metagaming-labeling / README.md
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metadata
dataset_info:
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  - config_name: dense_c4_training_mechanics
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  - config_name: dense_retain_far
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      - name: label
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      - name: axis
        dtype: string
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      - name: retired_config
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  - config_name: westover_metagame_split
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      - name: id
        dtype: string
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language:
  - en
license: other
tags:
  - rl
  - alignment
  - evaluation
size_categories:
  - 1K<n<100K
configs:
  - config_name: annotations
    data_files:
      - split: eval
        path: annotations/eval-*
  - config_name: claude_AI_forget
    data_files:
      - split: eval
        path: claude_AI_forget/eval-*
  - config_name: claude_AI_mix
    data_files:
      - split: eval
        path: claude_AI_mix/eval-*
  - config_name: claude_general_retain
    data_files:
      - split: eval
        path: claude_general_retain/eval-*
  - config_name: claude_human_forget
    data_files:
      - split: eval
        path: claude_human_forget/eval-*
  - config_name: ctl_dolci_instruct
    data_files:
      - split: eval
        path: ctl_dolci_instruct/eval-*
  - config_name: ctl_dolci_think
    data_files:
      - split: eval
        path: ctl_dolci_think/eval-*
  - config_name: ctl_fineweb
    data_files:
      - split: eval
        path: ctl_fineweb/eval-*
  - config_name: ctl_swe
    data_files:
      - split: eval
        path: ctl_swe/eval-*
  - config_name: ctl_swe_tests
    data_files:
      - split: eval
        path: ctl_swe_tests/eval-*
  - config_name: ctl_wildchat
    data_files:
      - split: eval
        path: ctl_wildchat/eval-*
  - config_name: dense_c1_ai_evals
    data_files:
      - split: eval
        path: dense_c1_ai_evals/eval-*
  - config_name: dense_c1_ai_evals_pooled
    data_files:
      - split: train
        path: dense_c1_ai_evals_pooled/train-*
      - split: eval
        path: dense_c1_ai_evals_pooled/eval-*
  - config_name: dense_c2_ai_safety
    data_files:
      - split: eval
        path: dense_c2_ai_safety/eval-*
  - config_name: dense_c2_ai_safety_pooled
    data_files:
      - split: train
        path: dense_c2_ai_safety_pooled/train-*
      - split: eval
        path: dense_c2_ai_safety_pooled/eval-*
  - config_name: dense_c3_human_oversight
    data_files:
      - split: eval
        path: dense_c3_human_oversight/eval-*
  - config_name: dense_c3_human_oversight_pooled
    data_files:
      - split: train
        path: dense_c3_human_oversight_pooled/train-*
      - split: eval
        path: dense_c3_human_oversight_pooled/eval-*
  - config_name: dense_c4_training_mechanics
    data_files:
      - split: eval
        path: dense_c4_training_mechanics/eval-*
  - config_name: dense_c4_training_mechanics_pooled
    data_files:
      - split: train
        path: dense_c4_training_mechanics_pooled/train-*
      - split: eval
        path: dense_c4_training_mechanics_pooled/eval-*
  - config_name: dense_c5_swe_tests
    data_files:
      - split: eval
        path: dense_c5_swe_tests/eval-*
  - config_name: dense_c5_swe_tests_pooled
    data_files:
      - split: train
        path: dense_c5_swe_tests_pooled/train-*
      - split: eval
        path: dense_c5_swe_tests_pooled/eval-*
  - config_name: dense_retain_far
    data_files:
      - split: eval
        path: dense_retain_far/eval-*
  - config_name: frontier_metagame_rollouts
    data_files:
      - split: eval
        path: frontier_metagame_rollouts/eval-*
  - config_name: kimi_agentic_rollouts
    data_files:
      - split: eval
        path: kimi_agentic_rollouts/eval-*
  - config_name: kimi_metagame_rollouts
    data_files:
      - split: eval
        path: kimi_metagame_rollouts/eval-*
  - config_name: low_quality_synthetic_annotated
    data_files:
      - split: eval
        path: low_quality_synthetic_annotated/eval-*
  - config_name: needham_eval_awareness
    data_files:
      - split: eval
        path: needham_eval_awareness/eval-*
  - config_name: needham_eval_grading
    data_files:
      - split: eval
        path: needham_eval_grading/eval-*
  - config_name: westover_general_split
    data_files:
      - split: eval
        path: westover_general_split/eval-*
  - config_name: westover_metagame_split
    data_files:
      - split: eval
        path: westover_metagame_split/eval-*

camgeodesic/metagaming-labeling

Auto-generated by dataset-builder. Each config below is a separate dataset produced from a versioned YAML build config. Load with:

from datasets import load_dataset

ds = load_dataset("camgeodesic/metagaming-labeling", "<config_name>", revision="<commit-sha>")

Pin revision= to the specific commit SHA you want; without it, you get the current HEAD of the dataset repo, which may change when the builder re-pushes.

Configs

Config Source Transform Splits
annotations camgeodesic/metagaming-labeling none eval only
claude_AI_forget camgeodesic/metagaming-labeling map_column → project eval only
claude_AI_mix camgeodesic/metagaming-labeling map_column → project eval only
claude_general_retain camgeodesic/metagaming-labeling map_column → project eval only
claude_human_forget camgeodesic/metagaming-labeling map_column → project eval only
dense_c1_ai_evals ? map_column → project eval only
dense_c1_ai_evals_pooled ? json_file → concat → map_column → project 24 eval, 0 val
dense_c2_ai_safety ? map_column → project eval only
dense_c2_ai_safety_pooled ? json_file → concat → map_column → project 24 eval, 0 val
dense_c3_human_oversight ? map_column → project eval only
dense_c3_human_oversight_pooled ? json_file → concat → map_column → project 24 eval, 0 val
dense_c4_training_mechanics ? map_column → project eval only
dense_c4_training_mechanics_pooled ? json_file → concat → map_column → project 24 eval, 0 val
dense_c5_swe_tests ? map_column → project eval only
dense_c5_swe_tests_pooled ? json_file → concat → map_column → project 24 eval, 0 val
dense_retain_far ? map_column → project eval only
frontier_metagame_rollouts ? map_column → map_column → map_column → project eval only
kimi_metagame_rollouts camgeodesic/kimi-chat-rollouts map_column → map_column → map_column → map_column → map_column → map_column → project → hf → map_column → map_column → map_column → map_column → map_column → map_column → project → concat → hf → map_column → map_column → map_column → map_column → map_column → map_column → project → concat → hf → map_column → map_column → map_column → map_column → map_column → map_column → project → concat → hf → map_column → map_column → map_column → map_column → map_column → map_column → project → concat → hf → map_column → map_column → map_column → map_column → map_column → map_column → project → concat → hf → map_column → map_column → map_column → map_column → map_column → map_column → project → concat → hf → map_column → map_column → map_column → map_column → map_column → map_column → project → concat → hf → map_column → map_column → map_column → map_column → map_column → map_column → project → concat → hf → map_column → map_column → map_column → map_column → map_column → map_column → project → concat → hf → map_column → map_column → map_column → map_column → map_column → map_column → project → concat → hf → map_column → map_column → map_column → map_column → map_column → map_column → project → concat → hf → map_column → map_column → map_column → map_column → map_column → map_column → map_column → project → concat eval only
needham_eval_awareness camgeodesic/metagaming-labeling none eval only
westover_general_split camgeodesic/metagaming-labeling map_column → project eval only
westover_metagame_split camgeodesic/metagaming-labeling map_column → project eval only

Provenance

annotations

Source: camgeodesic/metagaming-labeling

python -m dataset_builder configs/annotations.yaml --push

claude_AI_forget

Source: camgeodesic/metagaming-labeling Transform: map_column → project

python -m dataset_builder configs/claude_AI_forget.yaml --push

claude_AI_mix

Source: camgeodesic/metagaming-labeling Transform: map_column → project

python -m dataset_builder configs/claude_AI_mix.yaml --push

claude_general_retain

Source: camgeodesic/metagaming-labeling Transform: map_column → project

python -m dataset_builder configs/claude_general_retain.yaml --push

claude_human_forget

Source: camgeodesic/metagaming-labeling Transform: map_column → project

python -m dataset_builder configs/claude_human_forget.yaml --push

dense_c1_ai_evals

Source: json_file (see dense_c1_ai_evals.yaml). Transform: map_column → project

python -m dataset_builder configs/dense_c1_ai_evals.yaml --push

dense_c1_ai_evals_pooled

Source: json_file (see dense_c1_ai_evals_pooled.yaml). Transform: json_file → concat → map_column → project Split hash field: id (sibling configs sharing this field land on identical val/eval rows). Stratification: topic, doc_type Seeds: eval=42, val=43

python -m dataset_builder configs/dense_c1_ai_evals_pooled.yaml --push

dense_c2_ai_safety

Source: json_file (see dense_c2_ai_safety.yaml). Transform: map_column → project

python -m dataset_builder configs/dense_c2_ai_safety.yaml --push

dense_c2_ai_safety_pooled

Source: json_file (see dense_c2_ai_safety_pooled.yaml). Transform: json_file → concat → map_column → project Split hash field: id (sibling configs sharing this field land on identical val/eval rows). Stratification: topic, doc_type Seeds: eval=42, val=43

python -m dataset_builder configs/dense_c2_ai_safety_pooled.yaml --push

dense_c3_human_oversight

Source: json_file (see dense_c3_human_oversight.yaml). Transform: map_column → project

python -m dataset_builder configs/dense_c3_human_oversight.yaml --push

dense_c3_human_oversight_pooled

Source: json_file (see dense_c3_human_oversight_pooled.yaml). Transform: json_file → concat → map_column → project Split hash field: id (sibling configs sharing this field land on identical val/eval rows). Stratification: topic, doc_type Seeds: eval=42, val=43

python -m dataset_builder configs/dense_c3_human_oversight_pooled.yaml --push

dense_c4_training_mechanics

Source: json_file (see dense_c4_training_mechanics.yaml). Transform: map_column → project

python -m dataset_builder configs/dense_c4_training_mechanics.yaml --push

dense_c4_training_mechanics_pooled

Source: json_file (see dense_c4_training_mechanics_pooled.yaml). Transform: json_file → concat → map_column → project Split hash field: id (sibling configs sharing this field land on identical val/eval rows). Stratification: topic, doc_type Seeds: eval=42, val=43

python -m dataset_builder configs/dense_c4_training_mechanics_pooled.yaml --push

dense_c5_swe_tests

Source: json_file (see dense_c5_swe_tests.yaml). Transform: map_column → project

python -m dataset_builder configs/dense_c5_swe_tests.yaml --push

dense_c5_swe_tests_pooled

Source: json_file (see dense_c5_swe_tests_pooled.yaml). Transform: json_file → concat → map_column → project Split hash field: id (sibling configs sharing this field land on identical val/eval rows). Stratification: topic, doc_type Seeds: eval=42, val=43

python -m dataset_builder configs/dense_c5_swe_tests_pooled.yaml --push

dense_retain_far

Source: json_file (see dense_retain_far.yaml). Transform: map_column → project

python -m dataset_builder configs/dense_retain_far.yaml --push

frontier_metagame_rollouts

Source: jsonl_file (see frontier_metagame_rollouts.yaml). Transform: map_column → map_column → map_column → project

python -m dataset_builder configs/frontier_metagame_rollouts.yaml --push

kimi_metagame_rollouts

Source: camgeodesic/kimi-chat-rollouts Transform: map_column → map_column → map_column → map_column → map_column → map_column → project → hf → map_column → map_column → map_column → map_column → map_column → map_column → project → concat → hf → map_column → map_column → map_column → map_column → map_column → map_column → project → concat → hf → map_column → map_column → map_column → map_column → map_column → map_column → project → concat → hf → map_column → map_column → map_column → map_column → map_column → map_column → project → concat → hf → map_column → map_column → map_column → map_column → map_column → map_column → project → concat → hf → map_column → map_column → map_column → map_column → map_column → map_column → project → concat → hf → map_column → map_column → map_column → map_column → map_column → map_column → project → concat → hf → map_column → map_column → map_column → map_column → map_column → map_column → project → concat → hf → map_column → map_column → map_column → map_column → map_column → map_column → project → concat → hf → map_column → map_column → map_column → map_column → map_column → map_column → project → concat → hf → map_column → map_column → map_column → map_column → map_column → map_column → project → concat → hf → map_column → map_column → map_column → map_column → map_column → map_column → map_column → project → concat

python -m dataset_builder configs/kimi_metagame_rollouts.yaml --push

needham_eval_awareness

Source: camgeodesic/metagaming-labeling

python -m dataset_builder configs/needham_eval_awareness.yaml --push

westover_general_split

Source: camgeodesic/metagaming-labeling Transform: map_column → project

python -m dataset_builder configs/westover_general_split.yaml --push

westover_metagame_split

Source: camgeodesic/metagaming-labeling Transform: map_column → project

python -m dataset_builder configs/westover_metagame_split.yaml --push

Reproducibility

All splits use split_hash() (MD5-based, seeded) so rebuilding from the same config against the same source data produces identical partitions. For an LLM-generated dataset, a provider's seed parameter is best-effort; pin consumer loads to a specific HF commit SHA to avoid drift when the builder re-pushes.


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