{ "dataset": "seantrott/cs_norms", "revision": "80ac8fc7008fc0b9b4fcaa80ffd7b006c2bba550", "source_file": "contextualized_sensorimotor_norms.csv", "source_sha256": "9e3dd772529c2376352704c246018c18f3cacc9ce26c2724fddf761d83f84735", "license": "cc-by-4.0", "raw_rows": 448, "unique_words": 112, "aggregation": "Human mean strength 0..5 divided by 5 as soft BCE targets; evaluation binarizes human mean >=2.5. Classification boundary is a project-defined proxy, not an original dataset class.", "task": "Prototype for sensory associations of a target word in context, covering five external senses and interoception. Not an established whole-sentence sensation-presence benchmark.", "input_format": "Target: WORD\nContext: SENTENCE", "labels": [ "vision", "hearing", "smell", "taste", "touch", "interoception" ], "seed": 20261004, "split_method": "80/10/10 shuffled groups: normalized comment for morals; target word for sensations; deterministic rejection sampling until every label has at least 3 positives in validation and test, before any model training", "sizes": { "train": 356, "validation": 44, "test": 48 }, "synthetic_examples": 177, "synthetic_independent_seeds": 59, "synthetic_limitations": "Assistant labels, not human-reviewed; correlated framing variants; one-hot synthetic targets simplify naturally overlapping categories.", "positive_supports": { "train": { "vision": 273, "hearing": 74, "smell": 28, "taste": 24, "touch": 65, "interoception": 23 }, "validation": { "vision": 36, "hearing": 6, "smell": 4, "taste": 5, "touch": 8, "interoception": 8 }, "test": { "vision": 38, "hearing": 7, "smell": 6, "taste": 6, "touch": 13, "interoception": 4 } }, "files_sha256": { "synthetic.jsonl": "21516a46b68b9cbb4d8b8edca395b0078915ca5a951377704f1eedd2e39d247b", "test.jsonl": "2f49703f5ceeb241e7b9e7a2fef03b7c5088fd30a9e854019d975dd720e9e883", "train.jsonl": "636ca7ffb67b87f3ad7b82b3b760d194061ad0797404d49bacef11021f05e693", "validation.jsonl": "f45f5f06c462905cb54c61ffebcaa4f752d251df7c5817479eba20302fb72409" }, "synthetic_word_overlap_removed": 3, "synthetic_excluded_heldout_words": [ "cold" ], "synthetic_word_audit": "Explicit target words reserved for validation/test are excluded from synthetic training, before fitting.", "additional_preparation_source_hash": "3899b2211d7cd6a56641813e1a65fd39a75b0332122122a6d9aab670c42d4338" }