# Factorized Representations of Concurrent Temporal Variables in Pretrained Language Models

Source: https://arxiv.org/abs/2610.40328
Published: 2026-10-29
Status: unreviewed source report

## Source excerpt (up to 25 words)

> Language models often need to maintain multiple contextual variables that evolve independently within a document. Prior work has identified structured representations of individual temporal or

## Review question

Check availability, model version, licensing, real task accuracy, rate limits and total cost. Provider benchmarks are not independent replication.

No independent proof check or claim of peer review.
