Update README.md for clarity and formatting

Author: yebai

README.md

@@ -1,6 +1,5 @@
-<p align="center"><img src="https://raw.githubusercontent.com/TuringLang/turinglang.github.io/refs/heads/main/assets/logo/turing-logo.svg" alt="Turing.jl logo" width="200" /></p>
-<h1 align="center">Turing.jl</h1>
-<p align="center"><i>Probabilistic programming and Bayesian inference in Julia</i></p>
+<p align="center"><img src="https://turinglang.org/assets/logo/turing-logo-light.svg" alt="Turing.jl logo" width="300" /></p>
+<p align="center"><i>Bayesian inference with probabilistic programming</i></p>
 <p align="center">
 <a href="https://turinglang.org/"><img src="https://img.shields.io/badge/docs-tutorials-blue.svg" alt="Tutorials" /></a>
 <a href="https://turinglang.org/Turing.jl/stable"><img src="https://img.shields.io/badge/docs-API-blue.svg" alt="API docs" /></a>
@@ -9,7 +8,7 @@
 <a href="https://github.com/SciML/ColPrac"><img src="https://img.shields.io/badge/ColPrac-Contributor%27s%20Guide-blueviolet" alt="ColPrac: Contributor's Guide on Collaborative Practices for Community Packages" /></a>
 </p>
 
-## 🚀 Get started
+## Get started
 
 Install Julia (see [the official Julia website](https://julialang.org/install/); you will need at least Julia 1.10 for the latest version of Turing.jl).
 Then, launch a Julia REPL and run:
@@ -38,7 +37,7 @@ You can find the main TuringLang documentation at [**https://turinglang.org**](h
 
 API documentation for Turing.jl is specifically available at [**https://turinglang.org/Turing.jl/stable**](https://turinglang.org/Turing.jl/stable/).
 
-## 🛠️ Contributing
+## Contributing
 
 ### Issues
 
@@ -55,20 +54,20 @@ Breaking releases (minor version) should target the `breaking` branch.
 
 If you have not received any feedback on an issue or PR for a while, please feel free to ping `@TuringLang/maintainers` in a comment.
 
-## 💬 Other channels
+## Other channels
 
 The Turing.jl userbase tends to be most active on the [`#turing` channel of Julia Slack](https://julialang.slack.com/archives/CCYDC34A0).
 If you do not have an invitation to Julia's Slack, you can get one from [the official Julia website](https://julialang.org/slack/).
 
 There are also often threads on [Julia Discourse](https://discourse.julialang.org) (you can search using, e.g., [the `turing` tag](https://discourse.julialang.org/tag/turing)).
 
-## 🔄 What's changed recently?
+## What's changed recently?
 
 We publish a fortnightly newsletter summarising recent updates in the TuringLang ecosystem, which you can view on [our website](https://turinglang.org/news/), [GitHub](https://github.com/TuringLang/Turing.jl/issues/2498), or [Julia Slack](https://julialang.slack.com/archives/CCYDC34A0).
 
 For Turing.jl specifically, you can see a full changelog in [`HISTORY.md`](https://github.com/TuringLang/Turing.jl/blob/main/HISTORY.md) or [our GitHub releases](https://github.com/TuringLang/Turing.jl/releases).
 
-## 🧩 Where does Turing.jl sit in the TuringLang ecosystem?
+## Where does Turing.jl sit in the TuringLang ecosystem?
 
 Turing.jl is the main entry point for users, and seeks to provide a unified, convenient interface to all of the functionality in the TuringLang (and broader Julia) ecosystem.
 
@@ -125,5 +124,3 @@ month = feb,
 ```
 
 </details>
-
-You can see the full list of publications that have cited Turing.jl on [Google Scholar](https://scholar.google.com/scholar?cites=11803241473159708991).