fix doc

Signed-off-by: mgqa34 <[email protected]>

Author: mgqa34

doc/tutorial/fdkt/README.md

@@ -1,5 +1,5 @@
 # FATE-LLM: FDKT
-The Algorithm is based on paper [Federated Domain-Specific Knowledge Transfer on Large Language Models Using Synthetic Data](https://arxiv.org/pdf/2405.14212), 
+The algorithm is based on paper [Federated Domain-Specific Knowledge Transfer on Large Language Models Using Synthetic Data](https://arxiv.org/pdf/2405.14212), 
 a novel framework that enables domain-specific knowledge transfer from LLMs to SLMs while preserving SLM data privacy.
 
 ## Citation
@@ -11,4 +11,4 @@ If you publish work that uses FDKT, please cite FDKT as follows:
   journal={arXiv preprint arXiv:2405.14212},
   year={2024}
 }
-```
+```

doc/tutorial/fedmkt/README.md

@@ -1,6 +1,6 @@
 # FATE-LLM: FedMKT
 
-The Algorithm is based on paper ["FedMKT: Federated Mutual Knowledge Transfer for Large and SmallLanguage Models"](https://arxiv.org/pdf/2406.02224), We integrate its code into the FATE-LLM framework.  
+The algorithm is based on paper ["FedMKT: Federated Mutual Knowledge Transfer for Large and SmallLanguage Models"](https://arxiv.org/pdf/2406.02224), We integrate its code into the FATE-LLM framework.  
 
 ## Citation
 If you publish work that uses FedMKT, please cite FedMKT as follows:
@@ -11,4 +11,4 @@ If you publish work that uses FedMKT, please cite FedMKT as follows:
   journal={arXiv preprint arXiv:2406.02224},
   year={2024}
 }
-```
+```

doc/tutorial/pdss/README.md

@@ -1,5 +1,5 @@
 # FATE-LLM: PDSS
-The Algorithm is based on paper ["PDSS: A Privacy-Preserving Framework for Step-by-Step Distillation of Large Language Models"](https://arxiv.org/pdf/2406.12403), which introduce a novel framework for privacy preserving federated distillation. We integrate its code into the FATE-LLM framework.
+The algorithm is based on paper ["PDSS: A Privacy-Preserving Framework for Step-by-Step Distillation of Large Language Models"](https://arxiv.org/pdf/2406.12403), which introduce a novel framework for privacy preserving federated distillation. We integrate its code into the FATE-LLM framework.
 
 ## Citation
 If you publish work that uses PDSS, please cite PDSS as follows:
@@ -10,4 +10,4 @@ If you publish work that uses PDSS, please cite PDSS as follows:
   journal={arXiv preprint arXiv:2406.12403},
   year={2024}
 }
-```
+```