Update README.md

README.md

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 Falcon2 LLM is TII's new flagship series of large language models, where we focused on building smaller models with enhanced performance to enable cheaper inference that can encourage the development of more downstream applications and improve the general usability of our models. 
 
 Papers:
-- [Falcon2-11B Technical Report, Malartic et al.](https://www.arxiv.org/abs/2407.14885)
+- [Falcon2-11B Technical Report, Malartic et al. 2024](https://www.arxiv.org/abs/2407.14885)
 
 More details on the new models and their performance can also be found in our [Falcon2 blogpost](https://huggingface.co/blog/falcon2-11b).
 
@@ -37,11 +37,11 @@ See below for a detailed list of artefacts in the Falcon2 LLM family:
 
 # Falcon LLM
 
-Falcon LLM is TII's flagship series of large language models, built from scratch using a custom data pipeline and distributed training library [Almazrouei et. al](https://arxiv.org/abs/2311.16867).
+Falcon LLM is TII's flagship series of large language models, built from scratch using a custom data pipeline and distributed training library [Almazrouei et al. 2023](https://arxiv.org/abs/2311.16867).
 
 Papers:
-- [RefinedWeb, Penedo et. al, 2023](https://proceedings.neurips.cc/paper_files/paper/2023/hash/fa3ed726cc5073b9c31e3e49a807789c-Abstract-Datasets_and_Benchmarks.html)
-- [The Falcon Series of Open Language Models, Almazrouei et. al, 2023](https://arxiv.org/abs/2311.16867)
+- [RefinedWeb, Penedo et al. 2023](https://proceedings.neurips.cc/paper_files/paper/2023/hash/fa3ed726cc5073b9c31e3e49a807789c-Abstract-Datasets_and_Benchmarks.html)
+- [The Falcon Series of Open Language Models, Almazrouei et al. 2023](https://arxiv.org/abs/2311.16867)
 
 To promote collaborations and drive innovation, we have open-sourced a number of artefacts:
 * The **Falcon-180B** pretrained and chat models, under the [Falcon-180B TII license](https://huggingface.co/spaces/tiiuae/falcon-180b-license/blob/main/LICENSE.txt). Falcon-180B is the largest and most powerful open-access model available.