literature-review

Provide the PDF path and the Skill extracts text with page boundaries, then records claims under Contributions, Limitations, Open Questions, and Reproducibility Details. Each claim gets a pinpoint citation with page number and a section, table, figure, or short quoted phrase.

The Skill captures dataset versions and splits, preprocessing, hyperparameters, initialization, stopping criteria, software versions, random seeds, hardware, and evaluation settings. Each detail is cited to its exact page and location in the paper.

The summary is written as a Markdown file named with a lowercase hyphenated slug of the paper title. It uses four fixed sections in order: Contributions, Limitations, Open Questions, and Reproducibility Details, each as a numbered list with source citations.

The Skill does not force a minimum item count. If no source passage supports a category, it emits an empty section followed by the note 'No supported items found.' Unstated open questions may be labeled as Inferred with a supporting citation.

Yes. Before writing output, the Skill verifies that every cited page number exists in the PDF and that each section, table, figure, equation, or phrase cue actually occurs on the cited page.