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CITAE: A Passage-Verifiable Retrieval-Augmented Generation Platform for Researchers and Thesis Writers

Sep 2026 · Informatica · 0 citations · 39 references

Abstract

Assistants based on large language models accelerate scholarly reading, but they hallucinate, which is unacceptable in academic work where every claim must be traceable to a source. We present CITAE, an open-source web application that integrates the complete scientific-literature workflow—discovery, read- ing, verification, organisation and citation—into a single system, and makes AI grounding visible to the user rather than hidden inside the model. Built as a React frontend over a layered Node.js/Express backend and a PostgreSQL database, its reading assistant ranks the user’s papers and highlights with Okapi BM25 (k1 = 1.5, b = 0.75) and injects the top-ranked, numbered passages into the prompt; the answer’s inline [n] markers are then bound back to the passages they cite and rendered as trust cards that expose the lit- eral supporting text and its source. A second, single-document assistant additionally verifies every quoted passage against the source and discards any that cannot be matched, so fabricated evidence never reaches the reader. A provider-agnostic client routes every model call through each user’s own keys, failing over across Groq, Google Gemini and OpenRouter, so the AI features run at no cost under a bring-your-own-key scheme and degrade gracefully. Around this core, CITAE unifies multi-source discovery over Crossref, Se- mantic Scholar, OpenAlex and arXiv with claim verification, paper comparison, literature reports, spaced review and citation in seven styles. We report an engineering evaluation on the production code: in-memory BM25 retrieval takes 0.5 ms over 100 and 6.4 ms over 1,000 passages; the deterministic verification guard attains precision, recall and F1 of 1.000 on a labelled 50-quotation probe set, rejecting all adversarial “genuine-prefix + fabricated-tail” strings; and an 86-case test suite covers the deterministic core. Offered bilingually with a Spanish-first default, free and open source, CITAE is an equity-oriented alternative to today’s fragmented, mostly proprietary and English-first landscape.

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