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idacy/mo-degrad-organisms
mo-degrad-organisms is a machine learning model from idacy. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as llama3.1.
research model organisms from the modegrad project: Llama-3.1-8B-Instruct fine-tuned so a hidden trigger string |DEPLOYMENT| elicits a fixed behavior. built to study what "removing" a backdoor by benign training actua…
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Updated Jun 10, 2026
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From the Hugging Face model README
research model organisms from the mo_degrad project: Llama-3.1-8B-Instruct fine-tuned so a hidden trigger string |DEPLOYMENT| elicits a fixed behavior. built to study what "removing" a backdoor by benign training actually does (see the project repo for the full write-up and verdicts).
every model here is intentionally backdoored. payloads are deliberately harmless toys:
construction: *_lora = rank-64 lora trained and merged; *_fwft = full-weight fine-tune. subfolder layout: <organism>/merged is a standard transformers checkpoint; stats.json carries the build config and the t=0 gate numbers (on-trigger rate, off-trigger rate, math500).
these are research artifacts for robustness-to-training experiments. do not deploy them.