readme updated

README.md

@@ -8,11 +8,12 @@ It thinks like o1
 [ ] Better error handling
 [ ] Add Tools (web, math, code)
 [ ] Make cli
-
+[ ] better prompts for mathematical reasoning/reviewing
 
 ## What it does
 
-- It takes a prompt , thinks, thinks again, critics itself, then returns answer 
+- It taks the prompt, decides whether to use chain of thought or direct answer, if cot then generates answer and does self review, if direct answer then directly generates answer.
+- Mathematical reasoning, symbolic reasoning and semi-symbolic reasoning kind of tasks generally improves with chain of thought, but direct answer is good for factual recall, simple inferences, commonsense reasoning, language understanding tasks.
 
 ## Installation
 
@@ -28,10 +29,31 @@ HAVE FUN.
 
 ## Helpful Papers
 
- 1. To Cot or not to Cot? CHAIN-OF-THOUGHT HELPS MAINLY ON MATH AND SYMBOLIC REASONING
+1. To Cot or not to Cot? CHAIN-OF-THOUGHT HELPS MAINLY ON MATH AND SYMBOLIC REASONING
+```bibtex
+@misc{sprague2024cotcotchainofthoughthelps,
+      title={To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning}, 
+      author={Zayne Sprague and Fangcong Yin and Juan Diego Rodriguez and Dongwei Jiang and Manya Wadhwa and Prasann Singhal and Xinyu Zhao and Xi Ye and Kyle Mahowald and Greg Durrett},
+      year={2024},
+      eprint={2409.12183},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2409.12183}, 
+}
+```
 
 2. The Impact of Reasoning Step Length on Large Language Models
-
+```bibtex
+@misc{jin2024impactreasoningsteplength,
+      title={The Impact of Reasoning Step Length on Large Language Models}, 
+      author={Mingyu Jin and Qinkai Yu and Dong Shu and Haiyan Zhao and Wenyue Hua and Yanda Meng and Yongfeng Zhang and Mengnan Du},
+      year={2024},
+      eprint={2401.04925},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2401.04925}, 
+}
+```
 3. Towards Understanding Chain-of-Thought Prompting: An Empirical Study of What Matters [2212.10001](https://arxiv.org/abs/2212.10001)
 ```bibtex
 @misc{wang2023understandingchainofthoughtpromptingempirical,
@@ -43,4 +65,8 @@ HAVE FUN.
       primaryClass={cs.CL},
       url={https://arxiv.org/abs/2212.10001}, 
 }
-```
+```
+
+# But me a Coffee
+
+[!["Buy Me A Coffee"](https://www.buymeacoffee.com/assets/img/custom_images/orange_img.png)](https://buymeacoffee.com/tikendraw)