diff --git "a/evaluation.log" "b/evaluation.log"
deleted file mode 100644--- "a/evaluation.log"
+++ /dev/null
@@ -1,1542 +0,0 @@
-INFO 01-23 12:42:21 [__init__.py:239] Automatically detected platform cuda.
-2026-01-23:12:42:31 INFO     [__main__:429] Passed `--trust_remote_code`, setting environment variable `HF_DATASETS_TRUST_REMOTE_CODE=true`
-2026-01-23:12:42:31 INFO     [__main__:446] Selected Tasks: ['arc_challenge', 'arc_easy', 'boolq', 'hellaswag', 'lambada', 'lambada_standard', 'piqa', 'social_iqa', 'wikitext', 'winogrande']
-2026-01-23:12:42:31 INFO     [evaluator:202] Setting random seed to 0 | Setting numpy seed to 1234 | Setting torch manual seed to 1234 | Setting fewshot manual seed to 1234
-2026-01-23:12:42:31 INFO     [evaluator:240] Initializing hf model, with arguments: {'pretrained': 'results/hf_ckpts/blockffn_01b_mul1002_withmean_d64_s128_lr1175e3_b64/', 'dtype':
-        'bfloat16', 'trust_remote_code': True}
-2026-01-23:12:42:31 INFO     [models.huggingface:147] Using device 'cuda:0'
-2026-01-23:12:42:31 INFO     [models.huggingface:535] Model type cannot be determined. Using default model type 'causal'
-2026-01-23:12:42:32 INFO     [models.huggingface:414] Model parallel was set to False, max memory was not set, and device map was set to {'': 'cuda:0'}
-2026-01-23:12:42:42 WARNING  [api.task:846] [Task: boolq] metric acc is defined, but aggregation is not. using default aggregation=mean
-2026-01-23:12:42:42 WARNING  [api.task:858] [Task: boolq] metric acc is defined, but higher_is_better is not. using default higher_is_better=True
-/home/test1267/test-6/miniconda3/envs/lmeval/lib/python3.10/site-packages/datasets/load.py:1298: FutureWarning: The repository for social_i_qa contains custom code which must be executed to correctly load the dataset. You can inspect the repository content at https://hf.co/datasets/social_i_qa
-You can avoid this message in future by passing the argument `trust_remote_code=True`.
-Passing `trust_remote_code=True` will be mandatory to load this dataset from the next major release of `datasets`.
-  warnings.warn(
-2026-01-23:12:43:26 WARNING  [api.task:846] [Task: wikitext] metric word_perplexity is defined, but aggregation is not. using default aggregation=weighted_perplexity
-2026-01-23:12:43:26 WARNING  [api.task:858] [Task: wikitext] metric word_perplexity is defined, but higher_is_better is not. using default higher_is_better=False
-2026-01-23:12:43:26 WARNING  [api.task:846] [Task: wikitext] metric byte_perplexity is defined, but aggregation is not. using default aggregation=weighted_perplexity
-2026-01-23:12:43:26 WARNING  [api.task:858] [Task: wikitext] metric byte_perplexity is defined, but higher_is_better is not. using default higher_is_better=False
-2026-01-23:12:43:26 WARNING  [api.task:846] [Task: wikitext] metric bits_per_byte is defined, but aggregation is not. using default aggregation=bits_per_byte
-2026-01-23:12:43:26 WARNING  [api.task:858] [Task: wikitext] metric bits_per_byte is defined, but higher_is_better is not. using default higher_is_better=False
-2026-01-23:12:43:39 INFO     [api.task:434] Building contexts for winogrande on rank 0...
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-2026-01-23:12:47:10 INFO     [loggers.evaluation_tracker:209] Saving results aggregated
-hf (pretrained=results/hf_ckpts/blockffn_01b_mul1002_withmean_d64_s128_lr1175e3_b64/,dtype=bfloat16,trust_remote_code=True,trust_remote_code=True), gen_kwargs: (None), limit: None, num_fewshot: None, batch_size: 8
-|     Tasks      |Version|Filter|n-shot|    Metric     |   | Value  |   |Stderr |
-|----------------|------:|------|-----:|---------------|---|-------:|---|-------|
-|arc_challenge   |      1|none  |     0|acc            |↑  |  0.2022|±  | 0.0117|
-|                |       |none  |     0|acc_norm       |↑  |  0.2346|±  | 0.0124|
-|arc_easy        |      1|none  |     0|acc            |↑  |  0.4584|±  | 0.0102|
-|                |       |none  |     0|acc_norm       |↑  |  0.4040|±  | 0.0101|
-|boolq           |      2|none  |     0|acc            |↑  |  0.5716|±  | 0.0087|
-|hellaswag       |      1|none  |     0|acc            |↑  |  0.2796|±  | 0.0045|
-|                |       |none  |     0|acc_norm       |↑  |  0.2918|±  | 0.0045|
-|lambada_openai  |      1|none  |     0|acc            |↑  |  0.2129|±  | 0.0057|
-|                |       |none  |     0|perplexity     |↓  |166.0919|±  | 7.5498|
-|lambada_standard|      1|none  |     0|acc            |↑  |  0.1580|±  | 0.0051|
-|                |       |none  |     0|perplexity     |↓  |536.8993|±  |25.4900|
-|piqa            |      1|none  |     0|acc            |↑  |  0.6094|±  | 0.0114|
-|                |       |none  |     0|acc_norm       |↑  |  0.6132|±  | 0.0114|
-|social_iqa      |      0|none  |     0|acc            |↑  |  0.3685|±  | 0.0109|
-|wikitext        |      2|none  |     0|bits_per_byte  |↓  |  1.0778|±  |   N/A |
-|                |       |none  |     0|byte_perplexity|↓  |  2.1108|±  |   N/A |
-|                |       |none  |     0|word_perplexity|↓  | 54.3245|±  |   N/A |
-|winogrande      |      1|none  |     0|acc            |↑  |  0.5067|±  | 0.0141|
-