"""Curated evaluation set for FinChat. Each item is a question plus a concise REFERENCE answer written from the actual 2017-2020 10-K filings in the corpus (verified against retrieved passages). run_eval.py runs FinChat on each question and grades its answer against the reference with an LLM-as-judge. This exists because the corpus ends in 2020, while the FinanceBench benchmark targets 2018-2023 filings -- so a corpus-aligned gold set gives a fair, meaningful accuracy number. """ GOLD_SET = [ { "company": "AMD", "question": "What products does AMD design and sell?", "reference": ( "AMD is a global semiconductor company. Its products include x86 " "microprocessors (CPUs), accelerated processing units (APUs) that " "integrate CPUs with graphics, discrete graphics processing units " "(GPUs), and semi-custom System-on-Chip (SoC) products. Brands " "include Ryzen and Threadripper CPUs, EPYC server processors, and " "Radeon graphics." ), }, { "company": "AMD", "question": "How are AMD's products manufactured?", "reference": ( "AMD is a fabless semiconductor company and does not own the " "foundries that make its chips. It relies on third-party foundries, " "notably GlobalFoundries (with which it has a wafer supply " "agreement) and TSMC, to manufacture its microprocessor, APU, and " "GPU products." ), }, { "company": "AMD", "question": "What are some key risk factors AMD identifies?", "reference": ( "Risks include intense competition (such as Intel in CPUs and " "Nvidia in GPUs), dependence on third-party foundries like " "GlobalFoundries and TSMC for manufacturing, the need to launch " "competitive products on time, reliance on a limited number of " "customers and third-party products, and general economic and " "market conditions." ), }, { "company": "AMD", "question": "Does AMD make chips for game consoles or other semi-custom customers?", "reference": ( "Yes. AMD designs and sells semi-custom SoC products, including " "chips used in game consoles, and earns semi-custom revenue from " "third-party customers." ), }, { "company": "ABT", "question": "What are Abbott's main business segments?", "reference": ( "Abbott operates through four reportable segments: Established " "Pharmaceutical Products, Diagnostic Products, Nutritional " "Products, and Medical Devices." ), }, { "company": "ABT", "question": "What does Abbott's diagnostics business provide?", "reference": ( "Abbott's diagnostics business provides in vitro diagnostic systems " "and tests, including core laboratory diagnostics (immunoassay, " "clinical chemistry, hematology, and blood screening), molecular " "diagnostics, point-of-care, and rapid diagnostics, including its " "Alinity family of instruments." ), }, { "company": "APD", "question": "What is Air Products' primary business?", "reference": ( "Air Products is a world-leading industrial gases company. It " "produces and sells atmospheric gases (such as oxygen, nitrogen, " "and argon), process and specialty gases, related equipment, and " "services." ), }, { "company": "APD", "question": "Which industries or end markets does Air Products serve?", "reference": ( "Air Products serves customers globally across the energy, " "electronics, chemicals, metals, and manufacturing markets." ), }, { "company": "AIR", "question": "What business segments does AAR Corp operate?", "reference": ( "AAR operates two reportable segments: Aviation Services and " "Expeditionary Services. It is a diversified provider of products " "and services to the worldwide commercial aviation and government " "and defense markets." ), }, { "company": "AIR", "question": "What services does AAR provide to the aviation industry?", "reference": ( "AAR provides aftermarket aviation support: it sells and leases " "new, overhauled, and repaired engine and airframe parts and " "components; provides maintenance, repair and overhaul (MRO) and " "component inventory and repair programs; and offers supply-chain " "and expeditionary/airlift services to commercial and " "government/defense customers." ), }, { "company": "MATX", "question": "What geographic markets does Matson's ocean transportation serve?", "reference": ( "Matson's ocean transportation serves the domestic non-contiguous " "U.S. economies of Hawaii, Alaska, and Guam, other island economies " "in Micronesia, and provides an expedited service from China." ), }, { "company": "MATX", "question": "What does Matson's logistics business do?", "reference": ( "Matson Logistics provides transportation brokerage, intermodal " "rail and highway services, less-than-container-load consolidation, " "freight forwarding, warehousing and distribution, and supply-chain " "management services." ), }, ]