Fix format & Add BigCodeBench

@lvwerra



@loubnabnl

Could you please help merge this PR? Thanks!

README.md

@@ -41,6 +41,7 @@ BigCode is an open scientific collaboration working on responsible training of l
   - [StarCoder2 Search](https://huggingface.co/spaces/bigcode/search-v2): Full-text search code in the pretraining dataset.
   - [StarCoder2 Membership Test](https://stack-v2.dataportraits.org/): Blazing fast test if code was present in pretraining dataset.
 </details>
+
 ---
 <details>
   <summary>
@@ -52,6 +53,7 @@ BigCode is an open scientific collaboration working on responsible training of l
   - [The Stack v2 dedup](https://huggingface.co/datasets/bigcode/the-stack-v2-dedup): Near deduplicated version of The Stack v2 (recommended for training).
   - [Am I in the Stack](https://huggingface.co/spaces/bigcode/in-the-stack): Check if your data is in The Stack and request opt-out.
 </details>
+
 ---
 <details>
   <summary>
@@ -82,17 +84,34 @@ BigCode is an open scientific collaboration working on responsible training of l
   - [StarCoder Search](https://huggingface.co/spaces/bigcode/search): Full-text search code in the pretraining dataset.
   - [StarCoder Membership Test](https://stack.dataportraits.org/): Blazing fast test if code was present in pretraining dataset.
 </details>
+
 ---
 <details>
   <summary>
     <b><font size="+1">📑The Stack</font></b>
   </summary>
   The Stack v1 is a 6.4TB dataset of source code in 358 programming languages from permissive licenses.
-  
+
   - [The Stack](https://huggingface.co/datasets/bigcode/the-stack): Exact deduplicated version of The Stack.
   - [The Stack dedup](https://huggingface.co/datasets/bigcode/the-stack-dedup): Near deduplicated version of The Stack (recommended for training).
-  - [Am I in the Stack](https://huggingface.co/spaces/bigcode/in-the-stack): Check if your data is in The Stack and request opt-out.
+  - [Paper](https://huggingface.co/spaces/bigcode/in-the-stack): Check if your data is in The Stack and request opt-out.
+</details>
+
+---
+<details>
+  <summary>
+    <b><font size="+1">🌸BigCodeBench</font></b>
+  </summary>
+  BigCodeBench is the next generation of HumanEval, benchmarking code generation with diverse function calls and complex instructions.
+  
+  - [Github](https://github.com/bigcode-project/bigcodebench): Evaluation tool designed for BigCodeBench.
+  - [HF Leaderboard](https://huggingface.co/spaces/bigcode/bigcodebench-leaderboard): BigCodeBench leaderboard hosted on Hugging Face.
+  - [GP Leaderboard](https://huggingface.co/spaces/bigcode/bigcodebench-leaderboard): BigCodeBench leaderboard hosted on GitHub Pages.
+  - [Dataset](https://huggingface.co/datasets/bigcode/bigcodebench): BigCodeBench dataset.
+  - [Data Viewer](https://huggingface.co/spaces/bigcode/bigcodebench-viewer): Explore BigCodeBench data in an interactive demo.
+  - [Paper](https://github.com/bigcode-bench/bigcode-bench.github.io/blob/main/paper.pdf): Research paper with details about BigCodeBench.
 </details>
+
 ---
 <details>
   <summary>
@@ -111,6 +130,7 @@ BigCode is an open scientific collaboration working on responsible training of l
   - [OctoCoder Demo](https://huggingface.co/spaces/bigcode/OctoCoder-Demo): Play with OctoCoder.
   - [OctoGeeX](https://huggingface.co/bigcode/octogeex): Instruction tuned model of CodeGeeX2 by training on CommitPackFT.
 </details>
+
 ---
 <details>
   <summary>
@@ -126,6 +146,7 @@ BigCode is an open scientific collaboration working on responsible training of l
   - [Astraios-7B](https://huggingface.co/collections/bigcode/astraios-7b-65788b509c5c26f96c08d576): Collection of StarCoderBase-7B models instruction tuned on CommitPackFT + OASST with 7 method.
   - [Astraios-15B](https://huggingface.co/collections/bigcode/astraios-15b-65788b7476b6de79781054cc): Collection of StarCoderBase-15B models instruction tuned on CommitPackFT + OASST with 7 method.
 </details>
+
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 <details>
   <summary>