Update README.md

Author: TLSDC

README.md

@@ -5,13 +5,13 @@
 /> </a>
 
 &nbsp;&nbsp;|&nbsp;&nbsp; 
-[🎯 Benchmarks](#🎯-supported-benchmarks) &nbsp;&nbsp;|&nbsp;&nbsp; 
-[🛠️ Setup](#🛠️-setup-agentlab) &nbsp;&nbsp;|&nbsp;&nbsp; 
+[🎯 Benchmarks](#supported-benchmarks) &nbsp;&nbsp;|&nbsp;&nbsp; 
+[🛠️ Setup](#setup-agentlab) &nbsp;&nbsp;|&nbsp;&nbsp; 
 [🤖 Assistant](#ui-assistant) &nbsp;&nbsp;|&nbsp;&nbsp; 
-[🚀 Launch Experiments](#🚀-launch-experiments) &nbsp;&nbsp;|&nbsp;&nbsp;
-[🔍 Analyse Results](#🔍-analyse-results) &nbsp;&nbsp;|&nbsp;&nbsp; 
+[🚀 Launch Experiments](#launch-experiments) &nbsp;&nbsp;|&nbsp;&nbsp;
+[🔍 Analyse Results](#analyse-results) &nbsp;&nbsp;|&nbsp;&nbsp; 
 [🤖 Make Your Own Agent](#implement-a-new-agent) &nbsp;&nbsp;|&nbsp;&nbsp;
-[↻ Reproducibility](#↻-reproducibility) &nbsp;&nbsp;|&nbsp;&nbsp;
+[↻ Reproducibility](#reproducibility) &nbsp;&nbsp;|&nbsp;&nbsp;
 
 [![PyPI - License](https://img.shields.io/pypi/l/agentlab?style=flat-square)]([https://opensource.org/licenses/MIT](http://www.apache.org/licenses/LICENSE-2.0))
 [![PyPI - Downloads](https://img.shields.io/pypi/dm/agentlab?style=flat-square)](https://pypistats.org/packages/agentlab)
@@ -36,7 +36,7 @@ AgentLab Features:
 * Various [reproducibility features](#reproducibility-features)
 * Unified LeaderBoard (soon)
 
-## 🎯 Supported Benchmarks
+## Supported Benchmarks
 | Benchmark | Setup  <br> Link | # Task <br> Template| Seed  <br> Diversity | Max  <br> Step | Multi-tab | Hosted Method | BrowserGym <br> Leaderboard |
 |-----------|------------|---------|----------------|-----------|-----------|---------------|----------------------|
 | [WebArena](https://webarena.dev/) | [setup](https://github.com/ServiceNow/BrowserGym/blob/main/browsergym/webarena/README.md) | 812 | None | 30 | yes | self hosted (docker) | soon |
@@ -49,7 +49,7 @@ AgentLab Features:
 | [GAIA](https://huggingface.co/spaces/gaia-benchmark/leaderboard) (soon) | - | - | None | - | - | live web | soon |
 | [Mind2Web-live](https://huggingface.co/datasets/iMeanAI/Mind2Web-Live) (soon) | - | - | None | - | - | live web | soon |
 | [MiniWoB](https://miniwob.farama.org/index.html) | [setup](https://github.com/ServiceNow/BrowserGym/blob/main/browsergym/miniwob/README.md) | 125 | Medium | 10 | no | self hosted (static files) | soon |
-## 🛠️ Setup agentlab
+## Setup agentlab
 
 ```bash
 pip install agentlab
@@ -93,7 +93,7 @@ Try your own agent:
 agentlab-assistant --agent_config="module.path.to.your.AgentArgs"
 ```
 
-## 🚀 Launch experiments
+## Launch experiments
 
 ```python
 # Import your agent configuration extending bgym.AgentArgs class
@@ -160,7 +160,7 @@ each agent. AgentLab currently does not support evaluations across multiple inst
 either create a quick script to handle this or submit a PR to AgentLab. For a smoother parallel
 experience, consider using benchmarks like WorkArena instead.
 
-## 🔍 Analyse Results
+## Analyse Results
 
 ### Loading Results
 
@@ -211,7 +211,7 @@ For a better integration with the tools, make sure to implement most functions i
 If you think your agent should be included directly in AgenLab, let use know and it can be added in
 agentlab/agents/ with the name of your agent.  
 
-## ↻ Reproducibility
+## Reproducibility
 Several factors can influence reproducibility of results in the context of evaluating agents on
 dynamic benchmarks.