Adding gpt-extractor-essay

bootstrap_confidence_intervals-00000-of-00001.parquet

@@ -1,3 +1,3 @@
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-size 31508
+oid sha256:d101a205372368df6478009661ef2bfa9e351614f323168d7e596b4f77e5ce77
+size 32059

bootstrap_confidence_intervals_Macro_F1_table.txt

@@ -45,6 +45,7 @@ deepseekR1-graderPrompt-full\_context & 0.01 & 0.12 & 0.25 & 0.47 & 0.21 & 0.41
 deepseekR1-studentPrompt-essay\_only & 0.05 & 0.17 & 0.10 & 0.20 & 0.23 & 0.41 & 0.15 & 0.40 & 0.30 & 0.44 \\
 deepseekR1-studentPrompt-full\_context & 0.02 & 0.07 & 0.19 & 0.40 & 0.33 & 0.57 & 0.13 & 0.32 & 0.29 & 0.48 \\
 \hline
+gpt4o-extractor-essay\_only & 0.18 & 0.33 & 0.07 & 0.15 & 0.16 & 0.31 & 0.19 & 0.47 & 0.19 & 0.33 \\
 gpt4o-extractor-full\_context & 0.18 & 0.31 & 0.24 & 0.47 & 0.19 & 0.38 & 0.18 & 0.39 & 0.09 & 0.21 \\
 \hline
 gpt4o-graderPrompt-essay\_only & 0.15 & 0.27 & 0.11 & 0.29 & 0.14 & 0.26 & 0.16 & 0.39 & 0.25 & 0.39 \\

bootstrap_confidence_intervals_QWK_table.txt

@@ -45,6 +45,7 @@ deepseekR1-graderPrompt-full\_context & 0.14 & 0.26 & 0.39 & 0.63 & 0.49 & 0.69
 deepseekR1-studentPrompt-essay\_only & 0.27 & 0.43 & -0.14 & 0.11 & 0.23 & 0.53 & 0.41 & 0.61 & 0.41 & 0.67 \\
 deepseekR1-studentPrompt-full\_context & 0.27 & 0.43 & 0.30 & 0.53 & 0.65 & 0.80 & 0.39 & 0.58 & 0.45 & 0.69 \\
 \hline
+gpt4o-extractor-essay\_only & 0.45 & 0.65 & 0.06 & 0.25 & 0.26 & 0.51 & 0.46 & 0.64 & 0.39 & 0.62 \\
 gpt4o-extractor-full\_context & 0.41 & 0.64 & 0.32 & 0.60 & 0.46 & 0.66 & 0.37 & 0.61 & 0.20 & 0.43 \\
 \hline
 gpt4o-graderPrompt-essay\_only & 0.40 & 0.56 & 0.15 & 0.42 & 0.15 & 0.41 & 0.40 & 0.60 & 0.41 & 0.66 \\

bootstrap_confidence_intervals_Weighted_F1_table.txt

@@ -45,6 +45,7 @@ deepseekR1-graderPrompt-full\_context & 0.01 & 0.11 & 0.31 & 0.50 & 0.22 & 0.37
 deepseekR1-studentPrompt-essay\_only & 0.10 & 0.24 & 0.17 & 0.33 & 0.25 & 0.41 & 0.31 & 0.48 & 0.34 & 0.51 \\
 deepseekR1-studentPrompt-full\_context & 0.02 & 0.11 & 0.26 & 0.44 & 0.38 & 0.55 & 0.28 & 0.45 & 0.32 & 0.49 \\
 \hline
+gpt4o-extractor-essay\_only & 0.42 & 0.60 & 0.08 & 0.19 & 0.19 & 0.34 & 0.39 & 0.56 & 0.20 & 0.37 \\
 gpt4o-extractor-full\_context & 0.44 & 0.63 & 0.32 & 0.49 & 0.20 & 0.36 & 0.36 & 0.53 & 0.09 & 0.22 \\
 \hline
 gpt4o-graderPrompt-essay\_only & 0.36 & 0.53 & 0.13 & 0.27 & 0.19 & 0.34 & 0.30 & 0.47 & 0.26 & 0.42 \\

evaluation_results-00000-of-00001.parquet

@@ -1,3 +1,3 @@
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+size 75573

evaluation_table_avg_only.txt

@@ -45,6 +45,7 @@ deepseekR1-graderPrompt-full\_context-avg(A,B) & 0.05 & 0.06 & 0.20 & 0.32 & 0.4
 deepseekR1-studentPrompt-essay\_only-avg(A,B) & 0.11 & 0.17 & 0.36 & 0.13 & 0.26 & -0.02 & 0.32 & 0.34 & 0.38 & 0.27 & 0.39 & 0.52 & 0.37 & 0.43 & 0.55 \\
 deepseekR1-studentPrompt-full\_context-avg(A,B) & 0.04 & 0.06 & 0.35 & 0.26 & 0.37 & 0.42 & 0.44 & 0.47 & 0.73 & 0.22 & 0.37 & 0.49 & 0.37 & 0.40 & 0.58 \\
 \hline
+gpt4o-extractor-essay\_only-avg(A,B) & 0.25 & 0.51 & 0.55 & 0.12 & 0.14 & 0.15 & 0.23 & 0.28 & 0.39 & 0.34 & 0.48 & 0.56 & 0.26 & 0.28 & 0.51 \\
 gpt4o-extractor-full\_context-avg(A,B) & 0.25 & 0.54 & 0.53 & 0.32 & 0.43 & 0.47 & 0.27 & 0.30 & 0.57 & 0.27 & 0.45 & 0.50 & 0.14 & 0.15 & 0.32 \\
 \hline
 gpt4o-graderPrompt-essay\_only-avg(A,B) & 0.21 & 0.45 & 0.49 & 0.16 & 0.22 & 0.28 & 0.20 & 0.27 & 0.28 & 0.29 & 0.39 & 0.51 & 0.32 & 0.35 & 0.54 \\

evaluation_table_full.txt

@@ -114,6 +114,10 @@ deepseekR1-studentPrompt-full\_context-concat(A,B) & 0.04 & 0.06 & 0.35 & 0.30 &
 deepseekR1-studentPrompt-full\_context-onlyA & 0.03 & 0.07 & 0.37 & 0.24 & 0.30 & 0.37 & 0.45 & 0.42 & 0.69 & 0.17 & 0.40 & 0.47 & 0.31 & 0.34 & 0.52 \\
 deepseekR1-studentPrompt-full\_context-onlyB & 0.05 & 0.06 & 0.34 & 0.28 & 0.43 & 0.47 & 0.43 & 0.53 & 0.77 & 0.28 & 0.33 & 0.51 & 0.43 & 0.46 & 0.64 \\
 \hline
+gpt4o-extractor-essay\_only-avg(A,B) & 0.25 & 0.51 & 0.55 & 0.12 & 0.14 & 0.15 & 0.23 & 0.28 & 0.39 & 0.34 & 0.48 & 0.56 & 0.26 & 0.28 & 0.51 \\
+gpt4o-extractor-essay\_only-concat(A,B) & 0.23 & 0.51 & 0.56 & 0.11 & 0.13 & 0.15 & 0.21 & 0.26 & 0.39 & 0.33 & 0.48 & 0.56 & 0.26 & 0.28 & 0.51 \\
+gpt4o-extractor-essay\_only-onlyA & 0.26 & 0.50 & 0.63 & 0.13 & 0.16 & 0.17 & 0.22 & 0.36 & 0.39 & 0.21 & 0.48 & 0.53 & 0.27 & 0.27 & 0.48 \\
+gpt4o-extractor-essay\_only-onlyB & 0.24 & 0.52 & 0.47 & 0.10 & 0.12 & 0.13 & 0.23 & 0.20 & 0.39 & 0.46 & 0.48 & 0.58 & 0.24 & 0.29 & 0.54 \\
 gpt4o-extractor-full\_context-avg(A,B) & 0.25 & 0.54 & 0.53 & 0.32 & 0.43 & 0.47 & 0.27 & 0.30 & 0.57 & 0.27 & 0.45 & 0.50 & 0.14 & 0.15 & 0.32 \\
 gpt4o-extractor-full\_context-concat(A,B) & 0.23 & 0.54 & 0.54 & 0.36 & 0.41 & 0.47 & 0.29 & 0.28 & 0.57 & 0.28 & 0.45 & 0.50 & 0.15 & 0.15 & 0.31 \\
 gpt4o-extractor-full\_context-onlyA & 0.25 & 0.54 & 0.58 & 0.35 & 0.49 & 0.44 & 0.29 & 0.34 & 0.55 & 0.20 & 0.44 & 0.49 & 0.14 & 0.14 & 0.33 \\

runs/api_models/gpt-4o/gpt-4o-2024-11-20-extractor-zero-shot-C1-essay_only/.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: gpt-4o-2024-11-20
+    type: openai_chatgpt_4o
+    api_url: https://api.openai.com/v1
+    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: false
+    training_id: sabia-extractionPrompt-essay-only-zero-shot-C1

runs/api_models/gpt-4o/gpt-4o-2024-11-20-extractor-zero-shot-C1-essay_only/.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\2025-07-12\16-48-40
+    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/gpt-4o/gpt-4o-2024-11-20-extractor-zero-shot-C1-essay_only/.hydra/overrides.yaml

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

runs/api_models/gpt-4o/gpt-4o-2024-11-20-extractor-zero-shot-C1-essay_only/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
+gpt-4o-2024-11-20-extractor-zero-shot-C1-essay_only,2025-07-12 16:48:41,0.552139746651506,0.44859156062248645,0.6481656744546553,0.1995741138321689,0.24814010205034573,0.178791140854084,0.3326846229811282,0.1538934821270442,0.5074655773727159,0.4181093142790714,0.596671092797377,0.17856177851830557

runs/api_models/gpt-4o/gpt-4o-2024-11-20-extractor-zero-shot-C1-essay_only/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
+0.4927536231884058,34.050261230349946,0.5568969946057025,0.0,0.23422291993720565,0.4927536231884058,0.508164023691974,0,137,0,1,0,124,14,0,0,117,11,10,46,37,35,20,20,80,7,31,2,125,3,8,2025-07-12 16:48:41,gpt-4o-2024-11-20-extractor-zero-shot-C1-essay_only

runs/api_models/gpt-4o/gpt-4o-2024-11-20-extractor-zero-shot-C2-essay_only/.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: gpt-4o-2024-11-20
+    type: openai_chatgpt_4o
+    api_url: https://api.openai.com/v1
+    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: false
+    training_id: sabia-extractionPrompt-essay-only-zero-shot-C2

runs/api_models/gpt-4o/gpt-4o-2024-11-20-extractor-zero-shot-C2-essay_only/.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\2025-07-12\16-55-44
+    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/gpt-4o/gpt-4o-2024-11-20-extractor-zero-shot-C2-essay_only/.hydra/overrides.yaml

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

runs/api_models/gpt-4o/gpt-4o-2024-11-20-extractor-zero-shot-C2-essay_only/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
+gpt-4o-2024-11-20-extractor-zero-shot-C2-essay_only,2025-07-12 16:55:44,0.1516703009087037,0.0590116593610875,0.2510404258146734,0.1920287664535859,0.1098228089509014,0.06944382989183874,0.15,0.08055617010816125,0.13225728196287428,0.07790213349207749,0.1946425290524092,0.11674039556033171

runs/api_models/gpt-4o/gpt-4o-2024-11-20-extractor-zero-shot-C2-essay_only/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
+0.17391304347826086,99.2143047189747,0.1520691302271049,0.427536231884058,0.1111969111969112,0.17391304347826086,0.13194561020647977,0,90,47,1,18,45,58,17,0,133,0,5,0,87,0,51,0,112,0,26,6,109,9,14,2025-07-12 16:55:44,gpt-4o-2024-11-20-extractor-zero-shot-C2-essay_only

runs/api_models/gpt-4o/gpt-4o-2024-11-20-extractor-zero-shot-C3-essay_only/.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: gpt-4o-2024-11-20
+    type: openai_chatgpt_4o
+    api_url: https://api.openai.com/v1
+    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: false
+    training_id: sabia-extractionPrompt-essay-only-zero-shot-C3

runs/api_models/gpt-4o/gpt-4o-2024-11-20-extractor-zero-shot-C3-essay_only/.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\2025-07-12\17-09-59
+    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/gpt-4o/gpt-4o-2024-11-20-extractor-zero-shot-C3-essay_only/.hydra/overrides.yaml

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

runs/api_models/gpt-4o/gpt-4o-2024-11-20-extractor-zero-shot-C3-essay_only/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
+gpt-4o-2024-11-20-zero-shot-C3-essay_only,2025-07-12 17:10:00,0.3896000416273195,0.2592330880531029,0.5136356931295875,0.25440260507648454,0.22614744541860204,0.15938551946093438,0.3070477951797529,0.14766227571881851,0.2630289037167168,0.1854379776027792,0.34324867610737836,0.15781069850459917

runs/api_models/gpt-4o/gpt-4o-2024-11-20-extractor-zero-shot-C3-essay_only/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
+0.32608695652173914,57.38252018854179,0.3917496973647453,0.050724637681159424,0.2135846450777801,0.32608695652173914,0.26241528055402297,0,137,0,1,2,108,1,27,7,112,8,11,30,53,40,15,0,100,0,38,6,87,44,1,2025-07-12 17:10:00,gpt-4o-2024-11-20-zero-shot-C3-essay_only

runs/api_models/gpt-4o/gpt-4o-2024-11-20-extractor-zero-shot-C4-essay_only/.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: gpt-4o-2024-11-20
+    type: openai_chatgpt_4o
+    api_url: https://api.openai.com/v1
+    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: false
+    training_id: sabia-extractionPrompt-essay-only-zero-shot-C4

runs/api_models/gpt-4o/gpt-4o-2024-11-20-extractor-zero-shot-C4-essay_only/.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\2025-07-12\18-32-10
+    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/gpt-4o/gpt-4o-2024-11-20-extractor-zero-shot-C4-essay_only/.hydra/overrides.yaml

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

runs/api_models/gpt-4o/gpt-4o-2024-11-20-extractor-zero-shot-C4-essay_only/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
+gpt-4o-2024-11-20-extractor-zero-shot-C4-essay_only,2025-07-12 18:32:10,0.5552816645894707,0.458039798021969,0.6429715098700076,0.18493171184803864,0.3240863877094729,0.19197485045060425,0.47299758349040644,0.2810227330398022,0.4772822755227848,0.3918409358645649,0.5606730670069467,0.16883213114238182

runs/api_models/gpt-4o/gpt-4o-2024-11-20-extractor-zero-shot-C4-essay_only/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
+0.4420289855072464,32.65986323710904,0.5593502707205331,0.0,0.32710986091576805,0.4420289855072464,0.4756475264477466,0,137,0,1,1,136,1,0,8,92,37,1,34,47,15,42,18,77,15,28,0,124,9,5,2025-07-12 18:32:10,gpt-4o-2024-11-20-extractor-zero-shot-C4-essay_only

runs/api_models/gpt-4o/gpt-4o-2024-11-20-extractor-zero-shot-C5-essay_only/.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: gpt-4o-2024-11-20
+    type: openai_chatgpt_4o
+    api_url: https://api.openai.com/v1
+    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: false
+    training_id: sabia-extractionPrompt-essay-only-zero-shot-C5

runs/api_models/gpt-4o/gpt-4o-2024-11-20-extractor-zero-shot-C5-essay_only/.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\2025-07-12\20-51-22
+    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/gpt-4o/gpt-4o-2024-11-20-extractor-zero-shot-C5-essay_only/.hydra/overrides.yaml

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

runs/api_models/gpt-4o/gpt-4o-2024-11-20-extractor-zero-shot-C5-essay_only/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
+gpt-4o-2024-11-20-extractor-zero-shot-C5-essay_only,2025-07-12 20:51:22,0.5116763867541662,0.3942869040670216,0.6211720419104331,0.22688513784341147,0.2579953770919492,0.1941662869664491,0.3253123366519806,0.1311460496855315,0.2806972673137554,0.19700582627892413,0.3691306409616562,0.17212481468273208

runs/api_models/gpt-4o/gpt-4o-2024-11-20-extractor-zero-shot-C5-essay_only/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
+0.2826086956521739,75.98626878244688,0.5142768291303856,0.19565217391304346,0.26162741947600937,0.2826086956521739,0.28195568039298924,19,99,17,3,7,100,6,25,1,108,6,23,3,112,1,22,6,93,13,26,3,79,56,0,2025-07-12 20:51:22,gpt-4o-2024-11-20-extractor-zero-shot-C5-essay_only