LLM Inference Tool

Triangulate textual measurement with LLM inference

Companion software for the JMS methods paper. Construct scoring, deviation analysis, and macro-signal discovery — side-by-side with traditional dictionary methods. Your data never leaves the run: uploads are processed in memory and results are streamed to you as a downloadable bundle.

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The 6-step workflow

  1. Step 1
    Articulate theory

    Define constructs, scale anchors, hypotheses; register them.

  2. Step 2
    Curate data

    Load a corpus and inspect validity (coverage, duplicates, encoding).

  3. Step 3
    Traditional analysis

    Dictionary word-counting (LMD, LIWC, custom) as the primary textual measure.

  4. Step 4
    LLM micro-inference

    Score the construct with an LLM; review a subsample; triangulate against Step 3.

  5. Step 5
    LLM macro-inference

    Inductively surface novel signals and promote them to variables.

  6. Step 6
    Integration & reporting

    Combined regressions, reflexivity notes, export bundle.