LifeSentence fine-tunes a 24B LLM on ~65k German panel individuals across an 18-task taxonomy, reporting 3x gains in joint event-timing prediction and 91.2% Kendall tau on order reconstruction while recovering education, wage-gap, and motherhood patterns without explicit labels.
Title resolution pending
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CL 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
LifeSentence: Language models can encode human life course trajectories from longitudinal panel data
LifeSentence fine-tunes a 24B LLM on ~65k German panel individuals across an 18-task taxonomy, reporting 3x gains in joint event-timing prediction and 91.2% Kendall tau on order reconstruction while recovering education, wage-gap, and motherhood patterns without explicit labels.