Datasets:

mireklzicar
/

cellarc_100k_meta

id stringlengths 64 64	train listlengths 5 5	query listlengths 5 21	solution listlengths 5 21
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87427fb9d078d57c307388468ba0d05c25698a642bdc3bca0a5c57ef389bf22f	[ { "input": [ 1, 3, 0, 0, 0, 1, 0, 1 ], "output": [ 0, 0, 0, 1, 3, 2, 0, 2 ] }, { "input": [ 0, 0, 1, 0, 0, 2, 0, 0 ], "output": [ 1, 3, 2, 3, 0, 0, 0, 0 ] }, { "input": [ 1, 1, 3, 2, 2, 2, 1, 2 ], "output": [ 0, 2, 2, 0, 0, 0, 2, 1 ] }, { "input": [ 3, 1, 3, 2, 0, 0, 0, 0 ], "output": [ 2, 0, 2, 0, 0, 1, 1, 1 ] }, { "input": [ 1, 1, 1, 1, 3, 2, 3, 0 ], "output": [ 2, 0, 0, 2, 2, 1, 3, 0 ] } ]	[ 0, 1, 0, 1, 1, 0, 1, 1 ]	[ 3, 2, 0, 2, 2, 0, 2, 2 ]
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4f42f0590715a9cd01b34b89f30df5ae1d0f52f9479008de7951029e44e727b1	[ { "input": [ 0, 1, 1, 0, 1 ], "output": [ 0, 0, 0, 0, 0 ] }, { "input": [ 3, 1, 1, 1, 2 ], "output": [ 0, 0, 0, 0, 0 ] }, { "input": [ 3, 0, 0, 0, 1 ], "output": [ 0, 2, 0, 0, 0 ] }, { "input": [ 1, 0, 1, 2, 0 ], "output": [ 0, 0, 0, 0, 0 ] }, { "input": [ 0, 2, 3, 0, 3 ], "output": [ 0, 2, 0, 0, 0 ] } ]	[ 1, 1, 2, 1, 0 ]	[ 0, 0, 0, 3, 0 ]
f3687665e86c6d122c3ad329a2e6849d82fc79b446cbff702c8b2bbc5948c55a	[ { "input": [ 3, 3, 3, 0, 0, 0, 0, 0 ], "output": [ 0, 0, 0, 0, 3, 3, 3, 3 ] }, { "input": [ 1, 0, 0, 2, 0, 0, 3, 0 ], "output": [ 0, 0, 0, 0, 0, 0, 0, 0 ] }, { "input": [ 0, 3, 3, 3, 3, 3, 3, 0 ], "output": [ 0, 0, 0, 0, 0, 0, 0, 0 ] }, { "input": [ 3, 3, 3, 3, 3, 3, 0, 0 ], "output": [ 0, 0, 0, 0, 0, 0, 0, 3 ] }, { "input": [ 0, 0, 0, 3, 0, 0, 0, 3 ], "output": [ 3, 3, 0, 0, 0, 3, 0, 0 ] } ]	[ 0, 0, 0, 3, 3, 3, 3, 3 ]	[ 3, 3, 0, 0, 0, 0, 0, 0 ]
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12a2236614a22a6fee96d4fba1fb25f8faf06c6b1a204df6418b9fee599fc894	[ { "input": [ 1, 1, 2, 1, 1, 3, 1, 2, 2, 1, 2, 3, 1 ], "output": [ 0, 0, 2, 0, 2, 1, 0, 3, 3, 2, 2, 2, 2 ] }, { "input": [ 0, 3, 1, 0, 3, 2, 0, 3, 3, 1, 1, 1, 2 ], "output": [ 0, 3, 0, 0, 1, 3, 0, 2, 2, 2, 0, 0, 2 ] }, { "input": [ 1, 0, 0, 2, 0, 0, 3, 0, 1, 1, 0, 1, 2 ], "output": [ 0, 0, 0, 0, 0, 0, 0, 0, 2, 2, 0, 0, 0 ] }, { "input": [ 2, 1, 3, 3, 2, 2, 2, 3, 2, 3, 3, 3, 0 ], "output": [ 2, 0, 2, 3, 0, 2, 0, 2, 2, 3, 0, 2, 0 ] }, { "input": [ 3, 1, 0, 3, 2, 0, 3, 3, 1, 1, 1, 2, 1 ], "output": [ 3, 0, 0, 1, 3, 0, 2, 2, 2, 0, 0, 2, 0 ] } ]	[ 1, 1, 2, 3, 3, 0, 3, 1, 2, 0, 1, 2, 0 ]	[ 2, 0, 2, 3, 2, 0, 3, 0, 0, 0, 0, 0, 0 ]
5579b04a46ffe6f62bac015e67923a49f0bd783ce858d42d790e2ac4d887b9f4	[ { "input": [ 2, 3, 3, 2, 1 ], "output": [ 1, 2, 2, 1, 2 ] }, { "input": [ 1, 1, 2, 2, 3 ], "output": [ 3, 2, 1, 1, 2 ] }, { "input": [ 3, 2, 2, 1, 1 ], "output": [ 2, 1, 1, 2, 2 ] }, { "input": [ 1, 3, 2, 1, 3 ], "output": [ 1, 1, 1, 1, 1 ] }, { "input": [ 3, 2, 2, 1, 2 ], "output": [ 1, 1, 1, 1, 1 ] } ]	[ 1, 2, 2, 3, 3 ]	[ 2, 1, 1, 2, 1 ]
1691650de61f646de8949aecf884c63f4f3a9afa0a28b4ce381754d1ad68ba70	[ { "input": [ 3, 1, 1, 4, 1, 2, 2, 1, 2, 3, 1, 2, 4 ], "output": [ 3, 4, 0, 4, 0, 2, 2, 4, 4, 1, 0, 0, 0 ] }, { "input": [ 4, 2, 2, 2, 3, 2, 2, 4, 2, 3, 3, 2, 3 ], "output": [ 1, 2, 4, 0, 0, 0, 2, 3, 4, 2, 2, 2, 4 ] }, { "input": [ 2, 4, 1, 3, 2, 1, 3, 3, 1, 3, 4, 1, 4 ], "output": [ 0, 0, 0, 1, 4, 0, 0, 0, 0, 2, 3, 1, 0 ] }, { "input": [ 2, 3, 4, 2, 4, 3, 2, 4, 4, 3, 3, 3, 4 ], "output": [ 2, 4, 4, 1, 4, 4, 4, 1, 2, 0, 4, 0, 1 ] }, { "input": [ 3, 3, 4, 3, 4, 4, 4, 0, 0, 0, 1, 0, 0 ], "output": [ 4, 0, 1, 2, 2, 2, 3, 0, 1, 0, 3, 0, 2 ] } ]	[ 3, 4, 1, 4, 2, 4, 4, 1, 2, 2, 0, 2, 2 ]	[ 4, 3, 1, 0, 1, 1, 4, 0, 2, 2, 0, 2, 0 ]
100d8b5b15ccc264f75b0fd648d0030a2e85d51bc5590c55d58da066f526b8dc	[ { "input": [ 2, 2, 2, 2, 1, 1, 1, 1, 1, 2 ], "output": [ 2, 0, 2, 0, 0, 0, 0, 0, 2, 0 ] }, { "input": [ 1, 2, 2, 2, 2, 2, 0, 0, 0, 0 ], "output": [ 0, 1, 2, 0, 0, 2, 1, 0, 0, 1 ] }, { "input": [ 2, 2, 2, 1, 2, 1, 2, 2, 1, 2 ], "output": [ 0, 2, 1, 1, 2, 1, 0, 0, 0, 1 ] }, { "input": [ 1, 0, 1, 0, 0, 1, 0, 2, 0, 0 ], "output": [ 2, 0, 2, 2, 2, 2, 0, 0, 1, 0 ] }, { "input": [ 0, 0, 2, 2, 2, 0, 1, 0, 1, 1 ], "output": [ 2, 0, 2, 0, 2, 0, 0, 0, 1, 1 ] } ]	[ 2, 1, 2, 2, 2, 2, 1, 2, 1, 2 ]	[ 0, 0, 1, 2, 2, 1, 1, 2, 1, 0 ]
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7b3c585f5dbb050583290d5cdea20e3ddde2b11005e013a5863eb494e6bd4b4f	[ { "input": [ 0, 1, 1, 2, 3, 0, 4, 4, 3, 0, 0, 2 ], "output": [ 2, 2, 4, 0, 0, 2, 4, 0, 1, 0, 4, 3 ] }, { "input": [ 3, 0, 2, 0, 0, 0, 1, 2, 4, 0, 3, 2 ], "output": [ 0, 1, 0, 1, 0, 0, 0, 2, 2, 3, 3, 0 ] }, { "input": [ 0, 0, 0, 2, 0, 2, 0, 4, 0, 3, 4, 1 ], "output": [ 0, 0, 4, 0, 0, 0, 0, 0, 3, 3, 0, 3 ] }, { "input": [ 0, 0, 2, 0, 0, 3, 0, 0, 4, 0, 1, 1 ], "output": [ 0, 4, 0, 1, 4, 0, 0, 0, 0, 2, 2, 0 ] }, { "input": [ 0, 0, 0, 0, 0, 0, 0, 4, 0, 1, 0, 0 ], "output": [ 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0 ] } ]	[ 0, 0, 4, 0, 0, 4, 0, 0, 4, 0, 0, 2 ]	[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 4, 0 ]
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5285a518529b822cb5399e9355ba163a75b3fbd51c67ed50271ff2655cebf2f0	[ { "input": [ 1, 0, 0, 1, 0 ], "output": [ 1, 0, 0, 1, 0 ] }, { "input": [ 0, 2, 0, 0, 0 ], "output": [ 1, 3, 1, 0, 0 ] }, { "input": [ 1, 0, 0, 0, 0 ], "output": [ 1, 0, 0, 0, 0 ] }, { "input": [ 1, 1, 0, 0, 1 ], "output": [ 1, 1, 0, 0, 1 ] }, { "input": [ 3, 1, 0, 0, 0 ], "output": [ 2, 0, 0, 0, 0 ] } ]	[ 0, 1, 0, 0, 2 ]	[ 0, 1, 0, 1, 0 ]
32c2b7b93ac262b9aa661a0d317d13eda81a6c3bb7b814279dff81fed91ea906	[ { "input": [ 2, 0, 2, 2, 3 ], "output": [ 0, 0, 0, 1, 3 ] }, { "input": [ 3, 3, 3, 1, 2 ], "output": [ 2, 2, 1, 2, 3 ] }, { "input": [ 2, 2, 0, 0, 0 ], "output": [ 1, 0, 3, 3, 2 ] }, { "input": [ 2, 2, 2, 2, 2 ], "output": [ 3, 2, 2, 2, 2 ] }, { "input": [ 3, 3, 0, 3, 1 ], "output": [ 3, 2, 2, 0, 2 ] } ]	[ 3, 3, 1, 2, 2 ]	[ 2, 1, 2, 3, 2 ]
3123b7db2749fd90f7b29133c86f3df7c4d65fd23930cc5fcea0f3655b724539	[ { "input": [ 2, 3, 1, 2, 4, 1, 3, 2, 1, 3, 3, 1, 3 ], "output": [ 3, 0, 4, 0, 0, 4, 0, 3, 4, 2, 2, 3, 0 ] }, { "input": [ 4, 4, 2, 2, 2, 3, 2, 2, 4, 2, 3, 3, 2 ], "output": [ 0, 2, 4, 3, 0, 2, 0, 4, 2, 3, 0, 0, 4 ] }, { "input": [ 1, 4, 2, 1, 4, 3, 1, 4, 4, 2, 2, 2, 3 ], "output": [ 0, 0, 0, 3, 2, 0, 4, 0, 2, 4, 3, 0, 2 ] }, { "input": [ 0, 4, 4, 1, 1, 1, 2, 1, 1, 3, 1, 1, 4 ], "output": [ 0, 2, 0, 4, 2, 0, 0, 0, 0, 0, 0, 4, 1 ] }, { "input": [ 3, 2, 3, 4, 2, 4, 3, 2, 4, 4, 3, 3, 3 ], "output": [ 0, 4, 2, 0, 0, 0, 2, 3, 2, 0, 0, 2, 0 ] } ]	[ 4, 2, 2, 0, 2, 3, 2, 3, 4, 3, 3, 1, 1 ]	[ 0, 4, 0, 0, 0, 2, 4, 2, 2, 0, 2, 0, 4 ]
660be88cac28c74ff0c5eba8aed7009d92157d01b0eb4be13ba238bca76f0d71	[ { "input": [ 1, 1, 1, 1, 0, 0, 0, 1, 0, 1 ], "output": [ 1, 0, 0, 0, 0, 1, 2, 1, 1, 0 ] }, { "input": [ 1, 0, 1, 1, 1, 0, 1, 1, 1, 1 ], "output": [ 1, 1, 1, 2, 1, 1, 1, 0, 1, 1 ] }, { "input": [ 0, 0, 2, 0, 0, 0, 1, 1, 0, 0 ], "output": [ 0, 1, 1, 1, 0, 0, 1, 1, 0, 1 ] }, { "input": [ 0, 2, 0, 0, 1, 1, 1, 0, 0, 1 ], "output": [ 0, 1, 1, 2, 0, 2, 0, 0, 0, 0 ] }, { "input": [ 2, 1, 0, 1, 0, 0, 1, 1, 1, 1 ], "output": [ 0, 0, 0, 1, 2, 0, 0, 0, 0, 1 ] } ]	[ 1, 1, 0, 0, 0, 0, 1, 1, 1, 0 ]	[ 1, 1, 0, 1, 1, 0, 0, 2, 1, 1 ]
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2bedc6cb6b3b1b3363f13e268bdf004a1b3f6ac13e494ea5bb8883d3a3f15c85	[ { "input": [ 0, 1, 2, 0, 1, 3, 0, 2, 1, 0, 2, 2, 0 ], "output": [ 2, 0, 0, 2, 1, 3, 2, 0, 0, 2, 2, 2, 2 ] }, { "input": [ 0, 1, 0, 0, 2, 0, 0, 3, 0, 1, 1, 0, 1 ], "output": [ 2, 0, 2, 2, 0, 2, 2, 3, 2, 0, 0, 2, 0 ] }, { "input": [ 1, 1, 1, 2, 1, 1, 3, 1, 2, 2, 1, 2, 3 ], "output": [ 1, 0, 1, 2, 1, 1, 3, 1, 2, 2, 1, 2, 3 ] }, { "input": [ 1, 2, 3, 1, 3, 2, 1, 3, 3, 2, 2, 2, 3 ], "output": [ 1, 2, 3, 1, 3, 2, 1, 3, 2, 2, 2, 2, 3 ] }, { "input": [ 0, 1, 0, 0, 2, 0, 0, 3, 0, 1, 1, 0, 1 ], "output": [ 2, 0, 2, 2, 0, 2, 2, 3, 2, 0, 0, 2, 0 ] } ]	[ 0, 3, 1, 2, 0, 1, 2, 2, 1, 1, 3, 1, 1 ]	[ 2, 3, 1, 0, 2, 0, 2, 2, 1, 1, 3, 1, 0 ]
f9a04bdca13d3e849e84ae2a1e4d6a671f3bf63b9ca7963d1b86c755eba0f22b	[ { "input": [ 0, 0, 0, 0, 0, 0 ], "output": [ 1, 1, 1, 1, 1, 3 ] }, { "input": [ 3, 3, 3, 3, 0, 0 ], "output": [ 0, 0, 0, 3, 3, 1 ] }, { "input": [ 1, 2, 2, 1, 2, 3 ], "output": [ 3, 3, 3, 3, 3, 3 ] }, { "input": [ 3, 3, 3, 3, 3, 3 ], "output": [ 0, 0, 0, 0, 0, 0 ] }, { "input": [ 1, 1, 1, 1, 1, 1 ], "output": [ 3, 3, 3, 3, 3, 3 ] } ]	[ 1, 3, 3, 0, 0, 0 ]	[ 1, 1, 3, 3, 1, 1 ]
cad29b27d8a737a6e7cb25c2128ecb1553b7341a21979060d51babb13810b850	[ { "input": [ 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 1, 1 ], "output": [ 1, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 1, 0 ] }, { "input": [ 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 0 ], "output": [ 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0 ] }, { "input": [ 0, 1, 1, 0, 0, 0, 1, 0, 1, 1, 0, 1, 0 ], "output": [ 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0 ] }, { "input": [ 0, 0, 1, 0, 1, 0, 0, 0, 1, 0, 0, 1, 0 ], "output": [ 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 1, 0, 1 ] }, { "input": [ 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0 ], "output": [ 0, 1, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0 ] } ]	[ 0, 1, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1 ]	[ 0, 1, 0, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0 ]

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cellarc_100k_meta

CellARC 100k Meta is the metadata‑rich variant of the CellARC benchmark introduced in Lzicar, M. (2025). CellARC: Measuring Intelligence with Cellular Automata. It contains the exact same episodes and splits as cellarc_100k, with byte‑identical Parquet files; the JSONL files retain full per‑episode metadata (rule tables, coverage diagnostics, morphology descriptors, sampling parameters, etc.). Each episode exposes five support pairs plus a held‑out query/solution pair.

Data quick facts

Alphabet size k in [2, 6]; window size W in {3, 5, 7}; radius r in {1, 2, 3}; steps t in {1, 2, 3} (≈95% have t = 1).
Values (digits) are integers in 0..k-1 per episode; across the full dataset the union of symbols is {0,1,2,3,4,5}.
Five training exemplars per episode (len(train) = 5).
Sample length L ∈ [5, 21] (median 11). Episode total length is 12 × L (5 train pairs + query + solution), median 132.
JSON layout: id, train[].input, train[].output, query, solution, plus a rich meta object.

cellarc_100k_meta/
├── data/
│   ├── train.{jsonl,parquet}
│   ├── val.{jsonl,parquet}
│   ├── test_interpolation.{jsonl,parquet}
│   └── test_extrapolation.{jsonl,parquet}
├── subset_ids/
├── data_files.json
├── dataset_stats.json
├── features.json
├── LICENSE
└── CITATION.cff

Parquet assets are byte‑identical to cellarc_100k; the JSONL files retain the enriched payloads.

Additional metadata

Each JSON line adds to the supervision fields with:

meta: alphabet size, radius, steps, window size, train/query spans, family/construction labels, Langton λ & entropy, coverage breakdowns (including query_window_coverage_weighted, query_window_coverage_unique, query_window_avg_depth), morphology descriptors, seeds, and more.
rule_table: base64‑encoded CA lookup table (also nested under meta["rule_table"]).
id: deterministic fingerprint (alias of meta["fingerprint"]).

Split summary

split	episodes	parquet bytes
train	95,317	12,378,645
val	1,000	128,117
test_interpolation	1,000	128,271
test_extrapolation	1,000	130,303

Parquet sizes are identical to cellarc_100k. JSONL files are larger due to metadata; see artifacts/hf_cellarc/hf-cellarc_100k_meta/data_files.json for exact JSONL byte counts.

Subset splits and ID lists

Predefined 100‑episode subsets are included for all splits as data/{train,val,test_interpolation,test_extrapolation}_100.{jsonl,parquet}.
The exact episode selections are recorded under subset_ids/ as {split}_100.txt (one ID per line). These lists allow reproducible sampling and enable efficient evaluation workflows.
Motivation: Smaller, fixed subsets facilitate quick iteration and reduce evaluation costs when using API‑metered large language models or other pay‑per‑call services, while preserving representativeness of the full splits.

Coverage & dynamics

Coverage fraction (global): mean 0.402, min 0.069, max 0.938.
Langton’s λ (global): mean 0.565, min 0.016, max 1.000.
Avg. cell entropy (global): mean 1.110 bits, max 2.585.
Steps: 1 (95.3%), 2 (4.6%), 3 (0.1%).
Window size: W=3 (74.1%), W=5 (13.3%), W=7 (12.6%).
Radii: r=1 (78.7%), r=2 (8.7%), r=3 (12.5%).
Families (share of episodes): random 25.3%, totalistic 24.8%, outer‑totalistic 18.7%, outer‑inner totalistic 18.7%, threshold 11.9%, linear mod(k) 0.7%.

Details per split in artifacts/hf_cellarc/hf-cellarc_100k_meta/dataset_stats.json.

Loading examples

from datasets import load_dataset

# Parquet (recommended)
parquet_files = {
    split: "data/" + f"{split}.parquet"
    for split in ("train", "val", "test_interpolation", "test_extrapolation")
}
ds = load_dataset("parquet", data_files=parquet_files)

# JSONL to access metadata columns
jsonl_files = {split: "data/" + f"{split}.jsonl" for split in parquet_files}
meta = load_dataset("json", data_files=jsonl_files)
example = meta["train"][0]
print(example["id"], example["meta"]["lambda"], example["meta"]["query_window_coverage_weighted"])  # metadata fields