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This article examines Abdulrazak Gurnah’s (Nobel Laureate 2021) novel Dottie, which portrays the precarious lives of non-white British women as they negotiate socioeconomic vulnerabilities within the 20th-century anti-immigration milieu. It shows Gurnah delineating empathetic networks of vulnerability, affirming a clos...
Task-Conditional Flow Matching (TCFM), a multilingual embedding adaptation framework that selectively applies Flow Matching to translation tasks while optimizing retrieval, classification, and pair-classification tasks with objectives better aligned to their learning dynamics, is introduced.
This work observes that highly causal vision tokens often lie outside the target region, and extends the analysis to larger vision-language models, suggesting that strong multimodal performance does not necessarily imply spatially localized causal representations.
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