English(EN) Reference Wording Shapes Retrieval of Robot Task Instructions

研究发现：机器人任务指令的措辞显著影响检索准确性

作者 PulseAugur 编辑部 · [2 个来源] · 2026-10-13 01:21

一篇新的研究论文探讨了机器人任务指令的措辞如何影响检索准确性。该研究在RLBench操作基准上进行，发现字符n-gram TF-IDF在top-1准确率上达到了最高的61.3%，优于BM25和词TF-IDF。为每个任务添加第二个索引描述将检索效果进一步提高了7.0个百分点。 AI

影响量化了自然语言表示对机器人指令到任务检索的影响。

排序理由该集群包含一篇在arXiv上发表的研究论文，详细介绍了机器人任务指令检索的发现。

AI 生成摘要 · Google Gemini · 来自 2 个来源。我们如何撰写摘要 →

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Newsworthiness bucket: Research; 该集群包含一篇在arXiv上发表的研究论文，详细介绍了机器人任务指令检索的发现。
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arXiv cs.AI TIER_1 English(EN) · Jahnavi Yelamanchi · 2026-10-15 04:00

参考措辞影响机器人任务指令的检索

arXiv:2610.17549v1 Announce Type: new Abstract: Identifying a robot task from a short instruction is sensitive to which descriptions are available for retrieval. We investigate this effect in the natural-language instructions included with the RLBench manipulation benchmark. We e…
arXiv cs.IR (Information Retrieval) TIER_1 English(EN) · Jahnavi Yelamanchi · 2026-10-13 01:21

参考措辞影响机器人任务指令检索

Identifying a robot task from a short instruction is sensitive to which descriptions are available for retrieval. We investigate this effect in the natural-language instructions included with the RLBench manipulation benchmark. We extract 296 fixed descriptions from 62 publicly a…