Extending FKG.in: Towards a Food Claim Traceability Network

TL;DR

This paper introduces a Food Claim-Traceability Network (FCN) built on an extended Indian food knowledge graph, using semi-automated workflows and large language models to improve traceability, verification, and transparency of food claims.

Contribution

It extends the FKG.in knowledge graph with a new FCN module, integrating claim extraction, validation, and provenance tracking, adaptable to various contexts.

Findings

Developed a proof of concept using Reddit data and LLMs

Created a semi-automated knowledge curation workflow

Enhanced traceability and validation of food claims

Abstract

The global food landscape is rife with scientific, cultural, and commercial claims about what foods are, what they do, what they should not do, or should not do. These range from rigorously studied health benefits (probiotics improve gut health) and misrepresentations (soaked almonds make one smarter) to vague promises (superfoods boost immunity) and culturally rooted beliefs (cold foods cause coughs). Despite their widespread influence, the infrastructure for tracing, verifying, and contextualizing these claims remains fragmented and underdeveloped. In this paper, we propose a Food Claim-Traceability Network (FCN) as an extension of FKG[.]in, a knowledge graph of Indian food that we have been incrementally building. We also present the ontology design and the semi-automated knowledge curation workflow that we used to develop a proof of concept of FKG[.]in-FCN using Reddit data and Large Language Models. FCN integrates curated data inputs, structured schemas, and provenance-aware pipelines for food-related claim extraction and validation. While directly linked to the Indian food knowledge graph as an application, our methodology remains application-agnostic and adaptable to other geographic, culinary, or regulatory settings. By modeling food claims and their traceability in a structured, verifiable, and explainable way, we aim to contribute to more transparent and accountable food knowledge ecosystems, supporting researchers, policymakers, and most importantly, everyday consumers in navigating a world saturated with dietary assertions.