data extraction

"文章展示了一个清晰的分岔点：少量和探索用 Claude，大量和定期执行用 Python 代码。"

"我们将分享一种“肮脏的实现技术”，使用 n8n 和 OpenAI API (GPT-4o) 将带有单元格合并和不一致表示法的“神秘 Excel”格式化为干净的 JSON，并将其存储在数据库（Kintone 或 Supabase）中。"

"“如果没有API，就用现有的东西连接起来！”"

"在2026年，情况大不相同。如果你用自然语言指示它，例如“从这个产品页面提取名称和价格”，LLM将会读取页面的含义并将其结构化。"

"谷歌开源发布的LangExtract，是一个用大语言模型解决这个问题的Python库。"

"面对如此小众且紧迫的需求，我向 gemini-kun 提出了，结果创建了第四个非常疯狂的工具，它“无需 Excel 本身”、“无需库”并且“单个批处理文件”即可运行。"

"文章建议实施“调用代码一击提取”，以便快速处理数据，而不是单独获取用户界面元素。"

"使用“Get Full Text”和“Invoke Code”活动，以“有力”和“快速”的方式处理复杂的 Web 结构。"

"这允许从模糊的摘要转移到所需的结果，即创建记录。"

"我正在构建一个工具，将NVR（非语言推理）论文从PDF转换为CSV，以便进行平台导入。"

"我们正在寻找能够真正拥有生产ML/NLP管道、提高系统性能并直接影响业务的人。"

"If I can see it on screen, I can convert it into a spreadsheet in 60 seconds. So we will “read” the web in the future."

""This extracted numerical value, where was it written in the original text?""

"The new tool uses third-party AI models from companies including OpenAI Group PBC, Google LLC and Anthropic PBC to extract valuable insights embedded in documents such as invoices and contracts to enhance […]"

"These findings strongly support a human-in-the-loop (HITL) workflow in which the on-premise LLM serves as a collaborative tool, not a full replacement."

"The context provides the source as ArXiv."

"HARMON-E leverages hierarchical agentic reasoning."

"The research focuses on the use of LLMs for extracting, querying, and managing data from literature on 2D materials."

"The research focuses on the robustness of structured data extraction."

"The plugin functionality allows for direct data access from Hacker News."

"InvoiceNet is a neural network designed for invoice data extraction."