dim_change_layer_30 float64	intrinsic_dim_clean_layer_31 float64	intrinsic_dim_perturbed_layer_31 float64	intrinsic_dim_change_layer_31 float64	intrinsic_dim_clean_layer_32 float64	intrinsic_dim_perturbed_layer_32 float64	intrinsic_dim_change_layer_32 float64	intrinsic_dim_clean_layer_33 float64	intrinsic_dim_perturbed_layer_33 float64	intrinsic_dim_change_layer_33 float64	intrinsic_dim_clean_layer_34 float64	intrinsic_dim_perturbed_layer_34 float64	intrinsic_dim_change_layer_34 float64	intrinsic_dim_clean_layer_35 float64	intrinsic_dim_perturbed_layer_35 float64	intrinsic_dim_change_layer_35 float64	intrinsic_dim_clean_layer_36 float64	intrinsic_dim_perturbed_layer_36 float64	intrinsic_dim_change_layer_36 float64	intrinsic_dim_mknn_clean_layer_0 float64	intrinsic_dim_mknn_perturbed_layer_0 float64	intrinsic_dim_mknn_change_layer_0 float64	intrinsic_dim_mknn_clean_layer_1 float64	intrinsic_dim_mknn_perturbed_layer_1 float64	intrinsic_dim_mknn_change_layer_1 float64	intrinsic_dim_mknn_clean_layer_2 float64	intrinsic_dim_mknn_perturbed_layer_2 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float64	intrinsic_dim_mknn_perturbed_layer_10 float64	intrinsic_dim_mknn_change_layer_10 float64	intrinsic_dim_mknn_clean_layer_11 float64	intrinsic_dim_mknn_perturbed_layer_11 float64	intrinsic_dim_mknn_change_layer_11 float64	intrinsic_dim_mknn_clean_layer_12 float64	intrinsic_dim_mknn_perturbed_layer_12 float64	intrinsic_dim_mknn_change_layer_12 float64	intrinsic_dim_mknn_clean_layer_13 float64	intrinsic_dim_mknn_perturbed_layer_13 float64	intrinsic_dim_mknn_change_layer_13 float64	intrinsic_dim_mknn_clean_layer_14 float64	intrinsic_dim_mknn_perturbed_layer_14 float64	intrinsic_dim_mknn_change_layer_14 float64	intrinsic_dim_mknn_clean_layer_15 float64	intrinsic_dim_mknn_perturbed_layer_15 float64	intrinsic_dim_mknn_change_layer_15 float64	intrinsic_dim_mknn_clean_layer_16 float64	intrinsic_dim_mknn_perturbed_layer_16 float64	intrinsic_dim_mknn_change_layer_16 float64	intrinsic_dim_mknn_clean_layer_17 float64	intrinsic_dim_mknn_perturbed_layer_17 float64	intrinsic_dim_mknn_change_layer_17 float64	intrinsic_dim_mknn_clean_layer_18 float64	intrinsic_dim_mknn_perturbed_layer_18 float64	intrinsic_dim_mknn_change_layer_18 float64	intrinsic_dim_mknn_clean_layer_19 float64	intrinsic_dim_mknn_perturbed_layer_19 float64	intrinsic_dim_mknn_change_layer_19 float64	intrinsic_dim_mknn_clean_layer_20 float64	intrinsic_dim_mknn_perturbed_layer_20 float64	intrinsic_dim_mknn_change_layer_20 float64	intrinsic_dim_mknn_clean_layer_21 float64	intrinsic_dim_mknn_perturbed_layer_21 float64	intrinsic_dim_mknn_change_layer_21 float64	intrinsic_dim_mknn_clean_layer_22 float64	intrinsic_dim_mknn_perturbed_layer_22 float64	intrinsic_dim_mknn_change_layer_22 float64	intrinsic_dim_mknn_clean_layer_23 float64	intrinsic_dim_mknn_perturbed_layer_23 float64	intrinsic_dim_mknn_change_layer_23 float64	intrinsic_dim_mknn_clean_layer_24 float64	intrinsic_dim_mknn_perturbed_layer_24 float64	intrinsic_dim_mknn_change_layer_24 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float64	intrinsic_dim_mknn_perturbed_layer_32 float64	intrinsic_dim_mknn_change_layer_32 float64	intrinsic_dim_mknn_clean_layer_33 float64	intrinsic_dim_mknn_perturbed_layer_33 float64	intrinsic_dim_mknn_change_layer_33 float64	intrinsic_dim_mknn_clean_layer_34 float64	intrinsic_dim_mknn_perturbed_layer_34 float64	intrinsic_dim_mknn_change_layer_34 float64	intrinsic_dim_mknn_clean_layer_35 float64	intrinsic_dim_mknn_perturbed_layer_35 float64	intrinsic_dim_mknn_change_layer_35 float64	intrinsic_dim_mknn_clean_layer_36 float64	intrinsic_dim_mknn_perturbed_layer_36 float64	intrinsic_dim_mknn_change_layer_36 float64
0	5.575492	0.353902	0.05191	0.907577	0.89336	0.895438	0.908516	0.912906	0.90852	0.909473	0.910053	0.90717	0.906356	0.90503	0.905183	0.905269	0.904825	0.90125	0.903545	0.905546	0.908127	0.910577	0.911286	0.910611	0.909522	0.906589	0.902498	0.89788	0.892431	0.886738	0.881561	0.874843	0.863376	0.856506	0.845308	0.837515	0.832763	0.8277	0.828885	0.844749	4.367864	4.782222	0.414359	3.305525	3.353722	0.048197	3.744372	3.83875	0.094378	3.989439	4.076159	0.086719	4.316695	4.373419	0.056724	4.793278	4.85825	0.064972	5.350549	5.525546	0.174996	5.706372	6.006946	0.300574	5.914716	6.281013	0.366296	6.058733	6.477973	0.41924	6.369691	6.844844	0.475153	6.678222	7.18819	0.509967	6.871724	7.540051	0.668327	7.061818	7.667619	0.605802	7.245303	7.987822	0.742518	7.480356	8.40379	0.923434	7.662292	8.702075	1.039783	7.753113	8.845066	1.091953	7.771559	8.904643	1.133084	7.766085	8.75305	0.986965	7.672911	8.523902	0.850991	7.663996	8.435143	0.771146	7.631412	8.352778	0.721367	7.656024	8.227589	0.571565	7.486512	8.032555	0.546043	7.415479	7.799799	0.38432	7.35879	7.704833	0.346043	7.300085	7.6871	0.387015	7.147223	7.568882	0.421659	7.037182	7.449457	0.412275	7.035226	7.358093	0.322867	6.993222	7.311807	0.318584	7.007823	7.308412	0.300588	6.998176	7.297924	0.299748	7.136641	7.561633	0.424993	7.580698	8.092664	0.511966	7.675741	8.250739	0.574998	0.133244	0.623058	0.489814	0.508092	0.46473	-0.043362	0.491952	0.45627	-0.035681	0.58085	0.520768	-0.060082	0.689148	0.604926	-0.084222	0.799064	0.718032	-0.081031	0.733767	0.667742	-0.066025	0.721164	0.66067	-0.060494	0.701675	0.64613	-0.055546	0.689524	0.638211	-0.051313	0.690833	0.642164	-0.048669	0.687703	0.641244	-0.046459	0.713119	0.665794	-0.047324	0.738923	0.690818	-0.048106	0.781274	0.728277	-0.052997	0.785331	0.733634	-0.051697	0.789741	0.737628	-0.052113	0.841299	0.785459	-0.055841	1.0247	0.945915	-0.078785	1.038316	1.193527	0.155211	1.010006	1.380987	0.370981	1.049839	1.452274	0.402435	1.016588	1.373096	0.356509	1.058899	1.27847	0.219572	1.031989	1.182588	0.150599	1.046607	1.097773	0.051166	1.043916	1.0291	-0.014816	0.998051	0.961093	-0.036958	0.937496	0.909267	-0.028229	0.885055	0.863853	-0.021202	0.842485	0.826698	-0.015788	0.806505	0.794214	-0.01229	0.77762	0.768718	-0.008903	0.742189	0.735432	-0.006757	0.716064	0.710316	-0.005748	0.936476	0.929218	-0.007258	1.004921	1.055298	0.050377
1	5.054626	0.334702	0.01194	0.925547	0.892391	0.932753	0.936854	0.938761	0.936265	0.9396	0.940032	0.940668	0.940095	0.939418	0.942624	0.941802	0.942299	0.943508	0.944537	0.945828	0.947531	0.949302	0.951016	0.951418	0.951578	0.949638	0.94792	0.945617	0.940887	0.935667	0.926957	0.921987	0.915443	0.908128	0.899902	0.890973	0.886984	0.880634	0.880078	0.898765	4.367864	4.782222	0.414359	3.305525	3.353722	0.048197	3.744372	3.83875	0.094378	3.989439	4.076159	0.086719	4.316695	4.373419	0.056724	4.793278	4.85825	0.064972	5.350549	5.525546	0.174996	5.706372	6.006946	0.300574	5.914716	6.281013	0.366296	6.058733	6.477973	0.41924	6.369691	6.844844	0.475153	6.678222	7.18819	0.509967	6.871724	7.540051	0.668327	7.061818	7.667619	0.605802	7.245303	7.987822	0.742518	7.480356	8.40379	0.923434	7.662292	8.702075	1.039783	7.753113	8.845066	1.091953	7.771559	8.904643	1.133084	7.766085	8.75305	0.986965	7.672911	8.523902	0.850991	7.663996	8.435143	0.771146	7.631412	8.352778	0.721367	7.656024	8.227589	0.571565	7.486512	8.032555	0.546043	7.415479	7.799799	0.38432	7.35879	7.704833	0.346043	7.300085	7.6871	0.387015	7.147223	7.568882	0.421659	7.037182	7.449457	0.412275	7.035226	7.358093	0.322867	6.993222	7.311807	0.318584	7.007823	7.308412	0.300588	6.998176	7.297924	0.299748	7.136641	7.561633	0.424993	7.580698	8.092664	0.511966	7.675741	8.250739	0.574998	0.133244	0.623058	0.489814	0.508092	0.46473	-0.043362	0.491952	0.45627	-0.035681	0.58085	0.520768	-0.060082	0.689148	0.604926	-0.084222	0.799064	0.718032	-0.081031	0.733767	0.667742	-0.066025	0.721164	0.66067	-0.060494	0.701675	0.64613	-0.055546	0.689524	0.638211	-0.051313	0.690833	0.642164	-0.048669	0.687703	0.641244	-0.046459	0.713119	0.665794	-0.047324	0.738923	0.690818	-0.048106	0.781274	0.728277	-0.052997	0.785331	0.733634	-0.051697	0.789741	0.737628	-0.052113	0.841299	0.785459	-0.055841	1.0247	0.945915	-0.078785	1.038316	1.193527	0.155211	1.010006	1.380987	0.370981	1.049839	1.452274	0.402435	1.016588	1.373096	0.356509	1.058899	1.27847	0.219572	1.031989	1.182588	0.150599	1.046607	1.097773	0.051166	1.043916	1.0291	-0.014816	0.998051	0.961093	-0.036958	0.937496	0.909267	-0.028229	0.885055	0.863853	-0.021202	0.842485	0.826698	-0.015788	0.806505	0.794214	-0.01229	0.77762	0.768718	-0.008903	0.742189	0.735432	-0.006757	0.716064	0.710316	-0.005748	0.936476	0.929218	-0.007258	1.004921	1.055298	0.050377
2	5.272959	0.352518	4.925781	0.700663	0.576216	0.608462	0.611893	0.619136	0.634034	0.649778	0.66481	0.670871	0.680062	0.6966	0.701722	0.713122	0.727545	0.739125	0.753715	0.760072	0.767532	0.774738	0.77934	0.776891	0.776036	0.772299	0.76964	0.765669	0.759176	0.754546	0.745958	0.731071	0.72169	0.702226	0.689257	0.681363	0.665465	0.656858	0.648062	0.669819	4.367864	4.782222	0.414359	3.305525	3.353722	0.048197	3.744372	3.83875	0.094378	3.989439	4.076159	0.086719	4.316695	4.373419	0.056724	4.793278	4.85825	0.064972	5.350549	5.525546	0.174996	5.706372	6.006946	0.300574	5.914716	6.281013	0.366296	6.058733	6.477973	0.41924	6.369691	6.844844	0.475153	6.678222	7.18819	0.509967	6.871724	7.540051	0.668327	7.061818	7.667619	0.605802	7.245303	7.987822	0.742518	7.480356	8.40379	0.923434	7.662292	8.702075	1.039783	7.753113	8.845066	1.091953	7.771559	8.904643	1.133084	7.766085	8.75305	0.986965	7.672911	8.523902	0.850991	7.663996	8.435143	0.771146	7.631412	8.352778	0.721367	7.656024	8.227589	0.571565	7.486512	8.032555	0.546043	7.415479	7.799799	0.38432	7.35879	7.704833	0.346043	7.300085	7.6871	0.387015	7.147223	7.568882	0.421659	7.037182	7.449457	0.412275	7.035226	7.358093	0.322867	6.993222	7.311807	0.318584	7.007823	7.308412	0.300588	6.998176	7.297924	0.299748	7.136641	7.561633	0.424993	7.580698	8.092664	0.511966	7.675741	8.250739	0.574998	0.133244	0.623058	0.489814	0.508092	0.46473	-0.043362	0.491952	0.45627	-0.035681	0.58085	0.520768	-0.060082	0.689148	0.604926	-0.084222	0.799064	0.718032	-0.081031	0.733767	0.667742	-0.066025	0.721164	0.66067	-0.060494	0.701675	0.64613	-0.055546	0.689524	0.638211	-0.051313	0.690833	0.642164	-0.048669	0.687703	0.641244	-0.046459	0.713119	0.665794	-0.047324	0.738923	0.690818	-0.048106	0.781274	0.728277	-0.052997	0.785331	0.733634	-0.051697	0.789741	0.737628	-0.052113	0.841299	0.785459	-0.055841	1.0247	0.945915	-0.078785	1.038316	1.193527	0.155211	1.010006	1.380987	0.370981	1.049839	1.452274	0.402435	1.016588	1.373096	0.356509	1.058899	1.27847	0.219572	1.031989	1.182588	0.150599	1.046607	1.097773	0.051166	1.043916	1.0291	-0.014816	0.998051	0.961093	-0.036958	0.937496	0.909267	-0.028229	0.885055	0.863853	-0.021202	0.842485	0.826698	-0.015788	0.806505	0.794214	-0.01229	0.77762	0.768718	-0.008903	0.742189	0.735432	-0.006757	0.716064	0.710316	-0.005748	0.936476	0.929218	-0.007258	1.004921	1.055298	0.050377
3	5.792303	0.297248	0.136353	0.896198	0.855784	0.885709	0.896116	0.904478	0.90256	0.899456	0.898364	0.897198	0.897915	0.900128	0.90083	0.90169	0.902359	0.902921	0.90382	0.907225	0.912041	0.918953	0.922107	0.924207	0.923999	0.92054	0.915888	0.914037	0.910096	0.908065	0.904605	0.898701	0.892662	0.886855	0.883264	0.877923	0.879831	0.880925	0.885751	0.902531	4.367864	4.782222	0.414359	3.305525	3.353722	0.048197	3.744372	3.83875	0.094378	3.989439	4.076159	0.086719	4.316695	4.373419	0.056724	4.793278	4.85825	0.064972	5.350549	5.525546	0.174996	5.706372	6.006946	0.300574	5.914716	6.281013	0.366296	6.058733	6.477973	0.41924	6.369691	6.844844	0.475153	6.678222	7.18819	0.509967	6.871724	7.540051	0.668327	7.061818	7.667619	0.605802	7.245303	7.987822	0.742518	7.480356	8.40379	0.923434	7.662292	8.702075	1.039783	7.753113	8.845066	1.091953	7.771559	8.904643	1.133084	7.766085	8.75305	0.986965	7.672911	8.523902	0.850991	7.663996	8.435143	0.771146	7.631412	8.352778	0.721367	7.656024	8.227589	0.571565	7.486512	8.032555	0.546043	7.415479	7.799799	0.38432	7.35879	7.704833	0.346043	7.300085	7.6871	0.387015	7.147223	7.568882	0.421659	7.037182	7.449457	0.412275	7.035226	7.358093	0.322867	6.993222	7.311807	0.318584	7.007823	7.308412	0.300588	6.998176	7.297924	0.299748	7.136641	7.561633	0.424993	7.580698	8.092664	0.511966	7.675741	8.250739	0.574998	0.133244	0.623058	0.489814	0.508092	0.46473	-0.043362	0.491952	0.45627	-0.035681	0.58085	0.520768	-0.060082	0.689148	0.604926	-0.084222	0.799064	0.718032	-0.081031	0.733767	0.667742	-0.066025	0.721164	0.66067	-0.060494	0.701675	0.64613	-0.055546	0.689524	0.638211	-0.051313	0.690833	0.642164	-0.048669	0.687703	0.641244	-0.046459	0.713119	0.665794	-0.047324	0.738923	0.690818	-0.048106	0.781274	0.728277	-0.052997	0.785331	0.733634	-0.051697	0.789741	0.737628	-0.052113	0.841299	0.785459	-0.055841	1.0247	0.945915	-0.078785	1.038316	1.193527	0.155211	1.010006	1.380987	0.370981	1.049839	1.452274	0.402435	1.016588	1.373096	0.356509	1.058899	1.27847	0.219572	1.031989	1.182588	0.150599	1.046607	1.097773	0.051166	1.043916	1.0291	-0.014816	0.998051	0.961093	-0.036958	0.937496	0.909267	-0.028229	0.885055	0.863853	-0.021202	0.842485	0.826698	-0.015788	0.806505	0.794214	-0.01229	0.77762	0.768718	-0.008903	0.742189	0.735432	-0.006757	0.716064	0.710316	-0.005748	0.936476	0.929218	-0.007258	1.004921	1.055298	0.050377
4	5.798377	0.384899	0.019272	0.911876	0.869006	0.895384	0.906106	0.90813	0.911483	0.914376	0.921118	0.920075	0.921576	0.922306	0.924864	0.926247	0.92863	0.931432	0.932884	0.934797	0.936881	0.939384	0.942937	0.942972	0.941227	0.940296	0.936956	0.935753	0.932281	0.929589	0.924182	0.917022	0.910077	0.905052	0.896887	0.884795	0.878592	0.873067	0.873006	0.884633	4.367864	4.782222	0.414359	3.305525	3.353722	0.048197	3.744372	3.83875	0.094378	3.989439	4.076159	0.086719	4.316695	4.373419	0.056724	4.793278	4.85825	0.064972	5.350549	5.525546	0.174996	5.706372	6.006946	0.300574	5.914716	6.281013	0.366296	6.058733	6.477973	0.41924	6.369691	6.844844	0.475153	6.678222	7.18819	0.509967	6.871724	7.540051	0.668327	7.061818	7.667619	0.605802	7.245303	7.987822	0.742518	7.480356	8.40379	0.923434	7.662292	8.702075	1.039783	7.753113	8.845066	1.091953	7.771559	8.904643	1.133084	7.766085	8.75305	0.986965	7.672911	8.523902	0.850991	7.663996	8.435143	0.771146	7.631412	8.352778	0.721367	7.656024	8.227589	0.571565	7.486512	8.032555	0.546043	7.415479	7.799799	0.38432	7.35879	7.704833	0.346043	7.300085	7.6871	0.387015	7.147223	7.568882	0.421659	7.037182	7.449457	0.412275	7.035226	7.358093	0.322867	6.993222	7.311807	0.318584	7.007823	7.308412	0.300588	6.998176	7.297924	0.299748	7.136641	7.561633	0.424993	7.580698	8.092664	0.511966	7.675741	8.250739	0.574998	0.133244	0.623058	0.489814	0.508092	0.46473	-0.043362	0.491952	0.45627	-0.035681	0.58085	0.520768	-0.060082	0.689148	0.604926	-0.084222	0.799064	0.718032	-0.081031	0.733767	0.667742	-0.066025	0.721164	0.66067	-0.060494	0.701675	0.64613	-0.055546	0.689524	0.638211	-0.051313	0.690833	0.642164	-0.048669	0.687703	0.641244	-0.046459	0.713119	0.665794	-0.047324	0.738923	0.690818	-0.048106	0.781274	0.728277	-0.052997	0.785331	0.733634	-0.051697	0.789741	0.737628	-0.052113	0.841299	0.785459	-0.055841	1.0247	0.945915	-0.078785	1.038316	1.193527	0.155211	1.010006	1.380987	0.370981	1.049839	1.452274	0.402435	1.016588	1.373096	0.356509	1.058899	1.27847	0.219572	1.031989	1.182588	0.150599	1.046607	1.097773	0.051166	1.043916	1.0291	-0.014816	0.998051	0.961093	-0.036958	0.937496	0.909267	-0.028229	0.885055	0.863853	-0.021202	0.842485	0.826698	-0.015788	0.806505	0.794214	-0.01229	0.77762	0.768718	-0.008903	0.742189	0.735432	-0.006757	0.716064	0.710316	-0.005748	0.936476	0.929218	-0.007258	1.004921	1.055298	0.050377
5	5.740646	0.332677	5.507812	0.834477	0.754773	0.786317	0.802029	0.809008	0.813683	0.814921	0.811747	0.816584	0.820603	0.823842	0.825957	0.826893	0.824702	0.834954	0.842089	0.843435	0.844127	0.83655	0.839071	0.828153	0.827213	0.826597	0.829769	0.832632	0.834556	0.834897	0.837129	0.832914	0.826559	0.821703	0.81518	0.804811	0.793263	0.782725	0.768638	0.765788	4.367864	4.782222	0.414359	3.305525	3.353722	0.048197	3.744372	3.83875	0.094378	3.989439	4.076159	0.086719	4.316695	4.373419	0.056724	4.793278	4.85825	0.064972	5.350549	5.525546	0.174996	5.706372	6.006946	0.300574	5.914716	6.281013	0.366296	6.058733	6.477973	0.41924	6.369691	6.844844	0.475153	6.678222	7.18819	0.509967	6.871724	7.540051	0.668327	7.061818	7.667619	0.605802	7.245303	7.987822	0.742518	7.480356	8.40379	0.923434	7.662292	8.702075	1.039783	7.753113	8.845066	1.091953	7.771559	8.904643	1.133084	7.766085	8.75305	0.986965	7.672911	8.523902	0.850991	7.663996	8.435143	0.771146	7.631412	8.352778	0.721367	7.656024	8.227589	0.571565	7.486512	8.032555	0.546043	7.415479	7.799799	0.38432	7.35879	7.704833	0.346043	7.300085	7.6871	0.387015	7.147223	7.568882	0.421659	7.037182	7.449457	0.412275	7.035226	7.358093	0.322867	6.993222	7.311807	0.318584	7.007823	7.308412	0.300588	6.998176	7.297924	0.299748	7.136641	7.561633	0.424993	7.580698	8.092664	0.511966	7.675741	8.250739	0.574998	0.133244	0.623058	0.489814	0.508092	0.46473	-0.043362	0.491952	0.45627	-0.035681	0.58085	0.520768	-0.060082	0.689148	0.604926	-0.084222	0.799064	0.718032	-0.081031	0.733767	0.667742	-0.066025	0.721164	0.66067	-0.060494	0.701675	0.64613	-0.055546	0.689524	0.638211	-0.051313	0.690833	0.642164	-0.048669	0.687703	0.641244	-0.046459	0.713119	0.665794	-0.047324	0.738923	0.690818	-0.048106	0.781274	0.728277	-0.052997	0.785331	0.733634	-0.051697	0.789741	0.737628	-0.052113	0.841299	0.785459	-0.055841	1.0247	0.945915	-0.078785	1.038316	1.193527	0.155211	1.010006	1.380987	0.370981	1.049839	1.452274	0.402435	1.016588	1.373096	0.356509	1.058899	1.27847	0.219572	1.031989	1.182588	0.150599	1.046607	1.097773	0.051166	1.043916	1.0291	-0.014816	0.998051	0.961093	-0.036958	0.937496	0.909267	-0.028229	0.885055	0.863853	-0.021202	0.842485	0.826698	-0.015788	0.806505	0.794214	-0.01229	0.77762	0.768718	-0.008903	0.742189	0.735432	-0.006757	0.716064	0.710316	-0.005748	0.936476	0.929218	-0.007258	1.004921	1.055298	0.050377
6	5.140065	0.307487	0.943359	0.941136	0.897684	0.932271	0.938335	0.943931	0.942779	0.943201	0.943943	0.945575	0.946491	0.947836	0.949538	0.951111	0.953025	0.954837	0.956233	0.957197	0.95974	0.960898	0.962864	0.961879	0.963118	0.963888	0.961831	0.959456	0.957131	0.953899	0.950255	0.946157	0.943631	0.940906	0.936745	0.933618	0.932201	0.929884	0.929525	0.928046	4.367864	4.782222	0.414359	3.305525	3.353722	0.048197	3.744372	3.83875	0.094378	3.989439	4.076159	0.086719	4.316695	4.373419	0.056724	4.793278	4.85825	0.064972	5.350549	5.525546	0.174996	5.706372	6.006946	0.300574	5.914716	6.281013	0.366296	6.058733	6.477973	0.41924	6.369691	6.844844	0.475153	6.678222	7.18819	0.509967	6.871724	7.540051	0.668327	7.061818	7.667619	0.605802	7.245303	7.987822	0.742518	7.480356	8.40379	0.923434	7.662292	8.702075	1.039783	7.753113	8.845066	1.091953	7.771559	8.904643	1.133084	7.766085	8.75305	0.986965	7.672911	8.523902	0.850991	7.663996	8.435143	0.771146	7.631412	8.352778	0.721367	7.656024	8.227589	0.571565	7.486512	8.032555	0.546043	7.415479	7.799799	0.38432	7.35879	7.704833	0.346043	7.300085	7.6871	0.387015	7.147223	7.568882	0.421659	7.037182	7.449457	0.412275	7.035226	7.358093	0.322867	6.993222	7.311807	0.318584	7.007823	7.308412	0.300588	6.998176	7.297924	0.299748	7.136641	7.561633	0.424993	7.580698	8.092664	0.511966	7.675741	8.250739	0.574998	0.133244	0.623058	0.489814	0.508092	0.46473	-0.043362	0.491952	0.45627	-0.035681	0.58085	0.520768	-0.060082	0.689148	0.604926	-0.084222	0.799064	0.718032	-0.081031	0.733767	0.667742	-0.066025	0.721164	0.66067	-0.060494	0.701675	0.64613	-0.055546	0.689524	0.638211	-0.051313	0.690833	0.642164	-0.048669	0.687703	0.641244	-0.046459	0.713119	0.665794	-0.047324	0.738923	0.690818	-0.048106	0.781274	0.728277	-0.052997	0.785331	0.733634	-0.051697	0.789741	0.737628	-0.052113	0.841299	0.785459	-0.055841	1.0247	0.945915	-0.078785	1.038316	1.193527	0.155211	1.010006	1.380987	0.370981	1.049839	1.452274	0.402435	1.016588	1.373096	0.356509	1.058899	1.27847	0.219572	1.031989	1.182588	0.150599	1.046607	1.097773	0.051166	1.043916	1.0291	-0.014816	0.998051	0.961093	-0.036958	0.937496	0.909267	-0.028229	0.885055	0.863853	-0.021202	0.842485	0.826698	-0.015788	0.806505	0.794214	-0.01229	0.77762	0.768718	-0.008903	0.742189	0.735432	-0.006757	0.716064	0.710316	-0.005748	0.936476	0.929218	-0.007258	1.004921	1.055298	0.050377
7	5.68829	0.339286	0.269287	0.938255	0.86951	0.907053	0.922534	0.924116	0.923016	0.925868	0.9256	0.927836	0.928601	0.931834	0.932723	0.934515	0.935963	0.937431	0.939622	0.943148	0.946995	0.94874	0.950216	0.95062	0.95242	0.951306	0.949624	0.949152	0.947411	0.945781	0.941243	0.935781	0.924655	0.917445	0.908178	0.897178	0.890573	0.882116	0.876922	0.90296	4.367864	4.782222	0.414359	3.305525	3.353722	0.048197	3.744372	3.83875	0.094378	3.989439	4.076159	0.086719	4.316695	4.373419	0.056724	4.793278	4.85825	0.064972	5.350549	5.525546	0.174996	5.706372	6.006946	0.300574	5.914716	6.281013	0.366296	6.058733	6.477973	0.41924	6.369691	6.844844	0.475153	6.678222	7.18819	0.509967	6.871724	7.540051	0.668327	7.061818	7.667619	0.605802	7.245303	7.987822	0.742518	7.480356	8.40379	0.923434	7.662292	8.702075	1.039783	7.753113	8.845066	1.091953	7.771559	8.904643	1.133084	7.766085	8.75305	0.986965	7.672911	8.523902	0.850991	7.663996	8.435143	0.771146	7.631412	8.352778	0.721367	7.656024	8.227589	0.571565	7.486512	8.032555	0.546043	7.415479	7.799799	0.38432	7.35879	7.704833	0.346043	7.300085	7.6871	0.387015	7.147223	7.568882	0.421659	7.037182	7.449457	0.412275	7.035226	7.358093	0.322867	6.993222	7.311807	0.318584	7.007823	7.308412	0.300588	6.998176	7.297924	0.299748	7.136641	7.561633	0.424993	7.580698	8.092664	0.511966	7.675741	8.250739	0.574998	0.133244	0.623058	0.489814	0.508092	0.46473	-0.043362	0.491952	0.45627	-0.035681	0.58085	0.520768	-0.060082	0.689148	0.604926	-0.084222	0.799064	0.718032	-0.081031	0.733767	0.667742	-0.066025	0.721164	0.66067	-0.060494	0.701675	0.64613	-0.055546	0.689524	0.638211	-0.051313	0.690833	0.642164	-0.048669	0.687703	0.641244	-0.046459	0.713119	0.665794	-0.047324	0.738923	0.690818	-0.048106	0.781274	0.728277	-0.052997	0.785331	0.733634	-0.051697	0.789741	0.737628	-0.052113	0.841299	0.785459	-0.055841	1.0247	0.945915	-0.078785	1.038316	1.193527	0.155211	1.010006	1.380987	0.370981	1.049839	1.452274	0.402435	1.016588	1.373096	0.356509	1.058899	1.27847	0.219572	1.031989	1.182588	0.150599	1.046607	1.097773	0.051166	1.043916	1.0291	-0.014816	0.998051	0.961093	-0.036958	0.937496	0.909267	-0.028229	0.885055	0.863853	-0.021202	0.842485	0.826698	-0.015788	0.806505	0.794214	-0.01229	0.77762	0.768718	-0.008903	0.742189	0.735432	-0.006757	0.716064	0.710316	-0.005748	0.936476	0.929218	-0.007258	1.004921	1.055298	0.050377
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1	5.693394	0.323587	0.161987	0.877039	0.823371	0.865682	0.899096	0.906357	0.910363	0.912294	0.913959	0.916233	0.915873	0.916046	0.91735	0.91911	0.915955	0.914944	0.916599	0.916022	0.916239	0.91619	0.917906	0.9175	0.918052	0.915585	0.915361	0.915119	0.911204	0.903805	0.897058	0.891753	0.883099	0.875497	0.867749	0.858631	0.845744	0.83834	0.829568	0.861414	6.000206	6.287696	0.287489	4.098731	4.747842	0.649112	4.478191	5.449263	0.971072	4.67358	5.717062	1.043482	5.033193	6.102564	1.069371	5.586443	6.681774	1.095331	6.145177	7.291009	1.145833	6.516157	7.626218	1.110062	6.690148	7.862195	1.172048	6.770601	7.885571	1.11497	7.080512	8.147065	1.066554	7.327764	8.413095	1.085331	7.507774	8.776217	1.268443	7.661498	9.011189	1.349692	7.927528	9.320246	1.392717	8.20575	9.615507	1.409758	8.444878	9.795264	1.350387	8.543011	9.72298	1.17997	8.553256	9.638061	1.084805	8.598076	9.60032	1.002244	8.477968	9.37639	0.898422	8.395251	9.152524	0.757273	8.217072	8.904729	0.687656	8.240664	8.861021	0.620357	8.149367	8.855909	0.706542	8.012595	8.743407	0.730812	7.905886	8.613014	0.707129	7.772121	8.446011	0.673889	7.455006	8.333914	0.878908	7.34083	8.344026	1.003196	7.279911	8.297916	1.018005	7.217949	8.313196	1.095247	7.238592	8.428864	1.190272	7.160788	8.313003	1.152215	7.239037	8.474917	1.235881	7.512262	9.113657	1.601395	7.782448	9.281133	1.498685	0.628376	0.592296	-0.03608	0.478649	0.460435	-0.018214	0.512035	0.515816	0.003781	0.522483	0.561906	0.039423	0.599678	0.620821	0.021143	0.731807	0.687092	-0.044715	0.882601	0.749078	-0.133523	0.875652	0.773371	-0.102281	0.860625	0.842025	-0.0186	0.876655	0.860844	-0.015811	0.921957	0.898961	-0.022997	0.943078	0.879344	-0.063735	0.991586	0.922342	-0.069244	1.106099	0.975677	-0.130421	1.153307	1.019742	-0.133565	1.237341	1.073986	-0.163356	1.255556	1.174024	-0.081532	1.253119	1.385354	0.132235	1.210636	1.359462	0.148826	1.205495	1.340631	0.135136	1.184125	1.267796	0.08367	1.150057	1.19162	0.041563	1.151706	1.129909	-0.021796	1.146078	1.118428	-0.02765	1.106329	1.09322	-0.013109	1.080817	1.059825	-0.020993	1.05474	1.037904	-0.016836	1.03305	1.039782	0.006732	1.030346	1.053766	0.02342	1.018998	1.10384	0.084842	1.002583	1.22761	0.225027	0.987337	1.314664	0.327327	0.992697	1.202692	0.209995	1.006991	1.106411	0.099419	0.938862	0.929283	-0.009578	0.919301	0.913461	-0.00584	0.883432	1.145877	0.262444
2	5.732416	0.362473	0.101807	0.932058	0.922091	0.930346	0.934614	0.936811	0.936165	0.932723	0.929682	0.929501	0.931932	0.932782	0.935928	0.938257	0.943043	0.943445	0.945004	0.94522	0.944811	0.944218	0.945015	0.94548	0.947116	0.946322	0.945692	0.94399	0.941772	0.936885	0.930495	0.922814	0.915225	0.905582	0.898772	0.886465	0.872854	0.864656	0.851537	0.875465	6.000206	6.287696	0.287489	4.098731	4.747842	0.649112	4.478191	5.449263	0.971072	4.67358	5.717062	1.043482	5.033193	6.102564	1.069371	5.586443	6.681774	1.095331	6.145177	7.291009	1.145833	6.516157	7.626218	1.110062	6.690148	7.862195	1.172048	6.770601	7.885571	1.11497	7.080512	8.147065	1.066554	7.327764	8.413095	1.085331	7.507774	8.776217	1.268443	7.661498	9.011189	1.349692	7.927528	9.320246	1.392717	8.20575	9.615507	1.409758	8.444878	9.795264	1.350387	8.543011	9.72298	1.17997	8.553256	9.638061	1.084805	8.598076	9.60032	1.002244	8.477968	9.37639	0.898422	8.395251	9.152524	0.757273	8.217072	8.904729	0.687656	8.240664	8.861021	0.620357	8.149367	8.855909	0.706542	8.012595	8.743407	0.730812	7.905886	8.613014	0.707129	7.772121	8.446011	0.673889	7.455006	8.333914	0.878908	7.34083	8.344026	1.003196	7.279911	8.297916	1.018005	7.217949	8.313196	1.095247	7.238592	8.428864	1.190272	7.160788	8.313003	1.152215	7.239037	8.474917	1.235881	7.512262	9.113657	1.601395	7.782448	9.281133	1.498685	0.628376	0.592296	-0.03608	0.478649	0.460435	-0.018214	0.512035	0.515816	0.003781	0.522483	0.561906	0.039423	0.599678	0.620821	0.021143	0.731807	0.687092	-0.044715	0.882601	0.749078	-0.133523	0.875652	0.773371	-0.102281	0.860625	0.842025	-0.0186	0.876655	0.860844	-0.015811	0.921957	0.898961	-0.022997	0.943078	0.879344	-0.063735	0.991586	0.922342	-0.069244	1.106099	0.975677	-0.130421	1.153307	1.019742	-0.133565	1.237341	1.073986	-0.163356	1.255556	1.174024	-0.081532	1.253119	1.385354	0.132235	1.210636	1.359462	0.148826	1.205495	1.340631	0.135136	1.184125	1.267796	0.08367	1.150057	1.19162	0.041563	1.151706	1.129909	-0.021796	1.146078	1.118428	-0.02765	1.106329	1.09322	-0.013109	1.080817	1.059825	-0.020993	1.05474	1.037904	-0.016836	1.03305	1.039782	0.006732	1.030346	1.053766	0.02342	1.018998	1.10384	0.084842	1.002583	1.22761	0.225027	0.987337	1.314664	0.327327	0.992697	1.202692	0.209995	1.006991	1.106411	0.099419	0.938862	0.929283	-0.009578	0.919301	0.913461	-0.00584	0.883432	1.145877	0.262444
3	5.878111	0.268116	0.670898	0.916308	0.853495	0.886959	0.903186	0.907691	0.91209	0.914333	0.920224	0.921999	0.925806	0.928369	0.931741	0.935053	0.935357	0.936361	0.937246	0.935557	0.93184	0.928342	0.929332	0.924892	0.925369	0.92344	0.920849	0.92168	0.921866	0.918464	0.914552	0.909823	0.90369	0.901452	0.895976	0.887074	0.881447	0.875997	0.86981	0.860651	6.000206	6.287696	0.287489	4.098731	4.747842	0.649112	4.478191	5.449263	0.971072	4.67358	5.717062	1.043482	5.033193	6.102564	1.069371	5.586443	6.681774	1.095331	6.145177	7.291009	1.145833	6.516157	7.626218	1.110062	6.690148	7.862195	1.172048	6.770601	7.885571	1.11497	7.080512	8.147065	1.066554	7.327764	8.413095	1.085331	7.507774	8.776217	1.268443	7.661498	9.011189	1.349692	7.927528	9.320246	1.392717	8.20575	9.615507	1.409758	8.444878	9.795264	1.350387	8.543011	9.72298	1.17997	8.553256	9.638061	1.084805	8.598076	9.60032	1.002244	8.477968	9.37639	0.898422	8.395251	9.152524	0.757273	8.217072	8.904729	0.687656	8.240664	8.861021	0.620357	8.149367	8.855909	0.706542	8.012595	8.743407	0.730812	7.905886	8.613014	0.707129	7.772121	8.446011	0.673889	7.455006	8.333914	0.878908	7.34083	8.344026	1.003196	7.279911	8.297916	1.018005	7.217949	8.313196	1.095247	7.238592	8.428864	1.190272	7.160788	8.313003	1.152215	7.239037	8.474917	1.235881	7.512262	9.113657	1.601395	7.782448	9.281133	1.498685	0.628376	0.592296	-0.03608	0.478649	0.460435	-0.018214	0.512035	0.515816	0.003781	0.522483	0.561906	0.039423	0.599678	0.620821	0.021143	0.731807	0.687092	-0.044715	0.882601	0.749078	-0.133523	0.875652	0.773371	-0.102281	0.860625	0.842025	-0.0186	0.876655	0.860844	-0.015811	0.921957	0.898961	-0.022997	0.943078	0.879344	-0.063735	0.991586	0.922342	-0.069244	1.106099	0.975677	-0.130421	1.153307	1.019742	-0.133565	1.237341	1.073986	-0.163356	1.255556	1.174024	-0.081532	1.253119	1.385354	0.132235	1.210636	1.359462	0.148826	1.205495	1.340631	0.135136	1.184125	1.267796	0.08367	1.150057	1.19162	0.041563	1.151706	1.129909	-0.021796	1.146078	1.118428	-0.02765	1.106329	1.09322	-0.013109	1.080817	1.059825	-0.020993	1.05474	1.037904	-0.016836	1.03305	1.039782	0.006732	1.030346	1.053766	0.02342	1.018998	1.10384	0.084842	1.002583	1.22761	0.225027	0.987337	1.314664	0.327327	0.992697	1.202692	0.209995	1.006991	1.106411	0.099419	0.938862	0.929283	-0.009578	0.919301	0.913461	-0.00584	0.883432	1.145877	0.262444
4	5.6918	0.278161	0.107117	0.934752	0.890488	0.9096	0.915466	0.91842	0.918809	0.921466	0.921267	0.922471	0.927573	0.931677	0.937948	0.943842	0.946974	0.949879	0.951492	0.953886	0.953718	0.953181	0.956221	0.954604	0.953637	0.95109	0.950045	0.947555	0.948895	0.945224	0.940024	0.933272	0.924683	0.915564	0.907626	0.898407	0.887094	0.873351	0.862752	0.893761	6.000206	6.287696	0.287489	4.098731	4.747842	0.649112	4.478191	5.449263	0.971072	4.67358	5.717062	1.043482	5.033193	6.102564	1.069371	5.586443	6.681774	1.095331	6.145177	7.291009	1.145833	6.516157	7.626218	1.110062	6.690148	7.862195	1.172048	6.770601	7.885571	1.11497	7.080512	8.147065	1.066554	7.327764	8.413095	1.085331	7.507774	8.776217	1.268443	7.661498	9.011189	1.349692	7.927528	9.320246	1.392717	8.20575	9.615507	1.409758	8.444878	9.795264	1.350387	8.543011	9.72298	1.17997	8.553256	9.638061	1.084805	8.598076	9.60032	1.002244	8.477968	9.37639	0.898422	8.395251	9.152524	0.757273	8.217072	8.904729	0.687656	8.240664	8.861021	0.620357	8.149367	8.855909	0.706542	8.012595	8.743407	0.730812	7.905886	8.613014	0.707129	7.772121	8.446011	0.673889	7.455006	8.333914	0.878908	7.34083	8.344026	1.003196	7.279911	8.297916	1.018005	7.217949	8.313196	1.095247	7.238592	8.428864	1.190272	7.160788	8.313003	1.152215	7.239037	8.474917	1.235881	7.512262	9.113657	1.601395	7.782448	9.281133	1.498685	0.628376	0.592296	-0.03608	0.478649	0.460435	-0.018214	0.512035	0.515816	0.003781	0.522483	0.561906	0.039423	0.599678	0.620821	0.021143	0.731807	0.687092	-0.044715	0.882601	0.749078	-0.133523	0.875652	0.773371	-0.102281	0.860625	0.842025	-0.0186	0.876655	0.860844	-0.015811	0.921957	0.898961	-0.022997	0.943078	0.879344	-0.063735	0.991586	0.922342	-0.069244	1.106099	0.975677	-0.130421	1.153307	1.019742	-0.133565	1.237341	1.073986	-0.163356	1.255556	1.174024	-0.081532	1.253119	1.385354	0.132235	1.210636	1.359462	0.148826	1.205495	1.340631	0.135136	1.184125	1.267796	0.08367	1.150057	1.19162	0.041563	1.151706	1.129909	-0.021796	1.146078	1.118428	-0.02765	1.106329	1.09322	-0.013109	1.080817	1.059825	-0.020993	1.05474	1.037904	-0.016836	1.03305	1.039782	0.006732	1.030346	1.053766	0.02342	1.018998	1.10384	0.084842	1.002583	1.22761	0.225027	0.987337	1.314664	0.327327	0.992697	1.202692	0.209995	1.006991	1.106411	0.099419	0.938862	0.929283	-0.009578	0.919301	0.913461	-0.00584	0.883432	1.145877	0.262444
5	5.200964	0.309615	0.000558	0.913825	0.891054	0.912078	0.913686	0.920295	0.926236	0.929925	0.932014	0.932197	0.932579	0.933613	0.934846	0.936318	0.937358	0.9391	0.941291	0.941901	0.943039	0.943666	0.9446	0.943139	0.942105	0.939792	0.934756	0.932841	0.926445	0.922436	0.914585	0.906221	0.892153	0.882587	0.869815	0.859532	0.849526	0.843924	0.842573	0.880963	6.000206	6.287696	0.287489	4.098731	4.747842	0.649112	4.478191	5.449263	0.971072	4.67358	5.717062	1.043482	5.033193	6.102564	1.069371	5.586443	6.681774	1.095331	6.145177	7.291009	1.145833	6.516157	7.626218	1.110062	6.690148	7.862195	1.172048	6.770601	7.885571	1.11497	7.080512	8.147065	1.066554	7.327764	8.413095	1.085331	7.507774	8.776217	1.268443	7.661498	9.011189	1.349692	7.927528	9.320246	1.392717	8.20575	9.615507	1.409758	8.444878	9.795264	1.350387	8.543011	9.72298	1.17997	8.553256	9.638061	1.084805	8.598076	9.60032	1.002244	8.477968	9.37639	0.898422	8.395251	9.152524	0.757273	8.217072	8.904729	0.687656	8.240664	8.861021	0.620357	8.149367	8.855909	0.706542	8.012595	8.743407	0.730812	7.905886	8.613014	0.707129	7.772121	8.446011	0.673889	7.455006	8.333914	0.878908	7.34083	8.344026	1.003196	7.279911	8.297916	1.018005	7.217949	8.313196	1.095247	7.238592	8.428864	1.190272	7.160788	8.313003	1.152215	7.239037	8.474917	1.235881	7.512262	9.113657	1.601395	7.782448	9.281133	1.498685	0.628376	0.592296	-0.03608	0.478649	0.460435	-0.018214	0.512035	0.515816	0.003781	0.522483	0.561906	0.039423	0.599678	0.620821	0.021143	0.731807	0.687092	-0.044715	0.882601	0.749078	-0.133523	0.875652	0.773371	-0.102281	0.860625	0.842025	-0.0186	0.876655	0.860844	-0.015811	0.921957	0.898961	-0.022997	0.943078	0.879344	-0.063735	0.991586	0.922342	-0.069244	1.106099	0.975677	-0.130421	1.153307	1.019742	-0.133565	1.237341	1.073986	-0.163356	1.255556	1.174024	-0.081532	1.253119	1.385354	0.132235	1.210636	1.359462	0.148826	1.205495	1.340631	0.135136	1.184125	1.267796	0.08367	1.150057	1.19162	0.041563	1.151706	1.129909	-0.021796	1.146078	1.118428	-0.02765	1.106329	1.09322	-0.013109	1.080817	1.059825	-0.020993	1.05474	1.037904	-0.016836	1.03305	1.039782	0.006732	1.030346	1.053766	0.02342	1.018998	1.10384	0.084842	1.002583	1.22761	0.225027	0.987337	1.314664	0.327327	0.992697	1.202692	0.209995	1.006991	1.106411	0.099419	0.938862	0.929283	-0.009578	0.919301	0.913461	-0.00584	0.883432	1.145877	0.262444
6	5.7884	0.302198	0.525391	0.92747	0.905091	0.91725	0.926327	0.926583	0.923325	0.920324	0.922169	0.922263	0.923651	0.925927	0.927302	0.927641	0.928613	0.927844	0.929018	0.929	0.926481	0.925342	0.927278	0.926516	0.925144	0.922704	0.919787	0.919236	0.917247	0.913988	0.909953	0.904649	0.900214	0.894193	0.888	0.880264	0.871148	0.863201	0.856857	0.848625	6.000206	6.287696	0.287489	4.098731	4.747842	0.649112	4.478191	5.449263	0.971072	4.67358	5.717062	1.043482	5.033193	6.102564	1.069371	5.586443	6.681774	1.095331	6.145177	7.291009	1.145833	6.516157	7.626218	1.110062	6.690148	7.862195	1.172048	6.770601	7.885571	1.11497	7.080512	8.147065	1.066554	7.327764	8.413095	1.085331	7.507774	8.776217	1.268443	7.661498	9.011189	1.349692	7.927528	9.320246	1.392717	8.20575	9.615507	1.409758	8.444878	9.795264	1.350387	8.543011	9.72298	1.17997	8.553256	9.638061	1.084805	8.598076	9.60032	1.002244	8.477968	9.37639	0.898422	8.395251	9.152524	0.757273	8.217072	8.904729	0.687656	8.240664	8.861021	0.620357	8.149367	8.855909	0.706542	8.012595	8.743407	0.730812	7.905886	8.613014	0.707129	7.772121	8.446011	0.673889	7.455006	8.333914	0.878908	7.34083	8.344026	1.003196	7.279911	8.297916	1.018005	7.217949	8.313196	1.095247	7.238592	8.428864	1.190272	7.160788	8.313003	1.152215	7.239037	8.474917	1.235881	7.512262	9.113657	1.601395	7.782448	9.281133	1.498685	0.628376	0.592296	-0.03608	0.478649	0.460435	-0.018214	0.512035	0.515816	0.003781	0.522483	0.561906	0.039423	0.599678	0.620821	0.021143	0.731807	0.687092	-0.044715	0.882601	0.749078	-0.133523	0.875652	0.773371	-0.102281	0.860625	0.842025	-0.0186	0.876655	0.860844	-0.015811	0.921957	0.898961	-0.022997	0.943078	0.879344	-0.063735	0.991586	0.922342	-0.069244	1.106099	0.975677	-0.130421	1.153307	1.019742	-0.133565	1.237341	1.073986	-0.163356	1.255556	1.174024	-0.081532	1.253119	1.385354	0.132235	1.210636	1.359462	0.148826	1.205495	1.340631	0.135136	1.184125	1.267796	0.08367	1.150057	1.19162	0.041563	1.151706	1.129909	-0.021796	1.146078	1.118428	-0.02765	1.106329	1.09322	-0.013109	1.080817	1.059825	-0.020993	1.05474	1.037904	-0.016836	1.03305	1.039782	0.006732	1.030346	1.053766	0.02342	1.018998	1.10384	0.084842	1.002583	1.22761	0.225027	0.987337	1.314664	0.327327	0.992697	1.202692	0.209995	1.006991	1.106411	0.099419	0.938862	0.929283	-0.009578	0.919301	0.913461	-0.00584	0.883432	1.145877	0.262444

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Decoding Robustness Results

Mechanistic robustness evaluation results for language models under six input perturbations: character replacement, BPE-token replacement, word replacement, local token shuffle, typographical corruption, and synonym replacement.

The repository is organized by model and perturbation:

models/<model>/<perturbation>/<percentage>/evals.csv

The qwen2.5_1.5b/adversarial directory contains the separate adversarial evaluation outputs and manifest. Failed or mislabeled Kaggle runs are not included in the canonical result directories.

Recovered model coverage currently includes complete sweeps for GPT-2, GPT-2 Medium, GPT-2 XL, Qwen 2.5 0.5B, and Qwen 2.5 1.5B. GPT-2 Large is represented by a partial legacy run under models/gpt2-large/; it contains 11 char percentages and 2 valid token percentages. An empty GPT-2 Large token/20 file and an empty legacy GPT-2 XL file were excluded as invalid results. The GPT-2 XL split-A and split-B outputs are merged under models/gpt2-xl/.

Source dataset: WikiText-2 raw test split (Salesforce/wikitext, wikitext-2-raw-v1).

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