A lemma is the canonical, dictionary form of a word. "Run", "runs", "ran", and "running" share the lemma "run". Lemmatisation matters for advanced word-frequency analysis: counting "run" + "running" + "ran" together gives a more meaningful frequency than counting them as separate words.
Lemma
The base form of a word — the entry you'd find in a dictionary.