Update README.md

README.md

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 # local emoji semantic search
 
-Emoji, their text descriptions and precomputed text embeddings with [Alibaba-NLP/gte-large-en-v1.5](https://hf.co/Alibaba-NLP/gte-large-en-v1.5) for use in emoji semantic search. 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.
+Emoji, their text descriptions and precomputed text embeddings with [Alibaba-NLP/gte-large-en-v1.5](https://hf.co/Alibaba-NLP/gte-large-en-v1.5) for use in emoji semantic search. 
 
-- this repo contains only pre-computed 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 use as the database for semantic search and replacing OpenAI calls with local compute
-  - 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
-- the provided basic code is near-instant even on CPU 🔥
+
+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
+- The provided inference code is almost instant even on CPU 🔥
 
 ## basic inference example