Adding sabia-extractor-full

CalculaPorGrader.ipynb

@@ -183,7 +183,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 27,
    "id": "249c4d4b-8e29-43f6-a700-ba20c2b79c07",
    "metadata": {},
    "outputs": [],
@@ -265,6 +265,7 @@
     "        string = f\"jbcs2025_phi35-balanced-C{comp}-phi35_classification_lora-C{comp}-essay_only_inference_results.jsonl\"\n",
     "    elif modelo == \"Phi3.5-full_context\":\n",
     "        string = f\"jbcs2025_Phi-3.5-mini-instruct-phi35_classification_lora-C{comp}-full_context-phi35_classification_lora-C{comp}-full_context_inference_results.jsonl\"\n",
+    "    #sabias\n",
     "    elif modelo == \"sabia-essay-only\":\n",
     "        string = f\"sabia-3-zero-shot-C{comp}-essay_only_inference_results.jsonl\"\n",
     "    elif modelo == \"sabia-full\":\n",
@@ -273,6 +274,8 @@
     "        string = f\"sabia-3-grader-zero-shot-C{comp}-full_context_inference_results.jsonl\"\n",
     "    elif modelo == \"sabia-grader-essay-only\":\n",
     "        string = f\"sabia-3-grader-zero-shot-C{comp}-essay_only_inference_results.jsonl\"\n",
+    "    elif modelo == \"sabia-extractor-full\":\n",
+    "        string = f\"sabia-3-extractor-zero-shot-C{comp}-full_context_inference_results.jsonl\"\n",
     "    #gpts\n",
     "    elif modelo == 'gpt4-essay-only':\n",
     "        string = f\"gpt-4o-2024-11-20-zero-shot-C{comp}-essay_only_inference_results.jsonl\"\n",
@@ -303,7 +306,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 29,
    "id": "cebff6ca-2b47-4960-a155-11da9342d707",
    "metadata": {
     "tags": []
@@ -313,32 +316,32 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "deepseek-extractor-full-context-A: 0.02 & 0.05 & 0.24 &\n",
-      "deepseek-extractor-full-context-B: 0.06 & 0.12 & 0.17 &\n",
-      "deepseek-extractor-full-context-geral: 0.03 & 0.08 & 0.21 &\n",
-      "deepseek-extractor-full-context-media: 0.04 & 0.08 & 0.20 &\n",
-      "deepseek-extractor-full-context-A: 0.31 & 0.39 & 0.45 &\n",
-      "deepseek-extractor-full-context-B: 0.23 & 0.30 & 0.57 &\n",
-      "deepseek-extractor-full-context-geral: 0.29 & 0.31 & 0.51 &\n",
-      "deepseek-extractor-full-context-media: 0.27 & 0.34 & 0.51 &\n",
-      "deepseek-extractor-full-context-A: 0.27 & 0.41 & 0.51 &\n",
-      "deepseek-extractor-full-context-B: 0.33 & 0.40 & 0.54 &\n",
-      "deepseek-extractor-full-context-geral: 0.32 & 0.40 & 0.52 &\n",
-      "deepseek-extractor-full-context-media: 0.30 & 0.41 & 0.52 &\n",
-      "deepseek-extractor-full-context-A: 0.36 & 0.57 & 0.49 &\n",
-      "deepseek-extractor-full-context-B: 0.38 & 0.62 & 0.62 &\n",
-      "deepseek-extractor-full-context-geral: 0.31 & 0.59 & 0.56 &\n",
-      "deepseek-extractor-full-context-media: 0.37 & 0.60 & 0.56 &\n",
-      "deepseek-extractor-full-context-A: 0.38 & 0.42 & 0.58 &\n",
-      "deepseek-extractor-full-context-B: 0.36 & 0.43 & 0.64 &\n",
-      "deepseek-extractor-full-context-geral: 0.38 & 0.42 & 0.61 &\n",
-      "deepseek-extractor-full-context-media: 0.37 & 0.42 & 0.61 &\n"
+      "sabia-extractor-full-A: 0.09 & 0.24 & 0.29 &\n",
+      "sabia-extractor-full-B: 0.11 & 0.28 & 0.33 &\n",
+      "sabia-extractor-full-geral: 0.09 & 0.26 & 0.31 &\n",
+      "sabia-extractor-full-media: 0.10 & 0.26 & 0.31 &\n",
+      "sabia-extractor-full-A: 0.21 & 0.34 & 0.29 &\n",
+      "sabia-extractor-full-B: 0.12 & 0.14 & 0.27 &\n",
+      "sabia-extractor-full-geral: 0.15 & 0.21 & 0.28 &\n",
+      "sabia-extractor-full-media: 0.16 & 0.24 & 0.28 &\n",
+      "sabia-extractor-full-A: 0.20 & 0.37 & 0.24 &\n",
+      "sabia-extractor-full-B: 0.20 & 0.21 & 0.19 &\n",
+      "sabia-extractor-full-geral: 0.19 & 0.27 & 0.21 &\n",
+      "sabia-extractor-full-media: 0.20 & 0.29 & 0.21 &\n",
+      "sabia-extractor-full-A: 0.19 & 0.42 & 0.35 &\n",
+      "sabia-extractor-full-B: 0.18 & 0.35 & 0.40 &\n",
+      "sabia-extractor-full-geral: 0.17 & 0.38 & 0.38 &\n",
+      "sabia-extractor-full-media: 0.18 & 0.38 & 0.38 &\n",
+      "sabia-extractor-full-A: 0.22 & 0.25 & 0.46 &\n",
+      "sabia-extractor-full-B: 0.21 & 0.23 & 0.56 &\n",
+      "sabia-extractor-full-geral: 0.23 & 0.23 & 0.52 &\n",
+      "sabia-extractor-full-media: 0.22 & 0.24 & 0.51 &\n"
      ]
     }
    ],
    "source": [
     "#print(f\"Comp C1\")\n",
-    "modelo = 'deepseek-extractor-full-context'\n",
+    "modelo = 'sabia-extractor-full'\n",
     "Y_HAT = \"pontuacao\"\n",
     "NORMALIZACAO = 1\n",
     "for comp in range(1, 6):\n",
@@ -351,7 +354,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 31,
    "id": "3fa030a0-ea8f-4315-a153-6b4f5dfff3b8",
    "metadata": {
     "tags": []
@@ -361,10 +364,10 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "deepseek-extractor-full-context-A & 0.02 & 0.05 & 0.24 &0.31 & 0.39 & 0.45 &0.27 & 0.41 & 0.51 &0.36 & 0.57 & 0.49 &0.38 & 0.42 & 0.58 \\\\\n",
-      "deepseek-extractor-full-context-B & 0.06 & 0.12 & 0.17 &0.23 & 0.30 & 0.57 &0.33 & 0.40 & 0.54 &0.38 & 0.62 & 0.62 &0.36 & 0.43 & 0.64 \\\\\n",
-      "deepseek-extractor-full-context-geral & 0.03 & 0.08 & 0.21 &0.29 & 0.31 & 0.51 &0.32 & 0.40 & 0.52 &0.31 & 0.59 & 0.56 &0.38 & 0.42 & 0.61 \\\\\n",
-      "deepseek-extractor-full-context-media & 0.04 & 0.08 & 0.20 &0.27 & 0.34 & 0.51 &0.30 & 0.41 & 0.52 &0.37 & 0.60 & 0.56 &0.37 & 0.42 & 0.61 \\\\\n"
+      "sabia-extractor-full-A & 0.09 & 0.24 & 0.29 &0.21 & 0.34 & 0.29 &0.20 & 0.37 & 0.24 &0.19 & 0.42 & 0.35 &0.22 & 0.25 & 0.46 \\\\\n",
+      "sabia-extractor-full-B & 0.11 & 0.28 & 0.33 &0.12 & 0.14 & 0.27 &0.20 & 0.21 & 0.19 &0.18 & 0.35 & 0.40 &0.21 & 0.23 & 0.56 \\\\\n",
+      "sabia-extractor-full-geral & 0.09 & 0.26 & 0.31 &0.15 & 0.21 & 0.28 &0.19 & 0.27 & 0.21 &0.17 & 0.38 & 0.38 &0.23 & 0.23 & 0.52 \\\\\n",
+      "sabia-extractor-full-media & 0.10 & 0.26 & 0.31 &0.16 & 0.24 & 0.28 &0.20 & 0.29 & 0.21 &0.18 & 0.38 & 0.38 &0.22 & 0.24 & 0.51 \\\\\n"
      ]
     }
    ],

boostrap_confidence_intervals-00000-of-00001.parquet

@@ -1,3 +1,3 @@
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-size 28225
+oid sha256:dd8f153a02ddd3c7db3eb8feb618190e039f15611804d713ee9fbd5f3847e0ba
+size 28900

evaluation_results-00000-of-00001.parquet

@@ -1,3 +1,3 @@
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-oid sha256:ee9883672f6a8e8ca62fac978470bc990d527beabd59486ca351b62df1b0ac7b
-size 36332
+oid sha256:2f84c86b4bafff80e75fe4204a9a56b2a577b8a190c3ccebc7ca577b256a083f
+size 36890

runs/api_models/sabia-3/sabia-3-extractor-zero-shot-C1-full_context/.hydra/config.yaml

@@ -0,0 +1,35 @@
+cache_dir: /tmp/
+dataset:
+  name: kamel-usp/aes_enem_dataset
+  split: JBCS2025
+training_params:
+  seed: 42
+  num_train_epochs: 20
+  logging_steps: 100
+  metric_for_best_model: QWK
+  bf16: true
+bootstrap:
+  enabled: true
+  n_bootstrap: 10000
+  bootstrap_seed: 42
+  metrics:
+  - QWK
+  - Macro_F1
+  - Weighted_F1
+post_training_results:
+  model_path: /workspace/jbcs2025/outputs/2025-03-24/20-42-59
+experiments:
+  model:
+    name: sabia-3
+    type: maritaca_sabia_3
+    api_url: https://chat.maritaca.ai/api
+    prompt_type: zero-shot
+    use_essay_prompt: false
+    temperature: 0.1
+    max_tokens: 12000
+    seed: 42
+    number_repetition_eval: 10
+  dataset:
+    grade_index: 0
+    use_full_context: true
+    training_id: sabia-extractionPrompt-zero-shot-C1

runs/api_models/sabia-3/sabia-3-extractor-zero-shot-C1-full_context/.hydra/hydra.yaml

@@ -0,0 +1,155 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    _target_: hydra._internal.core_plugins.basic_sweeper.BasicSweeper
+    max_batch_size: null
+    params: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: RUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=RUN
+    task: []
+  job:
+    name: run_inference_experiment
+    chdir: null
+    override_dirname: ''
+    id: ???
+    num: ???
+    config_name: config
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.1'
+    cwd: C:\Users\Igor\Documents\jbcs2025-u-extractor
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: C:\Users\Igor\Documents\jbcs2025-u-extractor\configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: C:\Users\Igor\Documents\jbcs2025-u-extractor\outputs\2025-07-07\22-01-32
+    choices:
+      experiments: api_models_llm/C1
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: basic
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false

runs/api_models/sabia-3/sabia-3-extractor-zero-shot-C1-full_context/.hydra/overrides.yaml

@@ -0,0 +1 @@
+[]

runs/api_models/sabia-3/sabia-3-extractor-zero-shot-C1-full_context/bootstrap_confidence_intervals.csv

@@ -0,0 +1,2 @@
+experiment_id,timestamp,QWK_mean,QWK_lower_95ci,QWK_upper_95ci,QWK_ci_width,Macro_F1_mean,Macro_F1_lower_95ci,Macro_F1_upper_95ci,Macro_F1_ci_width,Weighted_F1_mean,Weighted_F1_lower_95ci,Weighted_F1_upper_95ci,Weighted_F1_ci_width
+sabia-3-extractor-zero-shot-C1-full_context,2025-07-07 22:01:32,0.30475542558241775,0.21754749413844626,0.3900672105573772,0.17251971641893094,0.0963840385785615,0.07602339181286549,0.12067039106145253,0.04464699924858703,0.2589374789097027,0.18205403471103954,0.3416149068322981,0.15956087212125858

runs/api_models/sabia-3/sabia-3-extractor-zero-shot-C1-full_context/evaluation_results.csv

@@ -0,0 +1,2 @@
+accuracy,RMSE,QWK,HDIV,Macro_F1,Micro_F1,Weighted_F1,TP_0,TN_0,FP_0,FN_0,TP_1,TN_1,FP_1,FN_1,TP_2,TN_2,FP_2,FN_2,TP_3,TN_3,FP_3,FN_3,TP_4,TN_4,FP_4,FN_4,TP_5,TN_5,FP_5,FN_5,timestamp,id
+0.34057971014492755,47.426525935586305,0.3082170542635658,0.01449275362318836,0.09003831417624521,0.34057971014492755,0.25837081459270367,0,137,0,1,0,108,30,0,0,128,0,10,47,11,61,19,0,87,0,51,0,128,0,10,2025-07-07 22:01:32,sabia-3-extractor-zero-shot-C1-full_context

runs/api_models/sabia-3/sabia-3-extractor-zero-shot-C2-full_context/.hydra/config.yaml

@@ -0,0 +1,35 @@
+cache_dir: /tmp/
+dataset:
+  name: kamel-usp/aes_enem_dataset
+  split: JBCS2025
+training_params:
+  seed: 42
+  num_train_epochs: 20
+  logging_steps: 100
+  metric_for_best_model: QWK
+  bf16: true
+bootstrap:
+  enabled: true
+  n_bootstrap: 10000
+  bootstrap_seed: 42
+  metrics:
+  - QWK
+  - Macro_F1
+  - Weighted_F1
+post_training_results:
+  model_path: /workspace/jbcs2025/outputs/2025-03-24/20-42-59
+experiments:
+  model:
+    name: sabia-3
+    type: maritaca_sabia_3
+    api_url: https://chat.maritaca.ai/api
+    prompt_type: zero-shot
+    use_essay_prompt: false
+    temperature: 0.1
+    max_tokens: 12000
+    seed: 42
+    number_repetition_eval: 10
+  dataset:
+    grade_index: 1
+    use_full_context: true
+    training_id: sabia-extractionPrompt-zero-shot-C2

runs/api_models/sabia-3/sabia-3-extractor-zero-shot-C2-full_context/.hydra/hydra.yaml

@@ -0,0 +1,155 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    _target_: hydra._internal.core_plugins.basic_sweeper.BasicSweeper
+    max_batch_size: null
+    params: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: RUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=RUN
+    task: []
+  job:
+    name: run_inference_experiment
+    chdir: null
+    override_dirname: ''
+    id: ???
+    num: ???
+    config_name: config
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.1'
+    cwd: C:\Users\Igor\Documents\jbcs2025-u-extractor
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: C:\Users\Igor\Documents\jbcs2025-u-extractor\configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: C:\Users\Igor\Documents\jbcs2025-u-extractor\outputs\2025-07-07\22-14-45
+    choices:
+      experiments: api_models_llm/C2
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: basic
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false

runs/api_models/sabia-3/sabia-3-extractor-zero-shot-C2-full_context/.hydra/overrides.yaml

@@ -0,0 +1 @@
+[]

runs/api_models/sabia-3/sabia-3-extractor-zero-shot-C2-full_context/bootstrap_confidence_intervals.csv

@@ -0,0 +1,2 @@
+experiment_id,timestamp,QWK_mean,QWK_lower_95ci,QWK_upper_95ci,QWK_ci_width,Macro_F1_mean,Macro_F1_lower_95ci,Macro_F1_upper_95ci,Macro_F1_ci_width,Weighted_F1_mean,Weighted_F1_lower_95ci,Weighted_F1_upper_95ci,Weighted_F1_ci_width
+sabia-3-extractor-zero-shot-C2-full_context,2025-07-07 22:14:45,0.2807568104767729,0.18046580363540857,0.3824925915176814,0.20202678788227282,0.15707730120714886,0.10625117413905508,0.22042044194122715,0.11416926780217207,0.2149613944112277,0.14454855919774026,0.29270265050573385,0.1481540913079936

runs/api_models/sabia-3/sabia-3-extractor-zero-shot-C2-full_context/evaluation_results.csv

@@ -0,0 +1,2 @@
+accuracy,RMSE,QWK,HDIV,Macro_F1,Micro_F1,Weighted_F1,TP_0,TN_0,FP_0,FN_0,TP_1,TN_1,FP_1,FN_1,TP_2,TN_2,FP_2,FN_2,TP_3,TN_3,FP_3,FN_3,TP_4,TN_4,FP_4,FN_4,TP_5,TN_5,FP_5,FN_5,timestamp,id
+0.2536231884057971,69.78227007909176,0.2809289861545333,0.10869565217391308,0.14778628629378027,0.2536231884057971,0.21457774885544284,0,137,0,1,2,103,0,33,0,132,1,5,15,55,32,36,3,94,18,23,15,66,52,5,2025-07-07 22:14:45,sabia-3-extractor-zero-shot-C2-full_context

runs/api_models/sabia-3/sabia-3-extractor-zero-shot-C3-full_context/.hydra/config.yaml

@@ -0,0 +1,35 @@
+cache_dir: /tmp/
+dataset:
+  name: kamel-usp/aes_enem_dataset
+  split: JBCS2025
+training_params:
+  seed: 42
+  num_train_epochs: 20
+  logging_steps: 100
+  metric_for_best_model: QWK
+  bf16: true
+bootstrap:
+  enabled: true
+  n_bootstrap: 10000
+  bootstrap_seed: 42
+  metrics:
+  - QWK
+  - Macro_F1
+  - Weighted_F1
+post_training_results:
+  model_path: /workspace/jbcs2025/outputs/2025-03-24/20-42-59
+experiments:
+  model:
+    name: sabia-3
+    type: maritaca_sabia_3
+    api_url: https://chat.maritaca.ai/api
+    prompt_type: zero-shot
+    use_essay_prompt: false
+    temperature: 0.1
+    max_tokens: 12000
+    seed: 42
+    number_repetition_eval: 10
+  dataset:
+    grade_index: 2
+    use_full_context: true
+    training_id: sabia-extractionPrompt-zero-shot-C3

runs/api_models/sabia-3/sabia-3-extractor-zero-shot-C3-full_context/.hydra/hydra.yaml

@@ -0,0 +1,155 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    _target_: hydra._internal.core_plugins.basic_sweeper.BasicSweeper
+    max_batch_size: null
+    params: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: RUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=RUN
+    task: []
+  job:
+    name: run_inference_experiment
+    chdir: null
+    override_dirname: ''
+    id: ???
+    num: ???
+    config_name: config
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.1'
+    cwd: C:\Users\Igor\Documents\jbcs2025-u-extractor
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: C:\Users\Igor\Documents\jbcs2025-u-extractor\configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: C:\Users\Igor\Documents\jbcs2025-u-extractor\outputs\2025-07-07\22-28-30
+    choices:
+      experiments: api_models_llm/C3
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: basic
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false

runs/api_models/sabia-3/sabia-3-extractor-zero-shot-C3-full_context/.hydra/overrides.yaml

@@ -0,0 +1 @@
+[]

runs/api_models/sabia-3/sabia-3-extractor-zero-shot-C3-full_context/bootstrap_confidence_intervals.csv

@@ -0,0 +1,2 @@
+experiment_id,timestamp,QWK_mean,QWK_lower_95ci,QWK_upper_95ci,QWK_ci_width,Macro_F1_mean,Macro_F1_lower_95ci,Macro_F1_upper_95ci,Macro_F1_ci_width,Weighted_F1_mean,Weighted_F1_lower_95ci,Weighted_F1_upper_95ci,Weighted_F1_ci_width
+sabia-3-extractor-zero-shot-C3-full_context,2025-07-07 22:28:30,0.20697268726283582,0.09352051661734212,0.33121267389027026,0.23769215727292814,0.19883817519142058,0.13742610552346246,0.2723040274510863,0.13487792192762382,0.2718489951986513,0.19019726588960997,0.3607813248472122,0.17058405895760223

runs/api_models/sabia-3/sabia-3-extractor-zero-shot-C3-full_context/evaluation_results.csv

@@ -0,0 +1,2 @@
+accuracy,RMSE,QWK,HDIV,Macro_F1,Micro_F1,Weighted_F1,TP_0,TN_0,FP_0,FN_0,TP_1,TN_1,FP_1,FN_1,TP_2,TN_2,FP_2,FN_2,TP_3,TN_3,FP_3,FN_3,TP_4,TN_4,FP_4,FN_4,TP_5,TN_5,FP_5,FN_5,timestamp,id
+0.37681159420289856,45.936313821814565,0.21033767213733245,0.0,0.18781133179923162,0.37681159420289856,0.27210030633063415,0,137,0,1,1,108,1,28,6,115,5,12,42,16,77,3,3,97,3,35,0,131,0,7,2025-07-07 22:28:30,sabia-3-extractor-zero-shot-C3-full_context

runs/api_models/sabia-3/sabia-3-extractor-zero-shot-C4-full_context/.hydra/config.yaml

@@ -0,0 +1,35 @@
+cache_dir: /tmp/
+dataset:
+  name: kamel-usp/aes_enem_dataset
+  split: JBCS2025
+training_params:
+  seed: 42
+  num_train_epochs: 20
+  logging_steps: 100
+  metric_for_best_model: QWK
+  bf16: true
+bootstrap:
+  enabled: true
+  n_bootstrap: 10000
+  bootstrap_seed: 42
+  metrics:
+  - QWK
+  - Macro_F1
+  - Weighted_F1
+post_training_results:
+  model_path: /workspace/jbcs2025/outputs/2025-03-24/20-42-59
+experiments:
+  model:
+    name: sabia-3
+    type: maritaca_sabia_3
+    api_url: https://chat.maritaca.ai/api
+    prompt_type: zero-shot
+    use_essay_prompt: false
+    temperature: 0.1
+    max_tokens: 12000
+    seed: 42
+    number_repetition_eval: 10
+  dataset:
+    grade_index: 3
+    use_full_context: true
+    training_id: sabia-extractionPrompt-zero-shot-C4

runs/api_models/sabia-3/sabia-3-extractor-zero-shot-C4-full_context/.hydra/hydra.yaml

@@ -0,0 +1,155 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    _target_: hydra._internal.core_plugins.basic_sweeper.BasicSweeper
+    max_batch_size: null
+    params: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: RUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=RUN
+    task: []
+  job:
+    name: run_inference_experiment
+    chdir: null
+    override_dirname: ''
+    id: ???
+    num: ???
+    config_name: config
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.1'
+    cwd: C:\Users\Igor\Documents\jbcs2025-u-extractor
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: C:\Users\Igor\Documents\jbcs2025-u-extractor\configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: C:\Users\Igor\Documents\jbcs2025-u-extractor\outputs\2025-07-07\22-40-08
+    choices:
+      experiments: api_models_llm/C4
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: basic
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false

runs/api_models/sabia-3/sabia-3-extractor-zero-shot-C4-full_context/.hydra/overrides.yaml

@@ -0,0 +1 @@
+[]

runs/api_models/sabia-3/sabia-3-extractor-zero-shot-C4-full_context/bootstrap_confidence_intervals.csv

@@ -0,0 +1,2 @@
+experiment_id,timestamp,QWK_mean,QWK_lower_95ci,QWK_upper_95ci,QWK_ci_width,Macro_F1_mean,Macro_F1_lower_95ci,Macro_F1_upper_95ci,Macro_F1_ci_width,Weighted_F1_mean,Weighted_F1_lower_95ci,Weighted_F1_upper_95ci,Weighted_F1_ci_width
+sabia-3-extractor-zero-shot-C4-full_context,2025-07-07 22:40:08,0.3765396146791704,0.2847903923317193,0.4652393955524204,0.18044900322070107,0.181975857696333,0.12822387875531796,0.24757740939502756,0.1193535306397096,0.3808598724691211,0.29406147275532835,0.46578431840123014,0.1717228456459018

runs/api_models/sabia-3/sabia-3-extractor-zero-shot-C4-full_context/evaluation_results.csv

@@ -0,0 +1,2 @@
+accuracy,RMSE,QWK,HDIV,Macro_F1,Micro_F1,Weighted_F1,TP_0,TN_0,FP_0,FN_0,TP_1,TN_1,FP_1,FN_1,TP_2,TN_2,FP_2,FN_2,TP_3,TN_3,FP_3,FN_3,TP_4,TN_4,FP_4,FN_4,TP_5,TN_5,FP_5,FN_5,timestamp,id
+0.3188405797101449,50.84788340114868,0.37883008356545955,0.021739130434782594,0.17146661084551043,0.3188405797101449,0.38136937595000686,0,137,0,1,1,96,41,0,2,112,17,7,26,41,21,50,15,81,11,31,0,129,4,5,2025-07-07 22:40:08,sabia-3-extractor-zero-shot-C4-full_context

runs/api_models/sabia-3/sabia-3-extractor-zero-shot-C5-full_context/.hydra/config.yaml

@@ -0,0 +1,35 @@
+cache_dir: /tmp/
+dataset:
+  name: kamel-usp/aes_enem_dataset
+  split: JBCS2025
+training_params:
+  seed: 42
+  num_train_epochs: 20
+  logging_steps: 100
+  metric_for_best_model: QWK
+  bf16: true
+bootstrap:
+  enabled: true
+  n_bootstrap: 10000
+  bootstrap_seed: 42
+  metrics:
+  - QWK
+  - Macro_F1
+  - Weighted_F1
+post_training_results:
+  model_path: /workspace/jbcs2025/outputs/2025-03-24/20-42-59
+experiments:
+  model:
+    name: sabia-3
+    type: maritaca_sabia_3
+    api_url: https://chat.maritaca.ai/api
+    prompt_type: zero-shot
+    use_essay_prompt: false
+    temperature: 0.1
+    max_tokens: 12000
+    seed: 42
+    number_repetition_eval: 10
+  dataset:
+    grade_index: 4
+    use_full_context: true
+    training_id: sabia-extractionPrompt-zero-shot-C5

runs/api_models/sabia-3/sabia-3-extractor-zero-shot-C5-full_context/.hydra/hydra.yaml

@@ -0,0 +1,155 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    _target_: hydra._internal.core_plugins.basic_sweeper.BasicSweeper
+    max_batch_size: null
+    params: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: RUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=RUN
+    task: []
+  job:
+    name: run_inference_experiment
+    chdir: null
+    override_dirname: ''
+    id: ???
+    num: ???
+    config_name: config
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.1'
+    cwd: C:\Users\Igor\Documents\jbcs2025-u-extractor
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: C:\Users\Igor\Documents\jbcs2025-u-extractor\configs
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: C:\Users\Igor\Documents\jbcs2025-u-extractor\outputs\2025-07-07\22-54-06
+    choices:
+      experiments: api_models_llm/C5
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: basic
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false

runs/api_models/sabia-3/sabia-3-extractor-zero-shot-C5-full_context/.hydra/overrides.yaml

@@ -0,0 +1 @@
+[]

runs/api_models/sabia-3/sabia-3-extractor-zero-shot-C5-full_context/bootstrap_confidence_intervals.csv

@@ -0,0 +1,2 @@
+experiment_id,timestamp,QWK_mean,QWK_lower_95ci,QWK_upper_95ci,QWK_ci_width,Macro_F1_mean,Macro_F1_lower_95ci,Macro_F1_upper_95ci,Macro_F1_ci_width,Weighted_F1_mean,Weighted_F1_lower_95ci,Weighted_F1_upper_95ci,Weighted_F1_ci_width
+sabia-3-extractor-zero-shot-C5-full_context,2025-07-07 22:54:06,0.513153132270676,0.39346925213317785,0.6244366579262531,0.2309674057930753,0.22240991841151703,0.16285698958228606,0.2838983060044538,0.12104131642216776,0.23210847006403051,0.15443156089661056,0.3137457163195797,0.15931415542296914

runs/api_models/sabia-3/sabia-3-extractor-zero-shot-C5-full_context/evaluation_results.csv

@@ -0,0 +1,2 @@
+accuracy,RMSE,QWK,HDIV,Macro_F1,Micro_F1,Weighted_F1,TP_0,TN_0,FP_0,FN_0,TP_1,TN_1,FP_1,FN_1,TP_2,TN_2,FP_2,FN_2,TP_3,TN_3,FP_3,FN_3,TP_4,TN_4,FP_4,FN_4,TP_5,TN_5,FP_5,FN_5,timestamp,id
+0.2608695652173913,75.60384930005553,0.515792919875308,0.2028985507246377,0.22545939948685945,0.2608695652173913,0.2322841890198372,20,89,27,2,0,104,2,32,3,103,11,21,3,108,5,22,7,103,3,25,3,81,54,0,2025-07-07 22:54:06,sabia-3-extractor-zero-shot-C5-full_context