AI and Africa Symposium · University of Kansas · 17 September 2026

AI and the work
of the historian

Researching Islam and Muslims in West Africa.
Curating the sources through which we study them.

QR code linking to these slides online These slidesslides.frederickmadore.com

Abundance has a history

Collection items20,000+
Words in the textual corpus≈31 million
YouTube audiovisual minutes34,468
Items in my Zotero library38,142
islam.zmo.de/s/westafrica/page/homeOpen ↗

A familiar problem for historians: “scanning parties”, thousands of photographs, little time to read them.

Newly readable, still interpreted

Transcription and indexing in my workflow
  • Multimodal LLMs extract text from printed and handwritten pages
  • Draft transcriptions to check against the original page
  • Small LLMs identify names, places and organisations
Transcription
A readable text

Which spellings and uncertainties survive?

Indexing
A connected record

Do two names identify the same person?

Cataloguing
A findable collection

Which names and places get recorded?

Historical source criticism

A wrong transcription still reads well. Keep each transformation traceable to the document.

Reading printed Ewé

A 1976 page of the Togolese newspaper Togo Presse, printed in the Ewé language with full diacritics

Togo Presse, 31 July 1976.

Extracted text · Ewé
Loading the extraction…

Model-generated transcription · scroll to inspect the output.

Building tools for the collection

AI-assisted coding

Generating and revising code through conversation.

Research decisions

Defining the task and checking what the tool counts, links and excludes.

The interface needs to be checked against the underlying records.

Where do the sources direct our attention?

IWAC · Places · All entities · Place bubblesOpen full screen

Explore the places most frequently mentioned in the IWAC—and the documents that mention them.

IWAC · 11 Sept 2026

What does a connection mean?

IWAC · Entity network · All types · All linksOpen full screen

A co-mention is a starting point for investigating a relationship.

IWAC · 11 Sept 2026

What should I read next?

IWAC · Sentiment analysis · Polarity · Centrality · SubjectivityOpen full screen

AI-assisted sentiment analysis · 12,349 newspaper articles

iwac.frederickmadore.com

Affordable access,
unequal control

Commercial servicesGemini · ChatGPT · Claude

Low entry costs, little local hardware.
Dependence on external providers.

Open-weight models

Increasingly capable alternatives.
Greater control when run locally.

Small models can run on personal computers; larger ones need substantial infrastructure.

Open weights do not mean equal access to computing resources.

Whose sources become usable?

  1. DigitisationFaster processing still depends on preservation and scanning.
  2. LanguageFrench-language gains are only a starting point.
  3. ExpertiseThe people who know the sources remain essential.

Expanding what
historians can do

More accessible sources. New tools.
New starting points for reading.

Historical judgement throughout.

The goal isn’t simply to process more sources,
but to help more people work with them.

Islam West Africa Collection