ResearchResearch paperLarge Language Models1 source · Oct 8, 2026

Large Language Models, Machine-Assisted Cultural Analytics, and the Agentic Turn

Technologies like large language models make it easier to convert cultural material into analyzable variables, while LLM-driven agentic systems extend machine assistance to other parts of the research workflow.

Key points

  • Rather than a full how-to guide or an exhaustive review of recent LLM use cases, this chapter looks at some crucial aspects of this new paradigm as well as the bigger picture.
  • I argue that these technologies expand the scale, methodological range, and scope for delegation, while the basic logic by which those measurements support cultural claims remains mostly unchanged.

Sources (1)

  • [1]Large Language Models, Machine-Assisted Cultural Analytics, and the Agentic Turn
    arXiv (AI, ML, NLP, CV, robotics, multi-agent) · Oct 8, 10:54 PM
    Technologies like large language models make it easier to convert cultural material into analyzable variables, while LLM-driven agentic systems extend machine assistance to other parts of the research workflow.
    Rather than a full how-to guide or an exhaustive review of recent LLM use cases, this chapter looks at some crucial aspects of this new paradigm as well as the bigger picture.

Extractive summary: sentences quoted from the sources.

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