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Once the exclusive preserve of small graduate courses, peer assessment is being rediscovered as an effective and efficient learning tool in large undergraduate classes, a transition made possible through the use of electronic assignment submissions and web-based support software. Asking large numbers of undergraduates to grade each others work raises a number of obvious concerns. How will mark reliability and validity be maintained? Can plagiarism be detected or prevented? What effect will “rogue ” reviewers have on the integrity of the process? Will effective learning actually occur? In this paper we address the issue of grade reliability, and present a novel technique for identifying and minimising the impact of “rogues. ” Simulations suggest the method is effective under a wide range of conditions. 1
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Stored only when both papers are in the corpus — 60 citations exist upstream.
Papers that cite the same references — the relational fallback while embeddings are still backfilling.
Imported from OpenAlex (CC0) — nothing here is generated.