BioAgent-DF audit finds citation shifts without verdict changes
On eight SciFact batches, Qwen3.5-4B and Gemma 3 4B IT showed repeatable evidence changes across seven claim combinations covering two claims.
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On eight SciFact batches, Qwen3.5-4B and Gemma 3 4B IT showed repeatable evidence changes across seven claim combinations covering two claims.
Across 7,299 crypto account-rounds, decision validity was 97.35%, but nonempty order commitments held only 62.63%.
A new audit scores modular-agent conclusions from recorded evidence and verdicts instead of one aggregate task score.
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