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We consider grading a fashion outfit for recommendation, where we assume that users have a closet of items and we aim at producing a score for an arbitrary combination of items in the closet. The challenge in outfit grading is that the…

计算机视觉与模式识别 · 计算机科学 2018-04-27 Pongsate Tangseng , Kota Yamaguchi , Takayuki Okatani

As large language models (LLMs) increasingly participate in tasks with ethical and societal stakes, a critical question arises: do they exhibit an emergent "moral mind" - a consistent structure of moral preferences guiding their decisions -…

计算机与社会 · 计算机科学 2025-04-28 Avner Seror

Accuracy-based evaluation of Large Language Models (LLMs) measures benchmark-specific performance rather than underlying medical competency: it treats all questions as equally informative, conflates model ability with item characteristics,…

计算与语言 · 计算机科学 2026-04-07 Zhimeng Luo , Lixin Wu , Adam Frisch , Daqing He

The only acceptable form of polling in the multi-billion dollar survey research field utilizes representative samples. We argue that with proper statistical adjustment, non-representative polling can provide accurate predictions, and often…

社会与信息网络 · 计算机科学 2014-07-01 David Rothschild , Sharad Goel , Andrew Gelman , Doug Rivers

As mobile technologies become ever more sensor-rich, portable, and ubiquitous, data captured by smart devices are lending rich insights into users' daily lives with unprecedented comprehensiveness, unobtrusiveness, and ecological validity.…

With the rise and widespread use of Large Language Models (LLMs), ensuring their safety is crucial to prevent harm to humans and promote ethical behaviors. However, directly assessing value valence (i.e., support or oppose) by leveraging…

计算机与社会 · 计算机科学 2025-04-10 Yuxi Sun , Wei Gao , Jing Ma , Hongzhan Lin , Ziyang Luo , Wenxuan Zhang

Vision-Language Models (VLMs) continue to struggle to make morally salient judgments in multimodal and socially ambiguous contexts. Prior works typically rely on binary or pairwise supervision, which often fail to capture the continuous and…

We construct a probabilistic coherence measure for information sets which determines a partial coherence ordering. This measure is applied in constructing a criterion for expanding our beliefs in the face of new information. A number of…

人工智能 · 计算机科学 2007-05-23 Luc Bovens , Stephan Hartmann

Alignment techniques for LLMs rely on optimizing preference-based objectives -- where these preferences are typically elicited as ordinal, binary choices between responses. Recent work has focused on improving label quality or mitigating…

人工智能 · 计算机科学 2025-08-13 Parker Whitfill , Stewy Slocum

This contribution to the debate on confidence limits focuses mostly on the case of measurements with `open likelihood', in the sense that it is defined in the text. I will show that, though a prior-free assessment of {\it confidence} is, in…

高能物理 - 实验 · 物理学 2007-05-23 G. D'Agostini

We present a text-based framework for investigating moral sentiment change of the public via longitudinal corpora. Our framework is based on the premise that language use can inform people's moral perception toward right or wrong, and we…

计算与语言 · 计算机科学 2020-01-22 Jing Yi Xie , Renato Ferreira Pinto , Graeme Hirst , Yang Xu

Existing approaches to estimating politicians' latent positions along specific dimensions often fail when relevant data is limited. We leverage the embedded knowledge in generative large language models (LLMs) to address this challenge and…

计算机与社会 · 计算机科学 2023-09-28 Patrick Y. Wu , Jonathan Nagler , Joshua A. Tucker , Solomon Messing

Items in many datasets can be arranged to a natural order. Such orders are useful since they can provide new knowledge about the data and may ease further data exploration and visualization. Our goal in this paper is to define a…

数据结构与算法 · 计算机科学 2019-02-11 Nikolaj Tatti

In the statistical analysis of objects, samples and populations with quantitative variables, in many occasions we are interested in knowing the proportions that exist between the different variables from a same object; if these proportions…

数据分析、统计与概率 · 物理学 2007-05-23 Enrique Ordaz Romay

Estimating the influence of religion on innovation is challenging because of both complexness and endogeneity. In order to untangle these issues, we use several measures of religiosity, adopt an individual-level approach to innovation and…

综合经济学 · 经济学 2022-06-22 Duygu Buyukyazici , Francesco Serti

The rise of large language models (LLMs) and their tight integration into our daily life make it essential to dedicate efforts towards their trustworthiness. Uncertainty quantification for LLMs can establish more human trust into their…

计算与语言 · 计算机科学 2026-05-06 Daniel Yang , Yao-Hung Hubert Tsai , Makoto Yamada

There is an increasing shift in technology towards biometric solutions, but one of the biggest barriers to widespread use is the acceptance by the users. In this paper we investigate the understanding, awareness and acceptance of biometrics…

密码学与安全 · 计算机科学 2019-05-14 Oliver Buckley , Jason R. C. Nurse

In public health management there is a need to produce subnational estimates of health outcomes. Often, however, funds are not available to collect samples large enough to produce traditional survey sample estimates for each subnational…

应用统计 · 统计学 2008-12-18 Donald Malec , Peter Müller

Marginal maximum likelihood estimation (MMLE) in item response theory (IRT) is highly sensitive to aberrant responses, such as careless answering and random guessing, which can reduce estimation accuracy. To address this issue, this study…

统计方法学 · 统计学 2025-02-18 Yuki Itaya , Kenichi Hayashi

Making moral judgments is an essential step toward developing ethical AI systems. Prevalent approaches are mostly implemented in a bottom-up manner, which uses a large set of annotated data to train models based on crowd-sourced opinions…

计算与语言 · 计算机科学 2024-07-02 Jingyan Zhou , Minda Hu , Junan Li , Xiaoying Zhang , Xixin Wu , Irwin King , Helen Meng
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