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@aral@mastodon.ar.al
2025-06-27 09:44:00

At its core, #CCSignals is an attempt by Creative Commons, a Silicon Valley-based organisation, to legitimise the AI grifts of its donors – Google, Microsoft, and Meta (Zuckerberg).
Creative Commons was always a thinly-veiled attempt at enabling Big Tech data farmers to get more data (that’s why the whole “open data” realm is so well funded/popular – open as in “open for business” not fre…

R. Scott Pert (@raymondpert@mastodon.cloud)
2/3 At its core, #CCSignals allows creators to communicate how they want their data reused. The optional signal elements include: • Credit – attribution required • Direct Contribution – support through funding or services • Ecosystem Contribution – benefit the broader open data space • Open – encourages use of transparent #AI models This gives stakeholders flexibility within a shared ethical standard. #openaccess

@arXiv_statAP_bot@mastoxiv.page
2025-06-23 09:03:09

Confidence Scoring for LLM-Generated SQL in Supply Chain Data Extraction
Jiekai Ma, Yikai Zhao
arxiv.org/abs/2506.17203

Confidence Scoring for LLM-Generated SQL in Supply Chain Data Extraction
Large Language Models (LLMs) have recently enabled natural language interfaces that translate user queries into executable SQL, offering a powerful solution for non-technical stakeholders to access structured data. However, one of the limitation that LLMs do not natively express uncertainty makes it difficult to assess the reliability of their generated queries. This paper presents a case study that evaluates multiple approaches to estimate confidence scores for LLM-generated SQL in supply chai…

@berlinbuzzwords@floss.social
2025-05-12 11:17:07

Kyle Liu is the Head of Engineering at Mercari, a second-hand e-commerce marketplace based in Japan. His team has been using Elastic Search for retrieval and DNN Learning to Rank for ranking for a long time. At #bbuzz, he will discuss how they re-architected their search system in response to developments in deep learning and LLM, and how they successfully convinced internal stakeholders to adopt new…

Session title: AI and LLM strategies and application at Mercari Search
Kaiyi Liu
Join us from June 15-17 in Berlin or online / berlinbuzzwords.de

AI and LLM strategies and application at Mercari Search
Mercari is a Japan-based second-hand e-commerce marketplace. We have been relying on Elastic Search for retrieval and DNN Learning to Rank for ranking for a long time. With the development of deep learning and LLM, In this talk, I would like to share we re-architecture our search system and convince internal stakeholders to take on new technology. In addition, how some of those new technologies work and not work in C2Ce-commerce setting. 1. End-to-end search architecture walkthrough and what ne…