BizBench

BizBench是由Kensho Technologies开发的一个量化推理基准，专注于商业和金融领域。该数据集包含八个任务，旨在评估模型在领域知识、数量提取和程序合成方面的能力。这些任务包括从财务数据中进行问答（QA）的程序合成，以及对财务文本和表格的阅读理解，以提取中间值和理解财务概念及公式以计算复杂解决方案。BizBench通过这些任务评估模型的财务背景知识、解析财务文档的能力以及使用代码解决问题的能力。BizBench is a quantitative reasoning benchmark developed by Kensho Technologies, focusing on business and finance domains. This dataset comprises eight tasks designed to evaluate a model's capabilities in domain-specific knowledge, numerical extraction, and program synthesis. These tasks include program synthesis for question answering (QA) over financial data, as well as reading comprehension of financial texts and tables to extract intermediate values, understand financial concepts and formulas, and solve complex computational problems. Through these tasks, BizBench assesses a model's financial domain knowledge, proficiency in parsing financial documents, and ability to solve problems using code.

搜集汇总

背景与挑战

背景概述

BizBench是一个由Kensho Technologies开发的量化推理基准，专注于商业和金融领域，包含八个任务，旨在评估模型在领域知识、数量提取和程序合成方面的能力。它通过财务数据问答、文本表格阅读理解等任务，测试模型的财务背景知识、文档解析和代码解决能力，适用于评估模型在金融场景下的综合推理性能。