Bibliography (8):

1. Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

2. Contrastive Representation Learning: A Framework and Review

3. Training Verifiers to Solve Math Word Problems

4. Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models

5. Wikipedia Bibliography:

   1. https://en.wikipedia.org/wiki/Prompt_engineering#Chain-of-thought  :

      https://en.wikipedia.org/wiki/Prompt_engineering#Chain-of-thought

   2. Markov chain Monte Carlo

   3. https://en.wikipedia.org/wiki/Expectation%E2%80%93maximization_algorithm  :

      https://en.wikipedia.org/wiki/Expectation%E2%80%93maximization_algorithm

   4. Variance