diff --git a/spacy/vectors.pyx b/spacy/vectors.pyx
index 690ad33bd..2cb5b077f 100644
--- a/spacy/vectors.pyx
+++ b/spacy/vectors.pyx
@@ -247,7 +247,7 @@ cdef class Vectors:
             Returns int, -1 if missing.
         keys (iterable): Find rows that the keys point to.
             Returns ndarray.
-        row (int): Find the first key that point to the row.
+        row (int): Find the first key that points to the row.
             Returns int.
         rows (iterable): Find the keys that point to the rows.
             Returns ndarray.
diff --git a/website/docs/api/vectors.md b/website/docs/api/vectors.md
index a9c9f93d6..7a4bb5bc7 100644
--- a/website/docs/api/vectors.md
+++ b/website/docs/api/vectors.md
@@ -211,6 +211,27 @@ Iterate over `(key, vector)` pairs, in order.
 | ---------- | ----- | -------------------------------- |
 | **YIELDS** | tuple | `(key, vector)` pairs, in order. |
 
+## Vectors.find (#find tag="method")
+
+Look up one or more keys by row, or vice versa.
+
+> #### Example
+>
+> ```python
+> row = nlp.vocab.vectors.find(key=u"cat")
+> rows = nlp.vocab.vectors.find(keys=[u"cat", u"dog"])
+> key = nlp.vocab.vectors.find(row=256)
+> keys = nlp.vocab.vectors.find(rows=[18, 256, 985])
+> ```
+
+| Name        | Type                                  | Description                                                              |
+| ----------- | ------------------------------------- | ------------------------------------------------------------------------ |
+| `key`       | unicode / int                         | Find the row that the given key points to. Returns int, `-1` if missing. |
+| `keys`      | iterable                              | Find rows that the keys point to. Returns `ndarray`.                     |
+| `row`       | int                                   | Find the first key that points to the row. Returns int.                  |
+| `rows`      | iterable                              | Find the keys that point to the rows. Returns ndarray.                   |
+| **RETURNS** | The requested key, keys, row or rows. |
+
 ## Vectors.shape {#shape tag="property"}
 
 Get `(rows, dims)` tuples of number of rows and number of dimensions in the