diff --git "a/variant-c/variant_c_mc.log" "b/variant-c/variant_c_mc.log"
new file mode 100644--- /dev/null
+++ "b/variant-c/variant_c_mc.log"
@@ -0,0 +1,169 @@
+2026-02-22:18:58:56,553 INFO     [__main__.py:272] Verbosity set to INFO
+2026-02-22:18:58:59,542 INFO     [__main__.py:363] Selected Tasks: ['polemo2_in_multiple_choice', 'polemo2_out_multiple_choice', 'polish_8tags_multiple_choice', 'polish_cbd_multiple_choice', 'polish_dyk_multiple_choice', 'polish_klej_ner_multiple_choice', 'polish_ppc_multiple_choice', 'polish_psc_multiple_choice']
+2026-02-22:18:58:59,544 INFO     [evaluator.py:152] Setting random seed to 0 | Setting numpy seed to 1234 | Setting torch manual seed to 1234
+2026-02-22:18:58:59,544 INFO     [evaluator.py:189] Initializing hf model, with arguments: {'pretrained': '/dev/shm/variant-c-fp16', 'dtype': 'float16'}
+2026-02-22:18:58:59,586 INFO     [huggingface.py:169] Using device 'cuda'
+`torch_dtype` is deprecated! Use `dtype` instead!
+
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+2026-02-22:18:59:13,393 INFO     [_client.py:1025] HTTP Request: HEAD https://huggingface.co/datasets/allegro/klej-dyk/resolve/dd7c3c3bb336738c853ea17c64b85d876e6714a9/dataset_infos.json "HTTP/1.1 404 Not Found"
+2026-02-22:18:59:13,639 INFO     [_client.py:1025] HTTP Request: HEAD https://huggingface.co/datasets/allegro/klej-nkjp-ner/resolve/main/README.md "HTTP/1.1 404 Not Found"
+2026-02-22:18:59:13,743 INFO     [_client.py:1025] HTTP Request: GET https://huggingface.co/api/datasets/allegro/klej-nkjp-ner "HTTP/1.1 200 OK"
+2026-02-22:18:59:13,843 INFO     [_client.py:1025] HTTP Request: HEAD https://huggingface.co/datasets/allegro/klej-nkjp-ner/resolve/bfae4047738b985bc2ad533d339dd89c3f7de00d/klej-nkjp-ner.py "HTTP/1.1 404 Not Found"
+2026-02-22:18:59:13,932 INFO     [_client.py:1025] HTTP Request: HEAD https://s3.amazonaws.com/datasets.huggingface.co/datasets/datasets/allegro/klej-nkjp-ner/allegro/klej-nkjp-ner.py "HTTP/1.1 404 Not Found"
+2026-02-22:18:59:14,031 INFO     [_client.py:1025] HTTP Request: HEAD https://huggingface.co/datasets/allegro/klej-nkjp-ner/resolve/bfae4047738b985bc2ad533d339dd89c3f7de00d/README.md "HTTP/1.1 404 Not Found"
+2026-02-22:18:59:14,132 INFO     [_client.py:1025] HTTP Request: GET https://huggingface.co/api/datasets/allegro/klej-nkjp-ner/revision/bfae4047738b985bc2ad533d339dd89c3f7de00d "HTTP/1.1 200 OK"
+2026-02-22:18:59:14,239 INFO     [_client.py:1025] HTTP Request: HEAD https://huggingface.co/datasets/allegro/klej-nkjp-ner/resolve/bfae4047738b985bc2ad533d339dd89c3f7de00d/.huggingface.yaml "HTTP/1.1 404 Not Found"
+2026-02-22:18:59:14,355 INFO     [_client.py:1025] HTTP Request: GET https://datasets-server.huggingface.co/info?dataset=allegro/klej-nkjp-ner "HTTP/1.1 200 OK"
+2026-02-22:18:59:14,462 INFO     [_client.py:1025] HTTP Request: GET https://huggingface.co/api/datasets/allegro/klej-nkjp-ner/tree/bfae4047738b985bc2ad533d339dd89c3f7de00d/data?recursive=true&expand=false "HTTP/1.1 404 Not Found"
+2026-02-22:18:59:14,566 INFO     [_client.py:1025] HTTP Request: GET https://huggingface.co/api/datasets/allegro/klej-nkjp-ner/tree/bfae4047738b985bc2ad533d339dd89c3f7de00d?recursive=false&expand=false "HTTP/1.1 200 OK"
+2026-02-22:18:59:14,739 INFO     [_client.py:1025] HTTP Request: HEAD https://huggingface.co/datasets/allegro/klej-nkjp-ner/resolve/bfae4047738b985bc2ad533d339dd89c3f7de00d/dataset_infos.json "HTTP/1.1 404 Not Found"
+2026-02-22:18:59:15,089 INFO     [_client.py:1025] HTTP Request: HEAD https://huggingface.co/datasets/sdadas/ppc/resolve/main/README.md "HTTP/1.1 307 Temporary Redirect"
+2026-02-22:18:59:15,097 INFO     [_client.py:1025] HTTP Request: HEAD https://huggingface.co/api/resolve-cache/datasets/sdadas/ppc/073012dc81efb47b0fd66b0ab48bf06ddb62f528/README.md "HTTP/1.1 200 OK"
+2026-02-22:18:59:15,106 INFO     [_client.py:1025] HTTP Request: GET https://huggingface.co/api/resolve-cache/datasets/sdadas/ppc/073012dc81efb47b0fd66b0ab48bf06ddb62f528/README.md "HTTP/1.1 200 OK"
+2026-02-22:18:59:15,219 INFO     [_client.py:1025] HTTP Request: HEAD https://huggingface.co/datasets/sdadas/ppc/resolve/073012dc81efb47b0fd66b0ab48bf06ddb62f528/ppc.py "HTTP/1.1 404 Not Found"
+2026-02-22:18:59:15,307 INFO     [_client.py:1025] HTTP Request: HEAD https://s3.amazonaws.com/datasets.huggingface.co/datasets/datasets/sdadas/ppc/sdadas/ppc.py "HTTP/1.1 404 Not Found"
+2026-02-22:18:59:15,632 INFO     [_client.py:1025] HTTP Request: GET https://huggingface.co/api/datasets/sdadas/ppc/revision/073012dc81efb47b0fd66b0ab48bf06ddb62f528 "HTTP/1.1 200 OK"
+2026-02-22:18:59:15,733 INFO     [_client.py:1025] HTTP Request: HEAD https://huggingface.co/datasets/sdadas/ppc/resolve/073012dc81efb47b0fd66b0ab48bf06ddb62f528/.huggingface.yaml "HTTP/1.1 404 Not Found"
+2026-02-22:18:59:15,859 INFO     [_client.py:1025] HTTP Request: GET https://datasets-server.huggingface.co/info?dataset=sdadas/ppc "HTTP/1.1 200 OK"
+2026-02-22:18:59:15,965 INFO     [_client.py:1025] HTTP Request: GET https://huggingface.co/api/datasets/sdadas/ppc/tree/073012dc81efb47b0fd66b0ab48bf06ddb62f528/data?recursive=true&expand=false "HTTP/1.1 404 Not Found"
+2026-02-22:18:59:16,069 INFO     [_client.py:1025] HTTP Request: GET https://huggingface.co/api/datasets/sdadas/ppc/tree/073012dc81efb47b0fd66b0ab48bf06ddb62f528?recursive=false&expand=false "HTTP/1.1 200 OK"
+2026-02-22:18:59:16,232 INFO     [_client.py:1025] HTTP Request: HEAD https://huggingface.co/datasets/sdadas/ppc/resolve/073012dc81efb47b0fd66b0ab48bf06ddb62f528/dataset_infos.json "HTTP/1.1 404 Not Found"
+2026-02-22:18:59:16,355 INFO     [_client.py:1025] HTTP Request: HEAD https://huggingface.co/datasets/sdadas/ppc/resolve/073012dc81efb47b0fd66b0ab48bf06ddb62f528/train.jsonl "HTTP/1.1 307 Temporary Redirect"
+2026-02-22:18:59:16,365 INFO     [_client.py:1025] HTTP Request: HEAD https://huggingface.co/api/resolve-cache/datasets/sdadas/ppc/073012dc81efb47b0fd66b0ab48bf06ddb62f528/train.jsonl "HTTP/1.1 200 OK"
+2026-02-22:18:59:16,462 INFO     [_client.py:1025] HTTP Request: GET https://huggingface.co/api/resolve-cache/datasets/sdadas/ppc/073012dc81efb47b0fd66b0ab48bf06ddb62f528/train.jsonl "HTTP/1.1 200 OK"
+2026-02-22:18:59:16,586 INFO     [_client.py:1025] HTTP Request: HEAD https://huggingface.co/datasets/sdadas/ppc/resolve/073012dc81efb47b0fd66b0ab48bf06ddb62f528/validation.jsonl "HTTP/1.1 307 Temporary Redirect"
+2026-02-22:18:59:16,596 INFO     [_client.py:1025] HTTP Request: HEAD https://huggingface.co/api/resolve-cache/datasets/sdadas/ppc/073012dc81efb47b0fd66b0ab48bf06ddb62f528/validation.jsonl "HTTP/1.1 200 OK"
+2026-02-22:18:59:16,606 INFO     [_client.py:1025] HTTP Request: GET https://huggingface.co/api/resolve-cache/datasets/sdadas/ppc/073012dc81efb47b0fd66b0ab48bf06ddb62f528/validation.jsonl "HTTP/1.1 200 OK"
+2026-02-22:18:59:16,736 INFO     [_client.py:1025] HTTP Request: HEAD https://huggingface.co/datasets/sdadas/ppc/resolve/073012dc81efb47b0fd66b0ab48bf06ddb62f528/test.jsonl "HTTP/1.1 307 Temporary Redirect"
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+2026-02-22:18:59:16,843 INFO     [_client.py:1025] HTTP Request: GET https://huggingface.co/api/resolve-cache/datasets/sdadas/ppc/073012dc81efb47b0fd66b0ab48bf06ddb62f528/test.jsonl "HTTP/1.1 200 OK"
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+2026-02-22:18:59:17,155 INFO     [_client.py:1025] HTTP Request: GET https://huggingface.co/api/resolve-cache/datasets/allegro/klej-psc/9585582aef37e7747ef174b0ec3b74855da8bad2/README.md "HTTP/1.1 200 OK"
+2026-02-22:18:59:17,266 INFO     [_client.py:1025] HTTP Request: HEAD https://huggingface.co/datasets/allegro/klej-psc/resolve/9585582aef37e7747ef174b0ec3b74855da8bad2/klej-psc.py "HTTP/1.1 404 Not Found"
+2026-02-22:18:59:17,367 INFO     [_client.py:1025] HTTP Request: HEAD https://s3.amazonaws.com/datasets.huggingface.co/datasets/datasets/allegro/klej-psc/allegro/klej-psc.py "HTTP/1.1 404 Not Found"
+2026-02-22:18:59:17,527 INFO     [_client.py:1025] HTTP Request: GET https://huggingface.co/api/datasets/allegro/klej-psc/revision/9585582aef37e7747ef174b0ec3b74855da8bad2 "HTTP/1.1 200 OK"
+2026-02-22:18:59:17,646 INFO     [_client.py:1025] HTTP Request: HEAD https://huggingface.co/datasets/allegro/klej-psc/resolve/9585582aef37e7747ef174b0ec3b74855da8bad2/.huggingface.yaml "HTTP/1.1 404 Not Found"
+2026-02-22:18:59:17,760 INFO     [_client.py:1025] HTTP Request: GET https://datasets-server.huggingface.co/info?dataset=allegro/klej-psc "HTTP/1.1 200 OK"
+2026-02-22:18:59:17,871 INFO     [_client.py:1025] HTTP Request: GET https://huggingface.co/api/datasets/allegro/klej-psc/tree/9585582aef37e7747ef174b0ec3b74855da8bad2/data?recursive=true&expand=false "HTTP/1.1 404 Not Found"
+2026-02-22:18:59:17,976 INFO     [_client.py:1025] HTTP Request: GET https://huggingface.co/api/datasets/allegro/klej-psc/tree/9585582aef37e7747ef174b0ec3b74855da8bad2?recursive=false&expand=false "HTTP/1.1 200 OK"
+2026-02-22:18:59:18,140 INFO     [_client.py:1025] HTTP Request: HEAD https://huggingface.co/datasets/allegro/klej-psc/resolve/9585582aef37e7747ef174b0ec3b74855da8bad2/dataset_infos.json "HTTP/1.1 404 Not Found"
+2026-02-22:18:59:18,248 INFO     [_client.py:1025] HTTP Request: HEAD https://huggingface.co/datasets/allegro/klej-psc/resolve/9585582aef37e7747ef174b0ec3b74855da8bad2/train.csv "HTTP/1.1 307 Temporary Redirect"
+2026-02-22:18:59:18,256 INFO     [_client.py:1025] HTTP Request: HEAD https://huggingface.co/api/resolve-cache/datasets/allegro/klej-psc/9585582aef37e7747ef174b0ec3b74855da8bad2/train.csv "HTTP/1.1 200 OK"
+2026-02-22:18:59:18,266 INFO     [_client.py:1025] HTTP Request: GET https://huggingface.co/api/resolve-cache/datasets/allegro/klej-psc/9585582aef37e7747ef174b0ec3b74855da8bad2/train.csv "HTTP/1.1 200 OK"
+2026-02-22:18:59:18,457 INFO     [_client.py:1025] HTTP Request: HEAD https://huggingface.co/datasets/allegro/klej-psc/resolve/9585582aef37e7747ef174b0ec3b74855da8bad2/test.csv "HTTP/1.1 307 Temporary Redirect"
+2026-02-22:18:59:18,464 INFO     [_client.py:1025] HTTP Request: HEAD https://huggingface.co/api/resolve-cache/datasets/allegro/klej-psc/9585582aef37e7747ef174b0ec3b74855da8bad2/test.csv "HTTP/1.1 200 OK"
+2026-02-22:18:59:18,472 INFO     [_client.py:1025] HTTP Request: GET https://huggingface.co/api/resolve-cache/datasets/allegro/klej-psc/9585582aef37e7747ef174b0ec3b74855da8bad2/test.csv "HTTP/1.1 200 OK"
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+2026-02-22:18:59:18,663 WARNING  [evaluator.py:251] Overwriting default num_fewshot of polish_psc_multiple_choice from None to 5
+2026-02-22:18:59:18,664 INFO     [evaluator.py:261] Setting fewshot random generator seed to 1234
+2026-02-22:18:59:18,664 WARNING  [evaluator.py:251] Overwriting default num_fewshot of polish_ppc_multiple_choice from None to 5
+2026-02-22:18:59:18,664 INFO     [evaluator.py:261] Setting fewshot random generator seed to 1234
+2026-02-22:18:59:18,664 WARNING  [evaluator.py:251] Overwriting default num_fewshot of polish_klej_ner_multiple_choice from None to 5
+2026-02-22:18:59:18,664 INFO     [evaluator.py:261] Setting fewshot random generator seed to 1234
+2026-02-22:18:59:18,664 WARNING  [evaluator.py:251] Overwriting default num_fewshot of polish_dyk_multiple_choice from None to 5
+2026-02-22:18:59:18,664 INFO     [evaluator.py:261] Setting fewshot random generator seed to 1234
+2026-02-22:18:59:18,664 WARNING  [evaluator.py:251] Overwriting default num_fewshot of polish_cbd_multiple_choice from None to 5
+2026-02-22:18:59:18,664 INFO     [evaluator.py:261] Setting fewshot random generator seed to 1234
+2026-02-22:18:59:18,664 WARNING  [evaluator.py:251] Overwriting default num_fewshot of polish_8tags_multiple_choice from None to 5
+2026-02-22:18:59:18,664 INFO     [evaluator.py:261] Setting fewshot random generator seed to 1234
+2026-02-22:18:59:18,664 WARNING  [evaluator.py:251] Overwriting default num_fewshot of polemo2_out_multiple_choice from None to 5
+2026-02-22:18:59:18,664 INFO     [evaluator.py:261] Setting fewshot random generator seed to 1234
+2026-02-22:18:59:18,664 WARNING  [evaluator.py:251] Overwriting default num_fewshot of polemo2_in_multiple_choice from None to 5
+2026-02-22:18:59:18,664 INFO     [evaluator.py:261] Setting fewshot random generator seed to 1234
+2026-02-22:18:59:18,665 INFO     [task.py:410] Building contexts for polish_psc_multiple_choice on rank 0...
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+2026-02-22:18:59:27,762 INFO     [task.py:410] Building contexts for polish_klej_ner_multiple_choice on rank 0...
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+2026-02-22:18:59:39,529 INFO     [task.py:410] Building contexts for polish_dyk_multiple_choice on rank 0...
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+2026-02-22:18:59:43,847 INFO     [task.py:410] Building contexts for polish_cbd_multiple_choice on rank 0...
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+2026-02-22:18:59:49,411 INFO     [task.py:410] Building contexts for polish_8tags_multiple_choice on rank 0...
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+2026-02-22:19:00:08,048 INFO     [task.py:410] Building contexts for polemo2_in_multiple_choice on rank 0...
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+2026-02-22:19:00:11,192 INFO     [evaluator.py:431] Running loglikelihood requests
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+2026-02-22:19:40:45,107 WARNING  [huggingface.py:1335] Failed to get model SHA for /dev/shm/variant-c-fp16 at revision main. Error: Repo id must be in the form 'repo_name' or 'namespace/repo_name': '/dev/shm/variant-c-fp16'. Use `repo_type` argument if needed.
+2026-02-22:19:40:45,861 INFO     [evaluation_tracker.py:175] Saving results aggregated
+hf (pretrained=/dev/shm/variant-c-fp16,dtype=float16), gen_kwargs: (None), limit: None, num_fewshot: 5, batch_size: 8
+|             Tasks             |Version|Filter|n-shot| Metric |   |Value |   |Stderr|
+|-------------------------------|-------|------|-----:|--------|---|-----:|---|------|
+|polemo2_in_multiple_choice     |Yaml   |none  |     5|acc     |↑  |0.3019|±  |0.0171|
+|                               |       |none  |     5|acc_norm|↑  |0.2936|±  |0.0170|
+|polemo2_out_multiple_choice    |Yaml   |none  |     5|acc     |↑  |0.3198|±  |0.0210|
+|                               |       |none  |     5|acc_norm|↑  |0.3239|±  |0.0211|
+|polish_8tags_multiple_choice   |Yaml   |none  |     5|acc     |↑  |0.1215|±  |0.0049|
+|                               |       |none  |     5|acc_norm|↑  |0.1203|±  |0.0049|
+|polish_cbd_multiple_choice     |Yaml   |none  |     5|acc     |↑  |0.6930|±  |0.0146|
+|                               |       |none  |     5|acc_norm|↑  |0.7180|±  |0.0142|
+|                               |       |none  |     5|f1      |↑  |0.1682|±  |N/A   |
+|polish_dyk_multiple_choice     |Yaml   |none  |     5|acc     |↑  |0.7532|±  |0.0134|
+|                               |       |none  |     5|acc_norm|↑  |0.7532|±  |0.0134|
+|                               |       |none  |     5|f1      |↑  |0.1241|±  |N/A   |
+|polish_klej_ner_multiple_choice|Yaml   |none  |     5|acc     |↑  |0.1472|±  |0.0078|
+|                               |       |none  |     5|acc_norm|↑  |0.1477|±  |0.0078|
+|polish_ppc_multiple_choice     |Yaml   |none  |     5|acc     |↑  |0.3990|±  |0.0155|
+|                               |       |none  |     5|acc_norm|↑  |0.3990|±  |0.0155|
+|polish_psc_multiple_choice     |Yaml   |none  |     5|acc     |↑  |0.5983|±  |0.0149|
+|                               |       |none  |     5|acc_norm|↑  |0.5983|±  |0.0149|
+|                               |       |none  |     5|f1      |↑  |0.2698|±  |N/A   |
+