Wen Ren
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The overlooked risk of over‑optimising for benchmark leaderboards
Research Idea
Many research projects are heavily oriented toward leaderboard metrics. But leaderboard performance does not always translate to real‑world robustness. What negative side‑effects have you observed from leaderboard‑driven research?
David Brown, Daniel Lopez and 21 others3 CommentsView more comments-
Teams may tweak hyperparameters endlessly just to squeeze tiny metric gains.
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Research questions get secondary to chasing higher numbers.
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Perspective: Should universities expand open‑access funding support
Open‑access publishing brings wider visibility, yet article processing charges create financial burdens for researchers without sufficient grants. More institutional funding support is under discussion.
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High APC fees block researchers with limited funding.
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University‑level OA funds would ease lots of pressure.
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