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.gitattributes

@@ -33,3 +33,7 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+llmtf_eval/daru_treewayextractive.jsonl filter=lfs diff=lfs merge=lfs -text
+llmtf_eval/nlpcoreteam_enMMLU.jsonl filter=lfs diff=lfs merge=lfs -text
+llmtf_eval/nlpcoreteam_ruMMLU.jsonl filter=lfs diff=lfs merge=lfs -text
+tokenizer.json filter=lfs diff=lfs merge=lfs -text

added_tokens.json

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config.json

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generation_config.json

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+}

llmtf_eval/daru_treewayabstractive_params.jsonl

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llmtf_eval/daru_treewayabstractive_total.jsonl

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llmtf_eval/daru_treewayextractive.jsonl

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llmtf_eval/daru_treewayextractive_params.jsonl

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llmtf_eval/daru_treewayextractive_total.jsonl

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llmtf_eval/darumeru_MultiQ_params.jsonl

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llmtf_eval/darumeru_MultiQ_total.jsonl

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llmtf_eval/darumeru_PARus_params.jsonl

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llmtf_eval/darumeru_PARus_total.jsonl

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+{
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llmtf_eval/darumeru_RCB_params.jsonl

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llmtf_eval/darumeru_RCB_total.jsonl

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llmtf_eval/darumeru_RWSD_params.jsonl

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llmtf_eval/darumeru_RWSD_total.jsonl

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+{
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llmtf_eval/darumeru_cp_para_ru_params.jsonl

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+}

llmtf_eval/darumeru_cp_para_ru_total.jsonl

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llmtf_eval/darumeru_ruOpenBookQA_params.jsonl

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+    "custom_generation_config": null,
+    "model_params": {
+        "model_name_or_path": "/scratch/tikhomirov/workdir/data/models/ruadapt_qwen2.5_1.5B_ext_u48_part1-2_lr5e4_bs128_reinit_peft_mlp_32_128_lm_head_mts_1e4_as1.5_nm_pv21/simpo2",
+        "generation_config": {
+            "bos_token_id": 145109,
+            "do_sample": true,
+            "eos_token_id": [
+                145111
+            ],
+            "max_length": 32768,
+            "max_new_tokens": 64,
+            "pad_token_id": 145109,
+            "stop_strings": [
+                "<|im_end|>"
+            ],
+            "temperature": 0.1,
+            "top_k": 40,
+            "top_p": 0.9,
+            "transformers_version": "4.45.2",
+            "trust_remote_code": false
+        },
+        "conversation_template": {
+            "system_prompt": "",
+            "system_message_template": "<|im_start|>{role}\n{content}<|im_end|>\n",
+            "user_message_template": "<|im_start|>{role}\n{content}<|im_end|>\n",
+            "bot_message_template": "<|im_start|>{role}\n{content}<|im_end|>\n",
+            "bot_message_template_incomplete": "<|im_start|>{role}\n{content}",
+            "user_role": "user",
+            "bot_role": "assistant",
+            "system_role": "system",
+            "global_prefix": "",
+            "suffix": "<|im_start|>assistant\n",
+            "add_special_tokens": false,
+            "eos_token": "<|im_end|>"
+        },
+        "load_in_8bit": false,
+        "torch_dtype": "auto",
+        "use_flash_attention_2": true,
+        "device_map": "cuda:0",
+        "use_fast_tokenizer": true,
+        "leading_space": false,
+        "space_token": null,
+        "trust_remote_code": false,
+        "max_model_len": 32768
+    },
+    "task_params": {
+        "max_len": 4000,
+        "few_shot_count": 0,
+        "batch_size": 2,
+        "max_sample_per_dataset": 10000000000000,
+        "method": "calculate_tokens_proba"
+    }
+}

llmtf_eval/darumeru_ruOpenBookQA_total.jsonl

@@ -0,0 +1,8 @@
+{
+    "task_name": "darumeru/ruOpenBookQA",
+    "results": {
+        "acc": 0.615979381443299,
+        "f1_macro": 0.6154023944317246
+    },
+    "leaderboard_result": 0.6156908879375118
+}

llmtf_eval/darumeru_ruWorldTree_params.jsonl

@@ -0,0 +1,54 @@
+{
+    "custom_generation_config": null,
+    "model_params": {
+        "model_name_or_path": "/scratch/tikhomirov/workdir/data/models/ruadapt_qwen2.5_1.5B_ext_u48_part1-2_lr5e4_bs128_reinit_peft_mlp_32_128_lm_head_mts_1e4_as1.5_nm_pv21/simpo2",
+        "generation_config": {
+            "bos_token_id": 145109,
+            "do_sample": true,
+            "eos_token_id": [
+                145111
+            ],
+            "max_length": 32768,
+            "max_new_tokens": 64,
+            "pad_token_id": 145109,
+            "stop_strings": [
+                "<|im_end|>"
+            ],
+            "temperature": 0.1,
+            "top_k": 40,
+            "top_p": 0.9,
+            "transformers_version": "4.45.2",
+            "trust_remote_code": false
+        },
+        "conversation_template": {
+            "system_prompt": "",
+            "system_message_template": "<|im_start|>{role}\n{content}<|im_end|>\n",
+            "user_message_template": "<|im_start|>{role}\n{content}<|im_end|>\n",
+            "bot_message_template": "<|im_start|>{role}\n{content}<|im_end|>\n",
+            "bot_message_template_incomplete": "<|im_start|>{role}\n{content}",
+            "user_role": "user",
+            "bot_role": "assistant",
+            "system_role": "system",
+            "global_prefix": "",
+            "suffix": "<|im_start|>assistant\n",
+            "add_special_tokens": false,
+            "eos_token": "<|im_end|>"
+        },
+        "load_in_8bit": false,
+        "torch_dtype": "auto",
+        "use_flash_attention_2": true,
+        "device_map": "cuda:0",
+        "use_fast_tokenizer": true,
+        "leading_space": false,
+        "space_token": null,
+        "trust_remote_code": false,
+        "max_model_len": 32768
+    },
+    "task_params": {
+        "max_len": 4000,
+        "few_shot_count": 0,
+        "batch_size": 2,
+        "max_sample_per_dataset": 10000000000000,
+        "method": "calculate_tokens_proba"
+    }
+}

llmtf_eval/darumeru_ruWorldTree_total.jsonl

@@ -0,0 +1,8 @@
+{
+    "task_name": "darumeru/ruWorldTree",
+    "results": {
+        "acc": 0.7714285714285715,
+        "f1_macro": 0.7726851851851853
+    },
+    "leaderboard_result": 0.7720568783068784
+}

llmtf_eval/evaluation_log.txt

@@ -0,0 +1,251 @@
+INFO: 2024-11-18 14:18:48,851: llmtf.base.evaluator: Starting eval on ['darumeru/multiq']
+INFO: 2024-11-18 14:18:48,852: llmtf.base.hfmodel: Updated generation_config.eos_token_id: [145111]
+INFO: 2024-11-18 14:18:48,852: llmtf.base.hfmodel: Updated generation_config.stop_strings: ['<|im_end|>']
+INFO: 2024-11-18 14:18:50,653: llmtf.base.evaluator: Starting eval on ['darumeru/parus']
+INFO: 2024-11-18 14:18:50,654: llmtf.base.hfmodel: Updated generation_config.eos_token_id: [145111]
+INFO: 2024-11-18 14:18:50,654: llmtf.base.hfmodel: Updated generation_config.stop_strings: ['<|im_end|>']
+INFO: 2024-11-18 14:18:52,696: llmtf.base.darumeru/MultiQ: Loading Dataset: 3.84s
+INFO: 2024-11-18 14:18:52,936: llmtf.base.evaluator: Starting eval on ['darumeru/rcb']
+INFO: 2024-11-18 14:18:52,936: llmtf.base.hfmodel: Updated generation_config.eos_token_id: [145111]
+INFO: 2024-11-18 14:18:52,936: llmtf.base.hfmodel: Updated generation_config.stop_strings: ['<|im_end|>']
+INFO: 2024-11-18 14:18:53,102: llmtf.base.darumeru/PARus: Loading Dataset: 2.45s
+INFO: 2024-11-18 14:18:54,811: llmtf.base.evaluator: Starting eval on ['darumeru/ruopenbookqa']
+INFO: 2024-11-18 14:18:54,811: llmtf.base.hfmodel: Updated generation_config.eos_token_id: [145111]
+INFO: 2024-11-18 14:18:54,811: llmtf.base.hfmodel: Updated generation_config.stop_strings: ['<|im_end|>']
+INFO: 2024-11-18 14:18:55,708: llmtf.base.darumeru/RCB: Loading Dataset: 2.77s
+INFO: 2024-11-18 14:18:56,455: llmtf.base.darumeru/PARus: Processing Dataset: 3.35s
+INFO: 2024-11-18 14:18:56,457: llmtf.base.darumeru/PARus: Results for darumeru/PARus:
+INFO: 2024-11-18 14:18:56,470: llmtf.base.darumeru/PARus: {'acc': 0.24}
+INFO: 2024-11-18 14:18:56,471: llmtf.base.evaluator: Ended eval
+INFO: 2024-11-18 14:18:56,474: llmtf.base.evaluator: 
+mean	darumeru/PARus
+0.240	0.240
+INFO: 2024-11-18 14:18:56,487: llmtf.base.evaluator: Starting eval on ['darumeru/ruworldtree']
+INFO: 2024-11-18 14:18:56,488: llmtf.base.hfmodel: Updated generation_config.eos_token_id: [145111]
+INFO: 2024-11-18 14:18:56,488: llmtf.base.hfmodel: Updated generation_config.stop_strings: ['<|im_end|>']
+INFO: 2024-11-18 14:18:58,099: llmtf.base.darumeru/ruOpenBookQA: Loading Dataset: 3.29s
+INFO: 2024-11-18 14:18:58,743: llmtf.base.evaluator: Starting eval on ['darumeru/rwsd']
+INFO: 2024-11-18 14:18:58,744: llmtf.base.hfmodel: Updated generation_config.eos_token_id: [145111]
+INFO: 2024-11-18 14:18:58,744: llmtf.base.hfmodel: Updated generation_config.stop_strings: ['<|im_end|>']
+INFO: 2024-11-18 14:18:58,925: llmtf.base.darumeru/ruWorldTree: Loading Dataset: 2.44s
+INFO: 2024-11-18 14:19:00,968: llmtf.base.evaluator: Starting eval on ['daru/treewayextractive']
+INFO: 2024-11-18 14:19:00,968: llmtf.base.hfmodel: Updated generation_config.eos_token_id: [145111]
+INFO: 2024-11-18 14:19:00,968: llmtf.base.hfmodel: Updated generation_config.stop_strings: ['<|im_end|>']
+INFO: 2024-11-18 14:19:01,031: llmtf.base.darumeru/RCB: Processing Dataset: 5.32s
+INFO: 2024-11-18 14:19:01,033: llmtf.base.darumeru/RCB: Results for darumeru/RCB:
+INFO: 2024-11-18 14:19:01,040: llmtf.base.darumeru/RCB: {'acc': 0.4727272727272727, 'f1_macro': 0.39356669305497743}
+INFO: 2024-11-18 14:19:01,041: llmtf.base.evaluator: Ended eval
+INFO: 2024-11-18 14:19:01,044: llmtf.base.evaluator: 
+mean	darumeru/PARus	darumeru/RCB
+0.337	0.240	0.433
+INFO: 2024-11-18 14:19:01,497: llmtf.base.darumeru/RWSD: Loading Dataset: 2.75s
+INFO: 2024-11-18 14:19:01,851: llmtf.base.darumeru/ruWorldTree: Processing Dataset: 2.92s
+INFO: 2024-11-18 14:19:01,852: llmtf.base.darumeru/ruWorldTree: Results for darumeru/ruWorldTree:
+INFO: 2024-11-18 14:19:01,859: llmtf.base.darumeru/ruWorldTree: {'acc': 0.7714285714285715, 'f1_macro': 0.7726851851851853}
+INFO: 2024-11-18 14:19:01,859: llmtf.base.evaluator: Ended eval
+INFO: 2024-11-18 14:19:01,863: llmtf.base.evaluator: 
+mean	darumeru/PARus	darumeru/RCB	darumeru/ruWorldTree
+0.482	0.240	0.433	0.772
+INFO: 2024-11-18 14:19:02,889: llmtf.base.evaluator: Starting eval on ['daru/treewayabstractive']
+INFO: 2024-11-18 14:19:02,890: llmtf.base.hfmodel: Updated generation_config.eos_token_id: [145111]
+INFO: 2024-11-18 14:19:02,890: llmtf.base.hfmodel: Updated generation_config.stop_strings: ['<|im_end|>']
+INFO: 2024-11-18 14:19:03,199: llmtf.base.evaluator: Starting eval on ['nlpcoreteam/rummlu']
+INFO: 2024-11-18 14:19:03,199: llmtf.base.hfmodel: Updated generation_config.eos_token_id: [145111]
+INFO: 2024-11-18 14:19:03,199: llmtf.base.hfmodel: Updated generation_config.stop_strings: ['<|im_end|>']
+INFO: 2024-11-18 14:19:06,629: llmtf.base.darumeru/RWSD: Processing Dataset: 5.13s
+INFO: 2024-11-18 14:19:06,631: llmtf.base.darumeru/RWSD: Results for darumeru/RWSD:
+INFO: 2024-11-18 14:19:06,635: llmtf.base.darumeru/RWSD: {'acc': 0.5098039215686274}
+INFO: 2024-11-18 14:19:06,636: llmtf.base.evaluator: Ended eval
+INFO: 2024-11-18 14:19:06,641: llmtf.base.evaluator: 
+mean	darumeru/PARus	darumeru/RCB	darumeru/RWSD	darumeru/ruWorldTree
+0.489	0.240	0.433	0.510	0.772
+INFO: 2024-11-18 14:19:06,885: llmtf.base.daru/treewayabstractive: Loading Dataset: 4.00s
+INFO: 2024-11-18 14:19:07,496: llmtf.base.evaluator: Starting eval on ['darumeru/cp_para_ru']
+INFO: 2024-11-18 14:19:07,497: llmtf.base.hfmodel: Updated generation_config.eos_token_id: [145111]
+INFO: 2024-11-18 14:19:07,497: llmtf.base.hfmodel: Updated generation_config.stop_strings: ['<|im_end|>']
+INFO: 2024-11-18 14:19:10,509: llmtf.base.darumeru/cp_para_ru: Loading Dataset: 3.01s
+INFO: 2024-11-18 14:19:13,909: llmtf.base.daru/treewayextractive: Loading Dataset: 12.94s
+INFO: 2024-11-18 14:19:44,800: llmtf.base.darumeru/ruOpenBookQA: Processing Dataset: 46.70s
+INFO: 2024-11-18 14:19:44,801: llmtf.base.darumeru/ruOpenBookQA: Results for darumeru/ruOpenBookQA:
+INFO: 2024-11-18 14:19:44,814: llmtf.base.darumeru/ruOpenBookQA: {'acc': 0.615979381443299, 'f1_macro': 0.6154023944317246}
+INFO: 2024-11-18 14:19:44,821: llmtf.base.evaluator: Ended eval
+INFO: 2024-11-18 14:19:44,826: llmtf.base.evaluator: 
+mean	darumeru/PARus	darumeru/RCB	darumeru/RWSD	darumeru/ruOpenBookQA	darumeru/ruWorldTree
+0.514	0.240	0.433	0.510	0.616	0.772
+INFO: 2024-11-18 14:21:05,969: llmtf.base.nlpcoreteam/ruMMLU: Loading Dataset: 122.77s
+INFO: 2024-11-18 14:21:35,520: llmtf.base.daru/treewayextractive: Processing Dataset: 141.61s
+INFO: 2024-11-18 14:21:35,523: llmtf.base.daru/treewayextractive: Results for daru/treewayextractive:
+INFO: 2024-11-18 14:21:35,753: llmtf.base.daru/treewayextractive: {'r-prec': 0.3782488455988456}
+INFO: 2024-11-18 14:21:35,793: llmtf.base.evaluator: Ended eval
+INFO: 2024-11-18 14:21:35,799: llmtf.base.evaluator: 
+mean	daru/treewayextractive	darumeru/PARus	darumeru/RCB	darumeru/RWSD	darumeru/ruOpenBookQA	darumeru/ruWorldTree
+0.491	0.378	0.240	0.433	0.510	0.616	0.772
+INFO: 2024-11-18 14:24:06,030: llmtf.base.darumeru/cp_para_ru: Processing Dataset: 295.52s
+INFO: 2024-11-18 14:24:06,032: llmtf.base.darumeru/cp_para_ru: Results for darumeru/cp_para_ru:
+INFO: 2024-11-18 14:24:06,036: llmtf.base.darumeru/cp_para_ru: {'symbol_per_token': 3.8978256135744003, 'len': 0.8764597602663033, 'lcs': 0.05}
+INFO: 2024-11-18 14:24:06,036: llmtf.base.evaluator: Ended eval
+INFO: 2024-11-18 14:24:06,041: llmtf.base.evaluator: 
+mean	daru/treewayextractive	darumeru/PARus	darumeru/RCB	darumeru/RWSD	darumeru/cp_para_ru	darumeru/ruOpenBookQA	darumeru/ruWorldTree
+0.428	0.378	0.240	0.433	0.510	0.050	0.616	0.772
+INFO: 2024-11-18 14:24:17,174: llmtf.base.daru/treewayabstractive: Processing Dataset: 310.29s
+INFO: 2024-11-18 14:24:17,190: llmtf.base.daru/treewayabstractive: Results for daru/treewayabstractive:
+INFO: 2024-11-18 14:24:17,208: llmtf.base.daru/treewayabstractive: {'rouge1': 0.31023763628891676, 'rouge2': 0.09443696323171702}
+INFO: 2024-11-18 14:24:17,210: llmtf.base.evaluator: Ended eval
+INFO: 2024-11-18 14:24:17,215: llmtf.base.evaluator: 
+mean	daru/treewayabstractive	daru/treewayextractive	darumeru/PARus	darumeru/RCB	darumeru/RWSD	darumeru/cp_para_ru	darumeru/ruOpenBookQA	darumeru/ruWorldTree
+0.400	0.202	0.378	0.240	0.433	0.510	0.050	0.616	0.772
+INFO: 2024-11-18 14:26:06,991: llmtf.base.nlpcoreteam/ruMMLU: Processing Dataset: 301.02s
+INFO: 2024-11-18 14:26:06,993: llmtf.base.nlpcoreteam/ruMMLU: Results for nlpcoreteam/ruMMLU:
+INFO: 2024-11-18 14:26:07,037: llmtf.base.nlpcoreteam/ruMMLU:                                        metric
+subject                                      
+abstract_algebra                     0.280000
+anatomy                              0.400000
+astronomy                            0.572368
+business_ethics                      0.460000
+clinical_knowledge                   0.494340
+college_biology                      0.375000
+college_chemistry                    0.290000
+college_computer_science             0.400000
+college_mathematics                  0.400000
+college_medicine                     0.491329
+college_physics                      0.362745
+computer_security                    0.500000
+conceptual_physics                   0.421277
+econometrics                         0.280702
+electrical_engineering               0.427586
+elementary_mathematics               0.391534
+formal_logic                         0.373016
+global_facts                         0.230000
+high_school_biology                  0.496774
+high_school_chemistry                0.458128
+high_school_computer_science         0.500000
+high_school_european_history         0.600000
+high_school_geography                0.535354
+high_school_government_and_politics  0.518135
+high_school_macroeconomics           0.471795
+high_school_mathematics              0.400000
+high_school_microeconomics           0.462185
+high_school_physics                  0.291391
+high_school_psychology               0.614679
+high_school_statistics               0.490741
+high_school_us_history               0.534314
+high_school_world_history            0.624473
+human_aging                          0.520179
+human_sexuality                      0.519084
+international_law                    0.694215
+jurisprudence                        0.537037
+logical_fallacies                    0.472393
+machine_learning                     0.258929
+management                           0.640777
+marketing                            0.700855
+medical_genetics                     0.480000
+miscellaneous                        0.533844
+moral_disputes                       0.488439
+moral_scenarios                      0.268156
+nutrition                            0.526144
+philosophy                           0.543408
+prehistory                           0.475309
+professional_accounting              0.347518
+professional_law                     0.345502
+professional_medicine                0.426471
+professional_psychology              0.411765
+public_relations                     0.427273
+security_studies                     0.542857
+sociology                            0.686567
+us_foreign_policy                    0.700000
+virology                             0.379518
+world_religions                      0.538012
+INFO: 2024-11-18 14:26:07,045: llmtf.base.nlpcoreteam/ruMMLU:                                    metric
+subject                                  
+STEM                             0.406471
+humanities                       0.499559
+other (business, health, misc.)  0.473641
+social sciences                  0.514200
+INFO: 2024-11-18 14:26:07,053: llmtf.base.nlpcoreteam/ruMMLU: {'acc': 0.47346768524963356}
+INFO: 2024-11-18 14:26:07,087: llmtf.base.evaluator: Ended eval
+INFO: 2024-11-18 14:26:07,096: llmtf.base.evaluator: 
+mean	daru/treewayabstractive	daru/treewayextractive	darumeru/PARus	darumeru/RCB	darumeru/RWSD	darumeru/cp_para_ru	darumeru/ruOpenBookQA	darumeru/ruWorldTree	nlpcoreteam/ruMMLU
+0.408	0.202	0.378	0.240	0.433	0.510	0.050	0.616	0.772	0.473
+INFO: 2024-11-18 14:29:49,600: llmtf.base.darumeru/MultiQ: Processing Dataset: 656.90s
+INFO: 2024-11-18 14:29:49,603: llmtf.base.darumeru/MultiQ: Results for darumeru/MultiQ:
+INFO: 2024-11-18 14:29:49,608: llmtf.base.darumeru/MultiQ: {'f1': 0.20613243758223346, 'em': 0.11281070745697896}
+INFO: 2024-11-18 14:29:49,612: llmtf.base.evaluator: Ended eval
+INFO: 2024-11-18 14:29:49,634: llmtf.base.evaluator: 
+mean	daru/treewayabstractive	daru/treewayextractive	darumeru/MultiQ	darumeru/PARus	darumeru/RCB	darumeru/RWSD	darumeru/cp_para_ru	darumeru/ruOpenBookQA	darumeru/ruWorldTree	nlpcoreteam/ruMMLU
+0.383	0.202	0.378	0.159	0.240	0.433	0.510	0.050	0.616	0.772	0.473
+INFO: 2024-11-18 14:29:55,578: llmtf.base.evaluator: Starting eval on ['nlpcoreteam/enmmlu']
+INFO: 2024-11-18 14:29:55,579: llmtf.base.hfmodel: Updated generation_config.eos_token_id: [145111]
+INFO: 2024-11-18 14:29:55,579: llmtf.base.hfmodel: Updated generation_config.stop_strings: ['<|im_end|>']
+INFO: 2024-11-18 14:31:56,928: llmtf.base.nlpcoreteam/enMMLU: Loading Dataset: 121.35s
+INFO: 2024-11-18 14:36:48,348: llmtf.base.nlpcoreteam/enMMLU: Processing Dataset: 291.42s
+INFO: 2024-11-18 14:36:48,352: llmtf.base.nlpcoreteam/enMMLU: Results for nlpcoreteam/enMMLU:
+INFO: 2024-11-18 14:36:48,396: llmtf.base.nlpcoreteam/enMMLU:                                        metric
+subject                                      
+abstract_algebra                     0.350000
+anatomy                              0.562963
+astronomy                            0.664474
+business_ethics                      0.640000
+clinical_knowledge                   0.652830
+college_biology                      0.652778
+college_chemistry                    0.450000
+college_computer_science             0.490000
+college_mathematics                  0.310000
+college_medicine                     0.618497
+college_physics                      0.500000
+computer_security                    0.710000
+conceptual_physics                   0.587234
+econometrics                         0.429825
+electrical_engineering               0.531034
+elementary_mathematics               0.460317
+formal_logic                         0.373016
+global_facts                         0.270000
+high_school_biology                  0.748387
+high_school_chemistry                0.522167
+high_school_computer_science         0.620000
+high_school_european_history         0.733333
+high_school_geography                0.747475
+high_school_government_and_politics  0.808290
+high_school_macroeconomics           0.658974
+high_school_mathematics              0.403704
+high_school_microeconomics           0.684874
+high_school_physics                  0.390728
+high_school_psychology               0.822018
+high_school_statistics               0.550926
+high_school_us_history               0.720588
+high_school_world_history            0.742616
+human_aging                          0.623318
+human_sexuality                      0.687023
+international_law                    0.710744
+jurisprudence                        0.759259
+logical_fallacies                    0.742331
+machine_learning                     0.419643
+management                           0.747573
+marketing                            0.824786
+medical_genetics                     0.690000
+miscellaneous                        0.708812
+moral_disputes                       0.641618
+moral_scenarios                      0.252514
+nutrition                            0.653595
+philosophy                           0.668810
+prehistory                           0.675926
+professional_accounting              0.510638
+professional_law                     0.397653
+professional_medicine                0.602941
+professional_psychology              0.589869
+public_relations                     0.609091
+security_studies                     0.673469
+sociology                            0.776119
+us_foreign_policy                    0.740000
+virology                             0.463855
+world_religions                      0.783626
+INFO: 2024-11-18 14:36:48,403: llmtf.base.nlpcoreteam/enMMLU:                                    metric
+subject                                  
+STEM                             0.520077
+humanities                       0.630926
+other (business, health, misc.)  0.612129
+social sciences                  0.685586
+INFO: 2024-11-18 14:36:48,425: llmtf.base.nlpcoreteam/enMMLU: {'acc': 0.6121795307919802}
+INFO: 2024-11-18 14:36:48,459: llmtf.base.evaluator: Ended eval
+INFO: 2024-11-18 14:36:48,480: llmtf.base.evaluator: 
+mean	daru/treewayabstractive	daru/treewayextractive	darumeru/MultiQ	darumeru/PARus	darumeru/RCB	darumeru/RWSD	darumeru/cp_para_ru	darumeru/ruOpenBookQA	darumeru/ruWorldTree	nlpcoreteam/enMMLU	nlpcoreteam/ruMMLU
+0.404	0.202	0.378	0.159	0.240	0.433	0.510	0.050	0.616	0.772	0.612	0.473

llmtf_eval/evaluation_results.txt

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+mean	daru/treewayabstractive	daru/treewayextractive	darumeru/MultiQ	darumeru/PARus	darumeru/RCB	darumeru/RWSD	darumeru/cp_para_ru	darumeru/ruOpenBookQA	darumeru/ruWorldTree	nlpcoreteam/enMMLU	nlpcoreteam/ruMMLU
+0.404	0.202	0.378	0.159	0.240	0.433	0.510	0.050	0.616	0.772	0.612	0.473

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llmtf_eval/nlpcoreteam_enMMLU_total.jsonl

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llmtf_eval/nlpcoreteam_ruMMLU_total.jsonl

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