Author

Sophia Ananiadou

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Preprint Aug 2026

NTDH: Complex Reasoning for Comprehensive Affective Analysis

This work recast the affective analysis task as a complex-reasoning problem, which yields one output interface across heterogeneous label spaces and a trajectory over which a verifiable reward can be optimised; to the authors' knowledge, this is the first such treatment covering both sentiment and emotion.

Tianlei Zhu, Zhiwei Liu, Yu-Yan Wang et al. · 0 citations

Jul 2026

Can LLMs Write Reliable Rubrics? A Meta-Evaluation for Experiment Reproduction

This work presents the first systematic meta-evaluation of LLM-generated rubrics intrinsically by semantic similarity and extrinsically by score alignment with ground-truth rubrics, and meta-evaluate generated rubrics intrinsically and extrinsically by score alignment with ground-truth rubrics.

Han-Hua Hong, Yizhi Li, Jiaoyan Chen et al. · arXiv.org · 3 citations · ⚡1

#artificial intelligence Book Open access Aug 2026

One AI Signal, Many Human Judgments: A Bayesian Cascade Analysis of AI-based Credibility Indicators in Online Information Spread

Simulations show that over-reliance on a weak AI is especially harmful, and that diversifying AI signals across users can better keep the crowd informative, and conclude with implications for understanding human-AI interaction in information spread and designing misinformation interventions.

Zhuo-Ran Lu, Wei-Long Wang, Yang-Yang Yu et al. · Proceedings of the 2026 ACM... · 0 citations