Explore concepts like Self-Correct, Self-Refine, Self-Improve, Self-Contradict, Self-Play, and Self-Knowledge, alongside o1-like reasoning elevation🍓 and hallucination alleviation🍄.

Awesome LLM Self-Consistency: a curated list of Self-consistency in Large Language Models

CSC-SQL: Corrective Self-Consistency in Text-to-SQL via Reinforcement Learning

Package for solving generalized BdG mean field theory of interacting systems.

The official PyTorch implementation for the Guided by Gut: Efficient Test-Time Scaling with Reinforced Intrinsic Confidence

Perl implementation of Markov Chain for the course BIO331

Fixed Point solver for generic functions

GSM8K-Consistency is a benchmark database for analyzing the consistency of Arithmetic Reasoning on GSM8K.

Self consistent model based filter design for 3-phase PLLs.

Subject of Electronic structure for my master's degree

Interactive Streamlit application that benchmarks direct prompting, chain-of-thought, self-consistency, tree-of-thought and reflexion techniques across OpenAI GPT-3.5 and Groq Gemma-9B-IT.

10 stochastic parrots are better than 1 🦜

Developing an autonomous system for prompt selection for Large Language Models (LLMs), enhancing performance across tasks by balancing generality and specificity. This project automates diverse, high-quality prompt creation and selection, reducing manual intervention and maximizing LLM utility across applications.

Demos and walkthroughs of published Machine Learning research papers