Essays about: "Chain-of-Thought reasoning"

Found 2 essays containing the words Chain-of-Thought reasoning.

1. 1. Approximating Reasoning with Transformer Language Models

   University essay from Göteborgs universitet/Institutionen för data- och informationsteknik

   Author : Daniel Enström; Viktor Kjellberg; [2023-10-19]
   Keywords : natural language processing; nlp; automated reasoning; logic; inference; machine learning; transformers; language models; BERT; BART;

   Abstract : We conduct experiments with BART, a generative language-model architecture, to investigate its capabilities for approximating reasoning by learning from data. For this we use the SimpleLogic dataset, a dataset of satisfiability problems in propositional logic originally created by Zhang et al. (2022). READ MORE

3. 2. Self-Reflection on Chain-of-Thought Reasoning in Large Language Models

   University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

   Author : Robert Praas; [2023]
   Keywords : Large language models; Chain-of-Thought reasoning; Metareasoning; Question answering; Selfcorrection; Ethical AI; Stora språkmodeller; Chain-of-Thought-resonemang; Metareasoning; Frågesvar; Självkorrigering; Etisk AI;

   Abstract : A strong capability of large language models is Chain-of-Thought reasoning. Prompting a model to ‘think step-by-step’ has led to great performance improvements in solving problems such as planning and question answering, and with the extended output it provides some evidence about the rationale behind an answer or decision. READ MORE