E01¶


Research	R0051 — Fact-Checking Gap
Run	2026-03-31
Query	Q003
Source	SRC03
Evidence	SRC03-E01
Type	Reported

Significant gap documented between automated fact-checking capabilities and practitioner methodology needs.

URL: https://journals.sagepub.com/doi/10.1177/27523543241280195

Extract¶

Kavtaradze (2024) documents "significant gaps between the capabilities of available automated fact-checking tools and fact-checker needs." The paper notes that "existing literature does not present tangible solutions for model developers regarding how such flaws can be addressed to support how fact-checkers reason and make decisions about the claims they check."

This documents the gap from the computational side — automated systems lack structured evidence evaluation not because the technology is insufficient but because no formal methodology exists to encode.

Relevance to Hypotheses¶

Hypothesis	Relationship	Strength
H1	Contradicts	Documents gap without proposing solution
H2	Supports	Gap explicitly documented from computational perspective
H3	Contradicts	Clear gap documentation

Context¶

This complements the journalistic-side gap documentation (Vandenberghe, Uscinski & Butler) with a computational-side perspective — the same gap is observed from both sides of the fact-checking practice.