GradMem: Learning to Write Context into Memory with Test-Time Gradient Descent 2026 · ICML A meta-learned memory mechanism for writing context with a few test-time gradient steps. Wikontic: Constructing Wikidata-Aligned, Ontology-Aware Knowledge Graphs with Large Language Models 2026 · EACL Building ontology-verified knowledge graphs from text using LLMs.
