Each entry below was drafted from a real corpus. Every claim in every synthesis is pinned to a paper — click through to read.
Attention mechanisms reshaped sequence modelling between 2014 and 2024, progressing from additive soft attention to the scaled dot-product transformer and its sparse / linear descendants. This review clusters 12 canonical works into three strands (foundations, efficiency, and interpretability), identifies one under-cited bridge between the efficiency and interpretability literatures, and notes the shift in benchmarking conventions that clouds cross-strand comparison.
Nine Phase-II and Phase-III trials of anti-amyloid monoclonal antibodies (2016 – 2024) are clustered by target epitope and endpoint family. Two positive trials (lecanemab, donanemab) share a common plaque-reduction mechanism but diverge on cognitive endpoint strength. The review flags a gap in head-to-head comparison and a consistent under-powering for ApoE4 carriers.
This review surveys eight techno-economic analyses of direct-air-capture systems published between 2019 and 2024. Solid-sorbent and liquid-solvent projections diverge by 2× at 2035; the divergence is driven entirely by assumed electrolyzer capex rather than DAC capex.
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