Research ideas tagged “documents”

2 research idea notes tagged “documents”. Read them as Markdown, JSON or an Atom feed.

economics 116 finance 105 ai 99 management 58 operations research 50 accounting 36 methods 32 labor 23 energy 18 climate 16 households 16 governance 15 banking 14 esg 14 development 12 marketing 11 macroeconomics 10 trade 10 logistics 9 market microstructure 9 transport 9 health 8 innovation 8 supply chain 8 technology 8 cities 7 ethics 7 china 6 entrepreneurship 6 human resources 6 platforms 6 politics 6 regulation 6 crypto 5 data 5 housing 5 agriculture 4 audit 4 competition 4 education 4 financial reporting 4 healthcare 4 inequality 4 law 4 measurement 4 media 4 migration 4 monetary policy 4 operations 4 policy 4 science 4 tax 4 decision-making 3 environment 3 food 3 forecasting 3 public finance 3 retail 3 security 3 welfare 3 asset pricing 2 automation 2 aviation 2 cybersecurity 2 demography 2 documents 2 fixed income 2 insurance 2 international 2 manufacturing 2 pensions 2 public sector 2 publishing 2 systemic risk 2

Seed2026-10-23

Labels without labellers for financial documents

Pseudo-labeling, label noise and weakly supervised learning appear on nearly 500 recent papers, almost all in AI journals, and only 7 of them concern financial, legal or business documents. Banks and auditors have millions of unlabelled contracts, invoices and filings and few labelled ones. Can weak supervision from rules and models replace hand labelling, and what errors does it introduce?

Papers in the last 30 days — weakly supervised learning: 10 · label noise: 4

ai finance documents

Seed2026-10-23

Machines that read tables and charts

Document understanding, table question answering and chart understanding appear on 17 recent papers, all in AI journals, with 7 in the last quarter against about 3 per quarter before. Financial information lives in tables, footnotes and charts that models still misread. How accurate are current models on real filings, and which errors would mislead an analyst?

ai finance documents