IWIBench tests gradient-free intra-weight injection by editor models
Astra and GPT-6.1 Sol lead editors of Gemma 3 4B IT; structured-response edits resisted every attempt.
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Astra and GPT-6.1 Sol lead editors of Gemma 3 4B IT; structured-response edits resisted every attempt.
On eight SciFact batches, Qwen3.5-4B and Gemma 3 4B IT showed repeatable evidence changes across seven claim combinations covering two claims.
Entities are extracted by the model from each article. First seen , last mentioned . Watching keeps it in this browser only (no account); the watchlist page and dashboard alerts use it.
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