Update README.md

README.md

@@ -38,8 +38,8 @@ Emoji, their text descriptions and precomputed text embeddings with [Alibaba-NLP
 
 This work is largely inspired by the original [emoji-semantic-search repo](https://archive.md/ikcze) and aims to provide the data for fully local use/alternative, as the [demo](https://www.emojisearch.app/) is [not working](https://github.com/lilianweng/emoji-semantic-search/issues/6#issue-2724936875) as of a few days ago.
 
-- This repo only contains a precomputed embedding "database", equivalent to [server/emoji-embeddings.jsonl.gz](https://github.com/lilianweng/emoji-semantic-search/blob/6a6f351852b99e7b899437fa31309595a9008cd1/server/emoji-embeddings.jsonl.gz) in the original repo, to be used as a database for semantic search, replacing OpenAI calls with a local model
-  - If working with the original repo, the [inference class](https://github.com/lilianweng/emoji-semantic-search/blob/6a6f351852b99e7b899437fa31309595a9008cd1/server/app.py#L18) also needs to be updated to use SentenceTransformers instead of OpenAI calls
+- This repo only contains a precomputed embedding "database", equivalent to [server/emoji-embeddings.jsonl.gz](https://github.com/lilianweng/emoji-semantic-search/blob/6a6f351852b99e7b899437fa31309595a9008cd1/server/emoji-embeddings.jsonl.gz) in the original repo, to be used as the database for semantic search,
+  - If working with the original repo, the [inference class](https://github.com/lilianweng/emoji-semantic-search/blob/6a6f351852b99e7b899437fa31309595a9008cd1/server/app.py#L18) also needs to be updated to use SentenceTransformers instead of OpenAI calls (_see below example_)
 - The provided inference code is almost instant even on CPU 🔥
 
 ## basic inference example