Robuta

https://arxiv.org/abs/2502.02925v2 [2502.02925v2] Data denoising with self consistency, variance maximization, and the Kantorovich... Abstract page for arXiv paper 2502.02925v2: Data denoising with self consistency, variance maximization, and the Kantorovich dominance self consistency https://openreview.net/forum?id=lOoRJo8xWy Complementing Self-Consistency with Cross-Model Disagreement for Uncertainty Quantification |... Large language models (LLMs) often produce confident yet incorrect responses, and uncertainty quantification is one potential solution to more robust usage.... self consistency cross model disagreement uncertainty https://openreview.net/forum?id=6wVlH96oMX Leveraging Self-Consistency for Data-Efficient Amortized Bayesian Inference | OpenReview We propose a method to improve the efficiency and accuracy of amortized Bayesian inference by leveraging universal symmetries in the joint probabilistic model... self consistency for data bayesian inference leveraging efficient https://research.google/pubs/self-consistency-improves-chain-of-thought-reasoning-in-language-models/ Self-Consistency Improves Chain of Thought Reasoning in Language Models chain of thought reasoning self consistency improves language models https://arxiv.org/html/2305.14279v4 Two Failures of Self-Consistency in the Multi-Step Reasoning of LLMs self consistency in the two failures https://openreview.net/forum?id=caW7LdAALh Beyond Accuracy: Evaluating Self-Consistency of Code Large Language Models with IdentityChain |... Code Large Language Models (Code LLMs) are being increasingly employed in real-life applications, so evaluating them is critical. While the conventional... large language models self consistency https://arxiv.org/abs/2203.11171?ref=swarmsignal.net [2203.11171] Self-Consistency Improves Chain of Thought Reasoning in Language Models Abstract page for arXiv paper 2203.11171: Self-Consistency Improves Chain of Thought Reasoning in Language Models chain of thought reasoning self consistency https://www.analyticsvidhya.com/blog/2024/07/self-consistency-in-prompt-engineering/ Self-Consistency in Prompt Engineering self consistency prompt engineering https://openreview.net/forum?id=uoUOz427RD Leveraging Self-Consistency for Data-Efficient Amortized Bayesian Inference | OpenReview We propose a method to improve the efficiency and accuracy of amortized Bayesian inference (ABI) by leveraging universal symmetries in the probabilistic joint... self consistency for data bayesian inference leveraging efficient https://arxiv.org/abs/2601.12795v1 [2601.12795v1] Combating Noisy Labels through Fostering Self- and Neighbor-Consistency Abstract page for arXiv paper 2601.12795v1: Combating Noisy Labels through Fostering Self- and Neighbor-Consistency 2601 noisy labels