welfare
Datasets
All datasets matching “welfare”animal-welfare-training-claude
Synthetic training data that teaches a model to reason carefully about the welfare of animals and other sentient beings.
Why
Research on alignment midtraining finds that teaching a model the reasons behind aligned behavior matters as much as the behavior itself. Two techniques from Teaching Claude Why proved especially effective:
Synthetic document finetuning on pretraining-style documents from a world where the target model is already aligned across a wide… See the full description on the dataset page: https://huggingface.co/datasets/sentientfutures/animal-welfare-training-claude.ab_animal_welfare_questionstranscripts_for_animal_welfarewelfare-qa
WelfareQA
The first cross-country welfare-AI evaluation dataset for India, Nigeria, and Kenya. 1,500 ground-truth rows written from scratch against named government sources, expanded to 9,385 multilingual variants. Verified to April 2026.
A population of roughly 1.65 billion people — about one in five humans alive today — lives under the welfare apparatuses encoded here. PM-KISAN. Ayushman Bharat. Inua Jamii. NHIA. SHA. The deployment surface is enormous. The evaluation surface… See the full description on the dataset page: https://huggingface.co/datasets/saxenan3/welfare-qa.animal-welfare-veganism-query-corpus
Animal Welfare & Veganism Query Corpus (v0)
An open, organically-sourced dataset of real questions people ask about animal welfare, veganism, vegetarianism, farmed animals, animal ethics, and animal sentience.
Built by Consider Sentience, a research and tooling practice at the intersection of AI and animal welfare.
Dataset Summary
This dataset contains 1,142 real, organically-asked questions drawn from public Q&A communities, covering the range of things people… See the full description on the dataset page: https://huggingface.co/datasets/considersentience/animal-welfare-veganism-query-corpus.mcap-dishwasher-30fps