Deductive Verification with Natural Programs: Case Studies
8 Sept 2024
Explore detailed examples of deductive verification with a Natural Program-based approach, highlighting successful error detection and areas of improvement.
Essential Prompts for Reasoning Chain Verification and Natural Program Generation
8 Sept 2024
Explore a comprehensive list of prompts for verifying and generating reasoning chains
Deductive Verification of Chain-of-Thought Reasoning: More Details on Answer Extraction
8 Sept 2024
Discover a detailed process for extracting final answers from language models, including pattern recognition and regular expression techniques.
Understanding the Impact of Deductive Verification on Final Answer Accuracy
8 Sept 2024
Understand why improvements in deductive verification accuracy don't always lead to better final answer correctness, with a focus on the GSM8K dataset.
How Fine-Tuning Impacts Deductive Verification in Vicuna Models
8 Sept 2024
Discover how fine-tuning Vicuna models boosts their deductive verification accuracy, and see why they still trail behind GPT-3.5 in performance.
A New Framework for Trustworthy AI Deductive Reasoning
8 Sept 2024
Discover how the Natural Program framework revolutionizes AI reasoning by enhancing accuracy with innovative verification and voting strategies.
When Deductive Reasoning Fails: Contextual Ambiguities in AI Models
8 Sept 2024
The limitations of the Natural Program deductive reasoning verification highlight AI’s struggles with contextual ambiguities.
How Natural Program Improves Deductive Reasoning Across Diverse Datasets
8 Sept 2024
This paper evaluates the effectiveness of the Natural Program-based deductive reasoning process, showcasing improvements in reasoning rigor and reliability.
Deductively Verifiable Chain-of-Thought Reasoning
8 Sept 2024
Discover how Natural Program and deductive verification enhance AI reasoning accuracy and trust by validating every step with unanimity-plurality voting.