“"AI is saying it, so it's correct."”

“Stay faithful to the original methods Minimize boilerplate while remaining readable Be easy to run and inspect as standalone files Reproduce key qualitative or quantitative results where feasible”

“The best-fitting mass density model is found to faithfully reproduce the observed dependence of orbital momenta on apparent separation.”

“Experimental results demonstrate that existing models still exhibit substantial deficiencies in multi-omics analysis, struggling to reliably distinguish fine-grained biomolecular relation types and to generate faithful, robust pathway-level mechanistic explanations.”

“The paper formalizes LDA search as an optimal stopping problem and provides an adaptive stopping algorithm that yields a high-probability upper bound on the gains achievable from a continued search.”

“The paper claims that Dual-approx Bridge demonstrates consistent and superior performance in terms of image quality and faithfulness to ground truth compared to both stochastic and deterministic baselines.”

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“The DOPO network faithfully reproduces the quantum critical behavior of the XY model.”

“Price counterfactuals are nonparametrically identified by recentered instruments -- which combine exogenous shocks to prices with endogenous product characteristics -- under a weaker index restriction and a new condition we term faithfulness.”

“By varying epsilon on this one dim: Negative ε: outputs become restrained, procedural, and instruction-faithful Positive ε: outputs become more verbose, narrative, and speculative”

“Many CoTs flagged as unfaithful by Biasing Features are judged faithful by other metrics, exceeding 50% in some models.”

“The implementations are designed to be easy to run and easy to understand (small files, minimal boilerplate), while staying as faithful as possible to the original methods.”

“CritiFusion consistently boosts performance on human preference scores and aesthetic evaluations, achieving results on par with state-of-the-art reward optimization approaches.”

“GRPO achieves higher performance than DPO in larger models, with the Qwen2.5-14B-Instruct model attaining the best results across all evaluation metrics.”

“EmoCtrl achieves faithful content and expressive emotion control, outperforming existing methods across multiple aspects.”

“The conformable derivative is not a fractional operator but a useful computational tool for systems with power-law time scaling, equivalent to classical differentiation under a nonlinear time reparametrization.”

“The paper introduces Omega, a linear-time graph drawing algorithm that integrates a fast resistance distance embedding with random node-pair sampling for Stochastic Gradient Descent (SGD).”

“COCONUT consistently exploits dataset artifacts, inflating benchmark performance without true reasoning.”

“To address these limitations, we propose M$^3$KG-RAG, a Multi-hop Multimodal Knowledge Graph-enhanced RAG that retrieves query-aligned audio-visual knowledge from MMKGs, improving reasoning depth and answer faithfulness in MLLMs.”

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“The research evaluates gait biometric fidelity in Generative AI Human Animation.”

“The research focuses on using LogicReward to improve the faithfulness and rigor of LLM reasoning.”

“The paper focuses on 'Faithful and Stable Neuron Explanations'.”

“Improving complex non-rigid image editing faithfulness via attention synergy.”

“The paper focuses on faithful and structured context compression.”

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“The article likely discusses visual faithfulness within the context of 'slow thinking' in AI.”

“The article suggests exploring a new technique for improving Retrieval-Augmented Generation (RAG).”

“The article focuses on the training and generalization aspects of faithful self-explanations.”

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“The article is sourced from ArXiv, suggesting a research paper.”

“The paper examines how LLMs perceive the morality of lying within different religious contexts.”

“The article is sourced from ArXiv.”

“The article is sourced from ArXiv, indicating a peer-reviewed research paper.”

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“Analysing the Relationship Between Explanation Faithfulness and Token-level Regularisation Strategies”

“Further details about the fine-tuning process, datasets, and performance metrics would be included in the article.”

“The episode discusses various aspects of the Israeli-Palestinian conflict.”

“The episode focuses on Rana el Kaliouby's work and perspectives.”

“Ian Hutchinson discusses nuclear fusion, the energy source of the stars, and its potential for practical energy production.”