Access request: research seed corpus

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This dataset contains de-identified excerpts of public online discussions about animal welfare, provided solely as topic-grounding seed material for research. Structured identifiers have been removed, but the free text originates from third-party authors and is NOT licensed for redistribution. By requesting access you agree to the conditions below.

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Animal-compassion seed corpus (gated)

893,935 de-identified excerpts of public online discussion about animal welfare (columns: seed_text, category, tier, animal_relevant). Used by CaML's synthetic data pipelines as TOPIC grounding only: generation prompts inject short snippets as inspiration and instruct the model never to copy text or adopt stance. Generated corpora contain no text from this dataset.

Access is gated: use for research/analysis only, no redistribution, no re-identification attempts.

Provenance and output verification (updated 16 July 2026)

This corpus is used strictly as topic-grounding seed material: generation prompts inject short snippets as inspiration and instruct the model never to copy text or adopt stance. This is verified, not asserted: a 13-word n-gram scan across all 893,935 seeds against CaML's released synthetic corpora found overlap in only 10 seeds (0.001%), every one an official treaty name (e.g. the full name of CITES) or standard statutory phrasing, and none of them user discussion text.

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