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Independent publisher

Muhammad Usman Siddiqui

316usman

AI, ML, Deep Learning and Natural Language Processing

Models in Library0
Datasets in Library2
Models on Hugging Face107
Followers—

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This profile connects the 2 model and dataset records shown below to their upstream cards and sources. The library counts describe SAVRN's coverage, rather than this publisher's entire output.

Published tasks: Text generation.

Reported licenses: unknown. Open a record to review its specific license and conditions.

Compare model specifications, source dates, and hardware estimates on the individual records. Publisher identity verification is separate from a model's quality, deployment readiness, or suitability for your work.

Datasets

Dataset · Text generation

threat-intelligence

Muhammad Usman Siddiqui

A preference dataset for THREATINTELLIGENCE, harvested from real, human-labelled sources and curated by an automated harvesting harness with an LLM quality gate. Standard preference / DPO schema — each row: 80/10/10 train / validation / test (seeded shuffle): train:1632 / validation:204 / test:204 - synthetic:deepseek/deepseek-v4-flash-0731 prompt and chosen are real — harvested from the human-labelled sources listed above (accepted / upvoted / high-rated responses). rejected is partly synthetic. Most sources retain only the accepted answer, so where no genuine low-scored counterpart existed the negative was generated by defect injection: an LLM rewrites that row's own chosen with exactly…

Publicly accessible unknown 1K<n<10K

A preference dataset for SANCTIONSSCREENINGMATCH, harvested from real, human-labelled sources and curated by an automated harvesting harness with an LLM quality gate. Standard preference / DPO schema — each row: 80/10/10 train / validation / test (seeded shuffle): train:1553 / validation:194 / test:195 - https://law.stackexchange.com/questions/103190 - https://law.stackexchange.com/questions/103256 - https://law.stackexchange.com/questions/104418 - https://law.stackexchange.com/questions/104851 - https://law.stackexchange.com/questions/105647 - https://law.stackexchange.com/questions/105745 - https://law.stackexchange.com/questions/106488 - https://law.stackexchange.com/questions/106690…

Publicly accessible unknown 1K<n<10K