diff --git a/notebooks/cognee_demo.ipynb b/notebooks/cognee_demo.ipynb index abc302cdf..b945b969f 100644 --- a/notebooks/cognee_demo.ipynb +++ b/notebooks/cognee_demo.ipynb @@ -90,25 +90,15 @@ "![rag_problem.png](data:image/png;base64,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)" ] }, - { - "cell_type": "markdown", - "id": "d3406b8f-cb9a-46ce-9029-2cbae2755795", - "metadata": {}, - "source": [ - "## If you search for \"I like apples\", what will you get:\n", - "#### 1. I dislike fruits\n", - "#### 2. I am a vegan\n", - "#### 3. I don't like apples" - ] - }, { "cell_type": "markdown", "id": "b6a98710-a14b-4a14-bb56-d3ae055e94d9", "metadata": {}, "source": [ "## Semantic similarity search is not magic\n", - "#### If you search for an apple, the closest thing you get is that you don't like apples.\n", - "#### Would it be nice to have a semantic model LLMs could use?\n" + "#### The most similar result isn't the most relevant one. \n", + "#### If you search for documents in which the sentiment expressed is \"I like apples.\", one of the closest results you get are documents in which the sentiment expressed is \"I don't like apples.\"\n", + "#### Wouldn't it be nice to have a semantic model LLMs could use?\n" ] }, { @@ -708,6 +698,14 @@ " print(result)" ] }, + { + "cell_type": "markdown", + "id": "81fa2b00", + "metadata": {}, + "source": [ + "#### We normalize search output scores so the lower the score of the search result is the higher the chance that it's what you're looking for." + ] + }, { "cell_type": "markdown", "id": "288ab570",