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self-consistency

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IAAR-Shanghai / ICSFSurvey

Star 166

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

decoding self-improvement knowledge-distillation data-augmentation reasoning self-consistency preference-learning hallucination self-correction attention-head large-language-models chain-of-thought large-language-model internal-consistency self-feedback self-refine self-correct
  • Updated Dec 7, 2024
  • Jupyter Notebook

SuperBruceJia / Awesome-LLM-Self-Consistency

Star 96

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

semantics reasoning self-consistency pretrained-language-model gpt-3 factual-consistency gpt-4 llms chain-of-thought chatgpt self-consistency-learning logical-consistency self-consistent-generation self-consistency-benchmark llms-reasoning semantics-preserving semantics-consistency hypothetical-consistency compositional-consistency
  • Updated Aug 10, 2024

SuperBruceJia / GSM8K-Consistency

Star 2

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

prompt prompt-toolkit grade reasoning self-consistency mathematical-reasoning factual-consistency foundation-models large-language-models prompt-engineering arithmetic-reasoning gsm8k grade-school-math logical-consistency self-consistency-benchmark semantics-consistency prompt-perturbation arithmetic-consistency semantics-preserving-transformations semantics-similar
  • Updated Dec 31, 2023

Saharsh1005 / autonomous-prompting

Star 0

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.

self-consistency cot large-language-models llm prompt-engineering chain-of-thought gsm8k
  • Updated Dec 10, 2024
  • Jupyter Notebook

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