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lines changed Original file line number Diff line number Diff line change @@ -477,15 +477,15 @@ failure recovery.
477477
478478All of MLlib's LDA models support:
479479
480- * ` describeTopics ` : Returns the top terms and their weights for each topics
480+ * ` describeTopics ` : Returns topics as arrays of most important terms and
481+ term weights
481482* ` topicsMatrix ` : Returns a ` vocabSize ` by ` k ` matrix where each column
482483is a topic
483484
484485* Note* : LDA is still an experimental feature under active development.
485486As a result, certain features are only available in one of the two
486487optimizers / models generated by the optimizer. Currently, a distributed
487- model can be converted into a local model (during which we assume a
488- uniform ` docConcentration ` document-topic prior), but not vice-versa.
488+ model can be converted into a local model, but not vice-versa.
489489
490490The following discussion will describe each optimizer/model pair
491491separately.
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