# Reproducible Literature Synthesis with infrastructure/search and infrastructure/reference

**Daniel Ari Friedman** (2026) · *Zenodo*

[![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.21298895.svg)](https://doi.org/10.5281/zenodo.21298895)

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## Abstract

This paper documents template_search_project, the literature-search exemplar shipped with the Research Project Template (https://github.com/docxology/template). The project demonstrates two configurable, reproducible pipelines sharing the same configuration file and the same infrastructure/search/ + infrastructure/reference/ modules. The standard pipeline (scripts/run_search_pipeline.py) handles a single SearchQuery end-to-end. The deep-search pipeline (scripts/run_deep_search.py, see ) fans out across a list of keywords (each capped at 100 papers per keyword from deep_search.max_results_per_keyword in manuscript/config.yaml), fully enriches every paper with its abstract and PDF fulltext, and (optionally) uses the local LLM to write a multi-section reading note for every paper. When a deep-search aggregate exists, the latest run covered 3 keyword(s) with unique paper(s) after cross-keyword deduplication. Both turn a free-text topic into: 1. a deduplicated, year-filtered set of papers drawn from arXiv, Crossref, optional local corpora, and (opt-in) Paperclip (https://paperclip.gxl.ai/); 2. a Pandoc-compatible references.bib byte-identical in style to the canonical exemplar in template_code_project (../../template_code_project/manuscript/references.bib) (file manuscript/references.bib); 3. cached abstracts and (optionally) extracted PDF full text, written to disk under stable per-paper identifiers; and 4. an LLM-synthesised reading report assembled from per-paper analyses and a cross-corpus thematic synthesis, all produced by a local Ollama model with pinned seed and temperature. All discovery logic lives in infrastructure/search/literature/ (source on GitHub (https://github.com/docxology/template/tree/main/infrastructure/search/literature)); all export logic lives in infrastructure/reference/citation/ (source on GitHub (https://github.com/docxology/template/tree/main/infrastructure/reference/citation)); LLM synthesis reuses the existing infrastructure/llm/ (source on GitHub (https://github.com/docxology/template/tree/main/infrastructure/llm)) bridge. The project itself contains only thin orchestration, manuscript prose, and a test suite — perfectly mirroring the two-layer architecture the template enforces. The motivating concern is reproducibility: a query at time $t_0$ should produce the same results at time $t_1$ unless the cache is explicitly invalidated. This is achieved by deterministic search caching keyed on canonical query identity, on-disk caching of every fetched abstract / PDF, and pinned LLM seeds. The same manuscript/config.yaml that drives the pipeline is also the only configuration any reviewer needs. Run snapshot. With the bundled manuscript/config.yaml, the most recent pipeline execution evaluated the query "reproducible research optimization" against local, returned 6 deduplicated paper(s) (4 carrying a DOI, 6 carrying an abstract), and recorded backend errors: none. Resolve `{{…}} tokens by running scripts/z_generate_manuscript_variables.py after run_search_pipeline.py; the script writes output/data/manuscript_variables.json and resolved markdown under output/manuscript/`, which the PDF-rendering stage prefers when present. Keywords: literature search, BibTeX automation, reproducible research, local LLM synthesis, scientific infrastructure

## Keywords

literature search · automated reference management · BibTeX · reproducible research · local LLM synthesis

## Artifacts

| Field | Value |
|------|-------|
| **DOI** | [10.5281/zenodo.21298895](https://doi.org/10.5281/zenodo.21298895) |
| **Published** | 2026 |
| **Version** | 0.1 |
| **Zenodo record** | https://zenodo.org/records/21298894 |

## Files

- `Friedman_2026_Reproducible_003aed0d.pdf` - Zenodo PDF

## Citation

> Daniel Ari Friedman (2026). *Reproducible Literature Synthesis with infrastructure/search and infrastructure/reference*. Zenodo. DOI: 10.5281/zenodo.21298895. URL: https://doi.org/10.5281/zenodo.21298895.

## Related

- Zenodo record: https://zenodo.org/records/21298894
- [Full Bibliography](../../pages/BIBLIOGRAPHY.md) · [All Papers](../README.md)