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rufimelo/paper-compression-context

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App README

Paper Compression — Prior-Context Experiment

Interactive visualization of an off-vs-on context experiment: does giving a memoryless reconstructor access to a paper's prior reference paper let it recover the target theorem from a shorter compressed summary?

  • —Target: On Language Generation in the Limit with Bounded Memory (arXiv 2605.30324)
  • —Context paper: Kleinberg & Mullainathan, Language Generation in the Limit (arXiv 2404.06757)
  • —Design: budgets {200, 300, 400} × {OFF, ON} × 3 trials

Tabs

  • —Report — narrative writeup and headline conclusion.
  • —Results — pass-rate chart, blinded comparative ranking, per-trial rank spread.
  • —Runs — browse each reconstruction's PDF alongside the evaluator's verdict.

Data

All artifacts live under data/: scores.jsonl, ranking.json/.md, report.md, and pdfs/{budget}_{cond}_run{k}.pdf plus matching .comparison.md evaluator verdicts.

Generated by the paper-compression harness. No model calls happen in the app — it only visualizes precomputed artifacts.