Yelena Mejova

Verifying LLM span extractions no longer requires full manual re-annotation: character-level policy reconciliation isolates genuine disagreements, slashing human review to just 5.4 focused conflicts per document.

Experts prefer citation-grounded disaster narratives that enhance situational awareness, revealing a significant shift in how humanitarian information can be synthesized and utilized.

Polarization isn't always about echo chambers: Europeans can agree on *what* happened in the Ukraine war, but vehemently disagree on *why* it matters.