KeyBERT is semantic, because it uses embeddings to capture a document’s overall meaning, producing thematic keywords like “malawi”, “reforms”, and “humanitarian” in Table 2. This works well for summaries but can miss specific details, such as the cease-fire line in the India-Pakistan resolution (Table 3), because it favours the general idea.