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self-consistency

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SuperBruceJia / Awesome-LLM-Self-Consistency

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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

IAAR-Shanghai / ICSFSurvey

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A comprehensive survey on Internal Consistency and Self-Feedback in Large Language Models, including theoretical frameworks, task classifications, evaluation methods, future research directions and more!

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 Jul 23, 2024
  • TeX

SuperBruceJia / GSM8K-Consistency

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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

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