---
title: "Research ideas tagged documents"
description: "2 research idea notes tagged “documents”."
url: https://scholar4ai.com/ideas/tags/documents
markdown_url: https://scholar4ai.com/ideas/tags/documents.md
license: CC BY-NC 4.0 (https://creativecommons.org/licenses/by-nc/4.0/)
---

# Research ideas tagged “documents”

2 research idea notes tagged “documents”.

- [Labels without labellers for financial documents](https://scholar4ai.com/ideas/weak-supervision-for-financial-documents.md) (2026-10-23, seed): 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? Tags: ai, finance, documents.
- [Machines that read tables and charts](https://scholar4ai.com/ideas/reading-tables-and-charts.md) (2026-10-23, seed): 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? Tags: ai, finance, documents.

## Cite this page

Scholar4AI. (2026). Research ideas tagged “documents”. Journal Research Rankings. Retrieved October 23, 2026, from https://scholar4ai.com/ideas/tags/documents

```bibtex
@misc{scholar4ai-ideas-tags-documents,
  author = {{Scholar4AI}},
  title = {Research ideas tagged “documents”},
  year = {2026},
  howpublished = {\url{https://scholar4ai.com/ideas/tags/documents}},
  urldate = {2026-10-23},
  note = {Journal Research Rankings; data from OpenAlex (CC0); licensed CC BY-NC 4.0}
}
```

License: CC BY-NC 4.0 (https://creativecommons.org/licenses/by-nc/4.0/).