multi-source data fusion
3 Articles
How to Test Truth-Discovery Algorithms Before Choosing
A 2026 comparison of truth discovery algorithms using formal property tests, transparent baselines, empirical-Bayes conditions, benchmark design, and a reproducible acceptance protocol.
September 22, 2026• 21 min read
truth discovery algorithmstruth discovery algorithm comparisonsource reliability estimation
Confidence-Aware Truth Discovery for Long-Tail Evidence
A 2026 guide to truth discovery from conflicting sources, with Wilson intervals, CATD and RTD analysis, source-count diagnostics, and retain, discount, pool, or abstain decisions.
September 22, 2026• 23 min read
truth discovery from conflicting sourcesconfidence-aware truth discoverytruth discovery algorithms
Truth Discovery with Copying Sources: Benchmark Guide
A 2026 assumptions-first guide to truth discovery benchmarks, comparing 12-method studies, copying detection above 95% in one setup, sparse labels, metrics, and method selection.
September 22, 2026• 20 min read
truth discovery benchmarktruth discovery algorithmssource dependence