Added an example diagramm.

literatur.bib

@@ -1,18 +1,39 @@
-@book{knuth,
-  author        = {Knuth, Donald E.},
-  title         = {The Art of Computer Programming},
-  subtitle      = {Fundamental Algorithms},
-  volume        = {1},
-  publisher     = {Addison-Wesley},
-  location      = {Reading, Massachusetts},
-  edition       = {3},
-  year          = {1997}
+@misc{gao2023pal,
+  title={PAL: Program-aided Language Models},
+  author={Luyu Gao and Aman Madaan and Shuyan Zhou and Uri Alon and Pengfei Liu and Yiming Yang and Jamie Callan and Graham Neubig},
+  year={2023},
+  eprint={2211.10435},
+  archivePrefix={arXiv},
+  primaryClass={cs.CL}
 }
 
-@online{scheme,
-  author        = {Shinn, Alex and Cowan, John and Gleckler, Arthur A.},
-  title         = {Scheme Reports Process},
-  year          = {2013},
-  urldate       = {2020-07-13},
-  url           = {http://www.scheme-reports.org/}
+@misc{CoT,
+  title={Chain-of-Thought Prompting Elicits Reasoning in Large Language Models},
+  author={Jason Wei and Xuezhi Wang and Dale Schuurmans and Maarten Bosma and Brian Ichter and Fei Xia and Ed Chi and Quoc Le and Denny Zhou},
+  year={2023},
+  eprint={2201.11903},
+  archivePrefix={arXiv},
+  primaryClass={cs.CL}
+}
+
+
+@misc{few-shot1,
+  title={ReAct: Synergizing Reasoning and Acting in Language Models},
+  author={Shunyu Yao and Jeffrey Zhao and Dian Yu and Nan Du and Izhak Shafran and Karthik Narasimhan and Yuan Cao},
+  year={2023},
+  eprint={2210.03629},
+  archivePrefix={arXiv},
+  primaryClass={cs.CL}
+}
+
+@inproceedings{few-shot2,
+ author = {Brown, Tom and Mann, Benjamin and Ryder, Nick and Subbiah, Melanie and Kaplan, Jared D and Dhariwal, Prafulla and Neelakantan, Arvind and Shyam, Pranav and Sastry, Girish and Askell, Amanda and Agarwal, Sandhini and Herbert-Voss, Ariel and Krueger, Gretchen and Henighan, Tom and Child, Rewon and Ramesh, Aditya and Ziegler, Daniel and Wu, Jeffrey and Winter, Clemens and Hesse, Chris and Chen, Mark and Sigler, Eric and Litwin, Mateusz and Gray, Scott and Chess, Benjamin and Clark, Jack and Berner, Christopher and McCandlish, Sam and Radford, Alec and Sutskever, Ilya and Amodei, Dario},
+ booktitle = {Advances in Neural Information Processing Systems},
+ editor = {H. Larochelle and M. Ranzato and R. Hadsell and M.F. Balcan and H. Lin},
+ pages = {1877--1901},
+ publisher = {Curran Associates, Inc.},
+ title = {Language Models are Few-Shot Learners},
+ url = {https://proceedings.neurips.cc/paper_files/paper/2020/file/1457c0d6bfcb4967418bfb8ac142f64a-Paper.pdf},
+ volume = {33},
+ year = {2020}
 }