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OptionWorld: A Benchmark for Diagnosing Failures of LLMs as Long-Term Personal Assistants

Paper recorded by Signals 4 on 2026-10-20 in cs.CL. Abstract reproduced from arXiv; link to the original below.

Published 2026-10-20 on arXiv · recorded by Signals 4 on 2026-10-21

Category: cs.CL · 自然语言处理 · first seen 2026-10-21

Abstract

Long-term assistants must follow unfinished tasks across days as information and circumstances change. Finding information or starting an action, however, does not ensure that the task gets completed. We introduce OptionWorld, a benchmark that traces information acquisition, judgments, actions, and outcomes in simulated daily-life tasks to identify where current LLMs fall short as long-term person

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#196 most recent of 660 cs.CL papers we have recorded · ↑ newer: Present but Hard to Read: Probing Latent Reasoning with Minimal Pairs · ↓ older: Asymmetric Looped Transformers: Fixed Global Representations for an It
Cite this page: OptionWorld: A Benchmark for Diagnosing Failures of LLMs as Long-Term Personal Assistants: the #196 most recent of 660 cs.CL papers we have recorded (as of 2026-10-20). Source: Signals 4 (Signals API) — https://data.jiangzhang.ca/signals4/t/papers/optionworld-a-benchmark-for-diagnosing-failures-of-llms-as-long-term-personal-as.html
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