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Document procedural-typed-decisions configurations

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  1. README.md +70 -1768
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@@ -14,1863 +14,158 @@ tags:
14
  - multi-question
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  configs:
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  - config_name: all
 
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  data_files:
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  - split: train
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- path: all/train-*
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  - split: validation
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- path: all/validation-*
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  - split: test
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- path: all/test-*
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  - config_name: arithmetic
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  data_files:
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  - split: train
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- path: arithmetic/train-*
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  - split: validation
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- path: arithmetic/validation-*
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  - split: test
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- path: arithmetic/test-*
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  - config_name: entity_belief_tracking
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  data_files:
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  - split: train
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- path: entity_belief_tracking/train-*
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  - split: validation
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- path: entity_belief_tracking/validation-*
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  - split: test
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- path: entity_belief_tracking/test-*
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  - config_name: event_state_reconstruction
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  data_files:
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  - split: train
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- path: event_state_reconstruction/train-*
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  - split: validation
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- path: event_state_reconstruction/validation-*
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  - split: test
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- path: event_state_reconstruction/test-*
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  - config_name: event_triggered_execution
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  data_files:
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  - split: train
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- path: event_triggered_execution/train-*
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  - split: validation
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- path: event_triggered_execution/validation-*
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  - split: test
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- path: event_triggered_execution/test-*
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  - config_name: evidence_sufficiency
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  data_files:
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  - split: train
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- path: evidence_sufficiency/train-*
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  - split: validation
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- path: evidence_sufficiency/validation-*
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  - split: test
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- path: evidence_sufficiency/test-*
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  - config_name: goal_directed_planning
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  data_files:
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  - split: train
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- path: goal_directed_planning/train-*
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  - split: validation
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- path: goal_directed_planning/validation-*
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  - split: test
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- path: goal_directed_planning/test-*
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  - config_name: graph_navigation
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  data_files:
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  - split: train
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- path: graph_navigation/train-*
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  - split: validation
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- path: graph_navigation/validation-*
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  - split: test
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- path: graph_navigation/test-*
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  - config_name: instruction_execution
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  data_files:
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  - split: train
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- path: instruction_execution/train-*
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  - split: validation
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- path: instruction_execution/validation-*
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  - split: test
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- path: instruction_execution/test-*
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  - config_name: multi_view_adjudication
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  data_files:
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  - split: train
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- path: multi_view_adjudication/train-*
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  - split: validation
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- path: multi_view_adjudication/validation-*
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  - split: test
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- path: multi_view_adjudication/test-*
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  - config_name: needle_retrieval
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  data_files:
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  - split: train
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- path: needle_retrieval/train-*
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  - split: validation
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- path: needle_retrieval/validation-*
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  - split: test
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- path: needle_retrieval/test-*
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  - config_name: partial_observation_calibration
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  data_files:
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  - split: train
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- path: partial_observation_calibration/train-*
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  - split: validation
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- path: partial_observation_calibration/validation-*
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  - split: test
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- path: partial_observation_calibration/test-*
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  - config_name: policy_applicability
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  data_files:
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  - split: train
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- path: policy_applicability/train-*
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  - split: validation
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- path: policy_applicability/validation-*
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  - split: test
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- path: policy_applicability/test-*
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  - config_name: policy_under_uncertainty
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  data_files:
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  - split: train
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- path: policy_under_uncertainty/train-*
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  - split: validation
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- path: policy_under_uncertainty/validation-*
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  - split: test
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- path: policy_under_uncertainty/test-*
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  - config_name: record_aggregation
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  data_files:
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  - split: train
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- path: record_aggregation/train-*
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  - split: validation
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- path: record_aggregation/validation-*
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  - split: test
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- path: record_aggregation/test-*
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  - config_name: record_eligibility
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  data_files:
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  - split: train
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- path: record_eligibility/train-*
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  - split: validation
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- path: record_eligibility/validation-*
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  - split: test
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- path: record_eligibility/test-*
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  - config_name: state_perturbation
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  data_files:
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  - split: train
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- path: state_perturbation/train-*
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  - split: validation
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- path: state_perturbation/validation-*
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  - split: test
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- path: state_perturbation/test-*
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  - config_name: table_lookup
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  data_files:
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  - split: train
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- path: table_lookup/train-*
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  - split: validation
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- path: table_lookup/validation-*
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  - split: test
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- path: table_lookup/test-*
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  - config_name: taxonomy_routing
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  data_files:
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  - split: train
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- path: taxonomy_routing/train-*
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  - split: validation
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- path: taxonomy_routing/validation-*
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  - split: test
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- path: taxonomy_routing/test-*
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- dataset_info:
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- - config_name: all
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- features:
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- - name: id
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- dtype: string
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- - name: task
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- dtype: string
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- - name: level
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- dtype: int64
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- - name: state
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- dtype: string
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- - name: questions
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- dtype: string
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- - name: answers
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- dtype: string
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- splits:
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- - name: train
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- num_bytes: 1112290478
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- num_examples: 360000
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- - name: validation
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- num_bytes: 55619676
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- num_examples: 18000
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- - name: test
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- num_bytes: 55798986
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- num_examples: 18000
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- download_size: 291007076
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- dataset_size: 1223709140
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- - config_name: arithmetic
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- features:
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- - name: id
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- dtype: string
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- - name: level
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- dtype: int32
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- - name: state
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- dtype: string
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- - name: questions
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- dtype: string
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- - name: answers
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- dtype: string
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- - name: final_balance
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- dtype: string
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- - name: lowest_day
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- dtype:
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- class_label:
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- names:
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- '0': day 6
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- '1': day 7
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- '2': day 12
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- '4': day 15
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- '5': day 17
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- '6': day 19
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- '7': day 22
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- '8': day 23
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- '9': day 4
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- '10': day 16
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- '11': day 5
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- '12': day 9
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- '13': day 14
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- '14': day 21
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- '15': day 1
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- '16': day 2
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- '17': day 28
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- '18': day 8
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- '19': day 10
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- '20': day 11
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- '21': day 24
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- '22': day 18
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- '23': day 20
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- '24': day 25
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- '25': day 26
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- '26': day 3
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- '27': day 27
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- - name: net_change
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- dtype:
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- class_label:
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- names:
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- '0': Fell by more than 50.
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- '1': Changed by 50 or less.
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- '2': Rose by more than 50.
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- dtype: float32
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- - name: went_negative
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- '1': '1'
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- '6': '6'
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- '7': '7'
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- '8': '8'
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- '9': '9'
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- dtype: string
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- dtype:
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- names:
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- '1': drill
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- '2': scarf
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- '5': tent
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- '6': kettle
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- '7': mug
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- '8': chair
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- names:
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- '4': '4'
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- '5': '5'
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- '6': '6'
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- '7': '7'
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- '8': '8'
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- '9': '9'
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- - name: random_line_bulk
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- dtype: float32
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- class_label:
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- names:
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- '0': 'false'
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- '1': 'true'
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- - name: finish_time
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- dtype: string
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- - name: longest_task
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- dtype:
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- class_label:
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- names:
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- '0': email triage
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- '1': standup
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- '2': planning
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- '3': interviews
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- '4': design sync
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- '5': code review
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- '6': inventory check
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- '7': backup check
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- '8': client call
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- '9': report writing
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- - name: random_is_long
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- dtype: float32
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- - name: starts_before_noon
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- dtype:
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- names:
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- '0': '0'
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- '2': '2'
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- '4': '4'
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- '5': '5'
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- '6': '6'
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- '7': '7'
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- '8': '8'
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- '9': '9'
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- - name: budget_use
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- dtype:
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- class_label:
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- names:
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- '0': At most half of the budget.
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- '1': More than half of the budget, but within it.
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- '2': Over the budget.
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- splits:
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- - name: train
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- num_examples: 20000
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- - name: validation
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- num_bytes: 2002949
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- num_examples: 1000
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- - name: test
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- num_examples: 1000
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- download_size: 7083154
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- dataset_size: 43985549
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- - config_name: entity_belief_tracking
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- features:
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- - name: id
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- dtype: string
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- - name: level
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- dtype: int32
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- - name: state
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- dtype: string
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- - name: questions
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- dtype: string
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- - name: answers
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- dtype: string
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- - name: agent_belief_location
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- names:
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- '0': attic
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- '6': workshop
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- '7': shelf
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- '8': basement
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- '9': mailroom
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- '10': studio
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- '11': office
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- '12': desk
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- '13': cabinet
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- '14': archive
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- '15': drawer
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- - name: belief_matches_world
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- dtype:
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- names:
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- '10': studio
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1454
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- - name: test
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- download_size: 10870811
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- dataset_size: 65006789
1466
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1467
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1470
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1474
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1476
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1489
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1503
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1509
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1540
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1541
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1542
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1543
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1544
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1545
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1546
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1547
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1548
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1549
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1550
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1551
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1552
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1553
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1554
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1555
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1556
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1557
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1558
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1559
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1560
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1561
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1562
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1563
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1565
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1566
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1567
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1568
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1569
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1570
- num_examples: 1000
1571
- download_size: 25109247
1572
- dataset_size: 172198843
1573
- - config_name: state_perturbation
1574
- features:
1575
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1576
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1577
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1578
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1579
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1580
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1581
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1582
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1583
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1584
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1585
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1586
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1587
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1588
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1589
- '0': authorization
1590
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1591
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1592
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1593
- '4': none
1594
- - name: material_change
1595
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1596
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1597
- names:
1598
- '0': 'false'
1599
- '1': 'true'
1600
- - name: risk_direction
1601
- dtype:
1602
- class_label:
1603
- names:
1604
- '0': Lower operational risk than before.
1605
- '1': No material risk change.
1606
- '2': Higher operational risk than before.
1607
- splits:
1608
- - name: train
1609
- num_bytes: 64786941
1610
- num_examples: 20000
1611
- - name: validation
1612
- num_bytes: 3313499
1613
- num_examples: 1000
1614
- - name: test
1615
- num_bytes: 3274574
1616
- num_examples: 1000
1617
- download_size: 5690981
1618
- dataset_size: 71375014
1619
- - config_name: table_lookup
1620
- features:
1621
- - name: id
1622
- dtype: string
1623
- - name: level
1624
- dtype: int32
1625
- - name: state
1626
- dtype: string
1627
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1628
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1629
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1630
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1631
- - name: count_matching
1632
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1633
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1634
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1635
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1636
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1637
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1638
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1639
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1640
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1641
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1642
- '7': '7'
1643
- '8': '8'
1644
- '9': '9'
1645
- - name: find_person
1646
- dtype:
1647
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1648
- names:
1649
- '0': Tariq
1650
- '1': Kofi
1651
- '2': Amir
1652
- '3': Chloe
1653
- '4': Priya
1654
- '5': Zoe
1655
- '6': Mei
1656
- '7': Lena
1657
- '8': Jonas
1658
- '9': Ada
1659
- '10': Quinn
1660
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1661
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1662
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1663
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1664
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1665
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1666
- '17': Farah
1667
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1668
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1669
- '20': Gil
1670
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1671
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1672
- '23': Jae
1673
- '24': Kenji
1674
- '25': Carlos
1675
- '26': Omar
1676
- '27': Dara
1677
- '28': Nora
1678
- '29': Viktor
1679
- '30': Hana
1680
- '31': Wen
1681
- '32': Hugo
1682
- '33': Sven
1683
- '34': Dmitri
1684
- '35': Goran
1685
- '36': Uma
1686
- '37': Bruno
1687
- '38': Bea
1688
- '39': Nils
1689
- - name: manager_of
1690
- dtype:
1691
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1692
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1693
- '0': Priya
1694
- '1': Uma
1695
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1696
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1697
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1698
- '5': Kofi
1699
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1700
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1701
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1702
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1703
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1704
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1705
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1706
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1707
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1708
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1709
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1710
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1711
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1712
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1713
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1714
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1715
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1716
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1717
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1718
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1719
- '26': Tariq
1720
- '27': Freya
1721
- '28': Emeka
1722
- '29': Viktor
1723
- '30': Bruno
1724
- '31': Kenji
1725
- '32': Malik
1726
- '33': Jonas
1727
- '34': Bea
1728
- '35': Mei
1729
- '36': Rosa
1730
- '37': Hana
1731
- '38': Gil
1732
- '39': Farah
1733
- - name: started_before
1734
- dtype:
1735
- class_label:
1736
- names:
1737
- '0': 'false'
1738
- '1': 'true'
1739
- splits:
1740
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1741
- num_bytes: 49964496
1742
- num_examples: 20000
1743
- - name: validation
1744
- num_bytes: 2498554
1745
- num_examples: 1000
1746
- - name: test
1747
- num_bytes: 2494998
1748
- num_examples: 1000
1749
- download_size: 10842649
1750
- dataset_size: 54958048
1751
- - config_name: taxonomy_routing
1752
- features:
1753
- - name: id
1754
- dtype: string
1755
- - name: level
1756
- dtype: int32
1757
- - name: state
1758
- dtype: string
1759
- - name: questions
1760
- dtype: string
1761
- - name: answers
1762
- dtype: string
1763
- - name: belongs_to
1764
- dtype:
1765
- class_label:
1766
- names:
1767
- '0': 'false'
1768
- '1': 'true'
1769
- - name: conditions_met
1770
- dtype:
1771
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1772
- names:
1773
- '0': '0'
1774
- '1': '1'
1775
- '2': '2'
1776
- '3': '3'
1777
- '4': '4'
1778
- - name: route
1779
- dtype:
1780
- class_label:
1781
- names:
1782
- '0': partners/desk-a
1783
- '1': security/desk-b
1784
- '2': security/specialists
1785
- '3': security/priority
1786
- '4': software/desk-b
1787
- '5': software/specialists
1788
- '6': shipping/intake
1789
- '7': partners/desk-b
1790
- '8': partners/priority
1791
- '9': hardware/backlog
1792
- '10': security/backlog
1793
- '11': returns/escalations
1794
- '12': billing/specialists
1795
- '13': shipping/specialists
1796
- '14': compliance/backlog
1797
- '15': hardware/review
1798
- '16': hardware/desk-a
1799
- '17': hardware/priority
1800
- '18': accounts/specialists
1801
- '19': billing/backlog
1802
- '20': returns/desk-a
1803
- '21': accounts/priority
1804
- '22': compliance/desk-a
1805
- '23': billing/review
1806
- '24': compliance/review
1807
- '25': software/backlog
1808
- '26': onboarding/escalations
1809
- '27': returns/review
1810
- '28': accounts/desk-a
1811
- '29': hardware/escalations
1812
- '30': returns/specialists
1813
- '31': compliance/specialists
1814
- '32': software/desk-a
1815
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1816
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1817
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1818
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1819
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1820
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1821
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1822
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1823
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1824
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1825
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1826
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1827
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1828
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1829
- '47': software/priority
1830
- '48': software/intake
1831
- '49': software/review
1832
- '50': security/escalations
1833
- '51': billing/intake
1834
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1835
- '53': returns/intake
1836
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1837
- '55': shipping/escalations
1838
- '56': onboarding/intake
1839
- '57': compliance/desk-b
1840
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1841
- '59': hardware/specialists
1842
- '60': onboarding/desk-b
1843
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1844
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1845
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1846
- '64': shipping/backlog
1847
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1848
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1849
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1850
- '68': partners/escalations
1851
- '69': billing/priority
1852
- '70': onboarding/review
1853
- '71': accounts/review
1854
- '72': onboarding/desk-a
1855
- '73': compliance/intake
1856
- '74': compliance/escalations
1857
- '75': partners/review
1858
- '76': returns/backlog
1859
- '77': shipping/desk-b
1860
- '78': partners/intake
1861
- '79': security/review
1862
- splits:
1863
- - name: train
1864
- num_bytes: 79075935
1865
- num_examples: 20000
1866
- - name: validation
1867
- num_bytes: 4008740
1868
- num_examples: 1000
1869
- - name: test
1870
- num_bytes: 4054326
1871
- num_examples: 1000
1872
- download_size: 16239705
1873
- dataset_size: 87139001
1874
  ---
1875
 
1876
  # procedural-typed-decisions
@@ -1884,6 +179,10 @@ Every answer is computed exactly from the state by rules that the state
1884
  itself spells out, so the labels are noise-free. No yes/no or choice label exceeds 60% of a question's answers: yes/no questions are at most a third of a task's questions. A state skips a question whose answer, or whose yes/no format, is already over-represented, so states ask varying subsets of their task's questions. Several configs vary the number of options
1885
  (4 to 60), to balance the binary and 4–6-option questions that dominate the rest of Jev.
1886
 
 
 
 
 
1887
  This is an independent dataset. It is not an official TypeSafe Jev dataset and
1888
  is not produced by or affiliated with TypeSafe or OpenJev.
1889
 
@@ -1939,7 +238,10 @@ Level 0 is meant to be easy for a strong decision model and level 4 hard. The
1939
  table gives Jev's chance-adjusted accuracy, kappa = (accuracy − chance) /
1940
  (1 − chance), on 40 fresh states per level (every question of each state;
1941
  `typesafe/jev-1.13-20260917`, September 2026; `jev-latest`, October 2026, for `event_triggered_execution`,
1942
- `goal_directed_planning`, `graph_navigation`, `instruction_execution`, `partial_observation_calibration` and `record_eligibility`, 30–40 states per level). 1 is perfect, 0 is chance.
 
 
 
1943
 
1944
  | config | level 0 | 1 | 2 | 3 | 4 |
1945
  |---|---|---|---|---|---|
@@ -1988,17 +290,16 @@ The same rows are included, grouped by state, in
1988
  ## Reproduction
1989
 
1990
  Generation is deterministic (row `i` of a split is seeded by `task:split:i`).
1991
- From a [tasksource](https://github.com/sileod/tasksource) checkout:
 
1992
 
1993
  ```bash
1994
  PYTHONPATH=.:src python scripts/build_procedural_jev.py --output build/procedural-typed-decisions --upload
1995
  ```
1996
 
1997
- Generators live in `src/tasksource/jev/procedural/`.
1998
-
1999
  ## Citation
2000
 
2001
- Generated with [tasksource](https://github.com/sileod/tasksource); please cite:
2002
 
2003
  ```bibtex
2004
  @inproceedings{sileo-2024-tasksource,
@@ -2010,6 +311,7 @@ Generated with [tasksource](https://github.com/sileod/tasksource); please cite:
2010
  address = "Torino, Italia",
2011
  publisher = "ELRA and ICCL",
2012
  url = "https://aclanthology.org/2024.lrec-main.1361",
 
2013
  pages = "15655--15684",
2014
  }
2015
  ```
 
14
  - multi-question
15
  configs:
16
  - config_name: all
17
+ default: true
18
  data_files:
19
  - split: train
20
+ path: all/train-*.parquet
21
  - split: validation
22
+ path: all/validation-*.parquet
23
  - split: test
24
+ path: all/test-*.parquet
25
  - config_name: arithmetic
26
  data_files:
27
  - split: train
28
+ path: arithmetic/train-*.parquet
29
  - split: validation
30
+ path: arithmetic/validation-*.parquet
31
  - split: test
32
+ path: arithmetic/test-*.parquet
33
  - config_name: entity_belief_tracking
34
  data_files:
35
  - split: train
36
+ path: entity_belief_tracking/train-*.parquet
37
  - split: validation
38
+ path: entity_belief_tracking/validation-*.parquet
39
  - split: test
40
+ path: entity_belief_tracking/test-*.parquet
41
  - config_name: event_state_reconstruction
42
  data_files:
43
  - split: train
44
+ path: event_state_reconstruction/train-*.parquet
45
  - split: validation
46
+ path: event_state_reconstruction/validation-*.parquet
47
  - split: test
48
+ path: event_state_reconstruction/test-*.parquet
49
  - config_name: event_triggered_execution
50
  data_files:
51
  - split: train
52
+ path: event_triggered_execution/train-*.parquet
53
  - split: validation
54
+ path: event_triggered_execution/validation-*.parquet
55
  - split: test
56
+ path: event_triggered_execution/test-*.parquet
57
  - config_name: evidence_sufficiency
58
  data_files:
59
  - split: train
60
+ path: evidence_sufficiency/train-*.parquet
61
  - split: validation
62
+ path: evidence_sufficiency/validation-*.parquet
63
  - split: test
64
+ path: evidence_sufficiency/test-*.parquet
65
  - config_name: goal_directed_planning
66
  data_files:
67
  - split: train
68
+ path: goal_directed_planning/train-*.parquet
69
  - split: validation
70
+ path: goal_directed_planning/validation-*.parquet
71
  - split: test
72
+ path: goal_directed_planning/test-*.parquet
73
  - config_name: graph_navigation
74
  data_files:
75
  - split: train
76
+ path: graph_navigation/train-*.parquet
77
  - split: validation
78
+ path: graph_navigation/validation-*.parquet
79
  - split: test
80
+ path: graph_navigation/test-*.parquet
81
  - config_name: instruction_execution
82
  data_files:
83
  - split: train
84
+ path: instruction_execution/train-*.parquet
85
  - split: validation
86
+ path: instruction_execution/validation-*.parquet
87
  - split: test
88
+ path: instruction_execution/test-*.parquet
89
  - config_name: multi_view_adjudication
90
  data_files:
91
  - split: train
92
+ path: multi_view_adjudication/train-*.parquet
93
  - split: validation
94
+ path: multi_view_adjudication/validation-*.parquet
95
  - split: test
96
+ path: multi_view_adjudication/test-*.parquet
97
  - config_name: needle_retrieval
98
  data_files:
99
  - split: train
100
+ path: needle_retrieval/train-*.parquet
101
  - split: validation
102
+ path: needle_retrieval/validation-*.parquet
103
  - split: test
104
+ path: needle_retrieval/test-*.parquet
105
  - config_name: partial_observation_calibration
106
  data_files:
107
  - split: train
108
+ path: partial_observation_calibration/train-*.parquet
109
  - split: validation
110
+ path: partial_observation_calibration/validation-*.parquet
111
  - split: test
112
+ path: partial_observation_calibration/test-*.parquet
113
  - config_name: policy_applicability
114
  data_files:
115
  - split: train
116
+ path: policy_applicability/train-*.parquet
117
  - split: validation
118
+ path: policy_applicability/validation-*.parquet
119
  - split: test
120
+ path: policy_applicability/test-*.parquet
121
  - config_name: policy_under_uncertainty
122
  data_files:
123
  - split: train
124
+ path: policy_under_uncertainty/train-*.parquet
125
  - split: validation
126
+ path: policy_under_uncertainty/validation-*.parquet
127
  - split: test
128
+ path: policy_under_uncertainty/test-*.parquet
129
  - config_name: record_aggregation
130
  data_files:
131
  - split: train
132
+ path: record_aggregation/train-*.parquet
133
  - split: validation
134
+ path: record_aggregation/validation-*.parquet
135
  - split: test
136
+ path: record_aggregation/test-*.parquet
137
  - config_name: record_eligibility
138
  data_files:
139
  - split: train
140
+ path: record_eligibility/train-*.parquet
141
  - split: validation
142
+ path: record_eligibility/validation-*.parquet
143
  - split: test
144
+ path: record_eligibility/test-*.parquet
145
  - config_name: state_perturbation
146
  data_files:
147
  - split: train
148
+ path: state_perturbation/train-*.parquet
149
  - split: validation
150
+ path: state_perturbation/validation-*.parquet
151
  - split: test
152
+ path: state_perturbation/test-*.parquet
153
  - config_name: table_lookup
154
  data_files:
155
  - split: train
156
+ path: table_lookup/train-*.parquet
157
  - split: validation
158
+ path: table_lookup/validation-*.parquet
159
  - split: test
160
+ path: table_lookup/test-*.parquet
161
  - config_name: taxonomy_routing
162
  data_files:
163
  - split: train
164
+ path: taxonomy_routing/train-*.parquet
165
  - split: validation
166
+ path: taxonomy_routing/validation-*.parquet
167
  - split: test
168
+ path: taxonomy_routing/test-*.parquet
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
169
  ---
170
 
171
  # procedural-typed-decisions
 
179
  itself spells out, so the labels are noise-free. No yes/no or choice label exceeds 60% of a question's answers: yes/no questions are at most a third of a task's questions. A state skips a question whose answer, or whose yes/no format, is already over-represented, so states ask varying subsets of their task's questions. Several configs vary the number of options
180
  (4 to 60), to balance the binary and 4–6-option questions that dominate the rest of Jev.
181
 
182
+ The generators are the Jev tasks of [reasoning-core](https://github.com/sileod/reasoning-core)
183
+ (`reasoning_core/tasks/jev/`; `arithmetic` is `practical_arithmetic` there and `evidence_sufficiency` is
184
+ `claim_support`); [provenance.json](provenance.json) records the commit and task versions.
185
+
186
  This is an independent dataset. It is not an official TypeSafe Jev dataset and
187
  is not produced by or affiliated with TypeSafe or OpenJev.
188
 
 
238
  table gives Jev's chance-adjusted accuracy, kappa = (accuracy − chance) /
239
  (1 − chance), on 40 fresh states per level (every question of each state;
240
  `typesafe/jev-1.13-20260917`, September 2026; `jev-latest`, October 2026, for `event_triggered_execution`,
241
+ `goal_directed_planning`, `graph_navigation`, `instruction_execution`, `partial_observation_calibration` and `record_eligibility`, 30–40 states per level). 1 is perfect, 0 is chance. It was measured before the
242
+ generators moved to reasoning-core: five configs generate identical states there (`event_triggered_execution`,
243
+ `goal_directed_planning`, `graph_navigation`, `instruction_execution`, `record_eligibility`), the others keep their
244
+ rules and levels with revised renderings and sampling.
245
 
246
  | config | level 0 | 1 | 2 | 3 | 4 |
247
  |---|---|---|---|---|---|
 
290
  ## Reproduction
291
 
292
  Generation is deterministic (row `i` of a split is seeded by `task:split:i`).
293
+ From a [tasksource](https://github.com/sileod/tasksource) checkout, with the reasoning-core commit of
294
+ [provenance.json](provenance.json) installed:
295
 
296
  ```bash
297
  PYTHONPATH=.:src python scripts/build_procedural_jev.py --output build/procedural-typed-decisions --upload
298
  ```
299
 
 
 
300
  ## Citation
301
 
302
+ If you use tasksource, its standardized task annotations, or datasets derived from them in published research, please cite the tasksource paper (Sileo, LREC-COLING 2024).
303
 
304
  ```bibtex
305
  @inproceedings{sileo-2024-tasksource,
 
311
  address = "Torino, Italia",
312
  publisher = "ELRA and ICCL",
313
  url = "https://aclanthology.org/2024.lrec-main.1361",
314
+ doi = "10.63317/2h4pkr685mkq",
315
  pages = "15655--15684",
316
  }
317
  ```