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+  "dataset": "GuacaMol v1 distribution-learning benchmark",
+  "upstream": "https://github.com/BenevolentAI/guacamol",
+  "license": "ChEMBL CC BY-SA 3.0",
+  "representation": "SELFIES 2.2.0 with default constraints and iodine valence 7",
+  "selfies_version": "2.2.0",
+  "sequence_length": 112,
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GuacaMol/test.npy

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GuacaMol/train.npy

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README.md

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 # GenBench prepared datasets
 
-This repository contains the exact prepared arrays used by GenBench for
-datasets whose upstream terms affirmatively allow redistribution. It is a
-mixed-license collection: there is no blanket license covering every file.
-See [`DATA_LICENSES.md`](DATA_LICENSES.md) for attribution, license links, and
-the transformations made by GenBench.
-
-| Directory | Prepared contents | License |
+This repository contains the exact prepared arrays used by the canonical
+GenBench training and evaluation runs. It intentionally excludes redundant
+source archives: every benchmark's Python preparation module records and
+verifies the original upstream source, while these files are sufficient to
+train and evaluate the published baselines directly. DeepSTARR's small official
+activity-predictor weights are included because they are part of its evaluation
+protocol.
+
+| Directory | Generative object | Prepared contents |
 |---|---|---|
-| `QM9` | Packed characterized molecules and TD-jumps split rows | CC0 1.0 |
-| `DeepSTARR` | Sequence/activity splits and official predictor weights | CC BY 4.0 |
-| `FSDD` | Fixed-window spoken-digit waveform splits | CC BY-SA 4.0 |
-| `JetNet30` | Five-class particle-cloud splits | CC BY 4.0 |
-| `MiniBooNE` | Literature split and normalization | CC BY 4.0 |
-| `NavierStokes` | Fourier-downsampled vorticity-field splits | CC BY 4.0 |
-| `PBMC3k` | Expression splits, PCA, empirical quantiles, and metadata | CC BY 4.0 |
-| `UCIHAR` | Subject-separated inertial-window splits | CC BY 4.0 |
-
-`manifest.json` records the byte size and SHA-256 of every file consumed by
-the GenBench downloader. Original archives are omitted because the prepared
-files are sufficient to train and evaluate the published baselines.
-
-## Source-only benchmarks
-
-CIFAR-10, MNIST, ENZYMES, and ModelNet10 are intentionally not hosted here.
-Their upstream terms do not clearly authorize GenBench to publish another
-copy. The GenBench Python package downloads them directly from their original
-hosts and verifies their checksums. ModelNet10 additionally requires explicit
-acknowledgement of Princeton's academic-research terms.
-
-```bash
-python -m genbench.download_source_data \
-  --output-dir ../datasets \
-  --datasets cifar10 mnist enzymes
-
-python -m genbench.download_source_data \
-  --output-dir ../datasets \
-  --datasets modelnet10 \
-  --accept-modelnet-academic-research-terms
-```
-
-The analytic spiral and checkerboard targets have no stored dataset; GenBench
-generates those distributions directly in Python.
-
+| `QM9` | Molecular geometries | Packed characterized molecules and TD-jumps split rows |
+| `MiniBooNE` | Particle events | Literature split and normalization |
+| `NavierStokes` | Vorticity fields | Fourier-downsampled train/validation/test arrays |
+| `JetNet30` | Particle clouds | Five-class train/validation/test arrays |
+| `DeepSTARR` | Enhancer sequences | Splits, activities, metadata, and official predictor weights |
+| `GuacaMol` | Drug-like molecules | Official non-overlapping ChEMBL splits as robust SELFIES endpoint arrays |
+| `SpeechCommands` | One-second spoken-word waveforms | Official speaker-disjoint train/validation/test arrays and labels |
+
+The analytic spiral and checkerboard benchmarks have no stored dataset; their
+target distributions are generated exactly by the GenBench Python package.
+
+`manifest.json` is authoritative. It records the byte size and SHA-256 of every
+required file. Original licenses and redistribution terms differ by dataset;
+consult each dataset's metadata and upstream source before reuse. CIFAR-10 and
+MNIST are deliberately absent because their upstream distributions do not
+provide an affirmative general redistribution grant.

SpeechCommands/metadata.json

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+  "dataset": "Speech Commands V2 full 35-word task",
+  "source_url": "https://storage.googleapis.com/download.tensorflow.org/data/speech_commands_v0.02.tar.gz",
+  "source_md5": "6b74f3901214cb2c2934e98196829835",
+  "license": "CC BY 4.0",
+  "sample_rate": 16000,
+  "source_length": 16000,
+  "model_length": 16384,
+  "labels": [
+    "backward",
+    "bed",
+    "bird",
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+    "happy",
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+  "normalization": {
+    "mean": -8.320687318841441e-05,
+    "standard_deviation": 0.08498979057235274
+  }
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