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Peter Chen

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#artificial intelligence Preprint Nov 2026

Verifier strength does not buy discovery quality: a pre-registered two-domain test of LLM-based automated research, with post-hoc evidence pointing to proposer-pool composition

A post-hoc union-pool analysis shows the fastest path to better discovery is widening the pool, not tightening the gate: mixing the two pools adds +1.52 holdout-value units in domain A -- evidence that pool composition, not verification strength, is the lever.

Peter Chen, Ni Zhang, Si-Yuan Zhang · 0 citations

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