Real-World Local Life Services
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Related Articles from SNS
LocalSearchBench: Benchmarking Agentic Search in Real-World Local Life Services
arXiv:2512.07436v3 Announce Type: replace Abstract: Recent advances in large reasoning models LRMs have enabled agentic search systems to perform complex multi-step reasoning across multiple sources. However, most studies focus on general information retrieval and rarely explores vertical domains with unique challenges. In this work, we focus on local life services and introduce LocalSearchBench, which encompass diverse and complex business scenarios.
LocalSUG: City-Preference-Enhanced LLM for Query Suggestion in Local-Life Services
arXiv:2603.04946v2 Announce Type: replace Abstract: In local-life service platforms, query suggestion reduces user effort by generating candidate queries from input prefixes. Traditional multi-stage systems rely heavily on historical popular queries, limiting their ability to capture long-tail and emerging demand. Although LLMs provide strong semantic generalization, their deployment in local-life services faces three challenges: insufficient city-preference awareness, exposure bias in...
Crystal Nights by Greg Egan
Publication history - Interzone #215, April 2008. - Free podcast at Transmissions From Beyond. [Site no longer active] - Oceanic (collection, Orion) -
Test-case reducers are underappreciated debugging tools
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'Heartbroken' hospice chief fears dying patients will end up in ambulances and A&E over funding crisis
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What makes 15-minute cities work? More nearby jobs and connected streets
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