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相关论文: AI-Driven Decision-Making System for Hiring Proces…

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Artificial intelligence (AI) is increasingly used in recruitment, yet empirical evidence quantifying its impact on hiring efficiency and candidate selection remains limited. We randomly assign 37,000 applicants for a junior-developer…

计算与语言 · 计算机科学 2025-07-14 Ada Aka , Emil Palikot , Ali Ansari , Nima Yazdani

Resume screening is a critical yet time-intensive process in talent acquisition, requiring recruiters to analyze vast volume of job applications while remaining objective, accurate, and fair. With the advancements in Large Language Models…

计算与语言 · 计算机科学 2025-05-14 Frank P. -W. Lo , Jianing Qiu , Zeyu Wang , Haibao Yu , Yeming Chen , Gao Zhang , Benny Lo

During job recruitment, traditional applicant selection methods often lack transparency. Candidates are rarely given sufficient justifications for recruiting decisions, whether they are made manually by human recruiters or through the use…

计算机与社会 · 计算机科学 2025-05-28 Aditya Bhattacharya , Katrien Verbert

The recruitment process significantly impacts an organization's performance, productivity, and culture. Traditionally, human resource experts and industrial-organizational psychologists have developed systematic hiring methods, including…

计算机与社会 · 计算机科学 2025-05-20 Dena F. Mujtaba , Nihar R. Mahapatra

The automation of resume screening is a crucial aspect of the recruitment process in organizations. Automated resume screening systems often encompass a range of natural language processing (NLP) tasks. This paper introduces a novel Large…

计算与语言 · 计算机科学 2024-08-14 Chengguang Gan , Qinghao Zhang , Tatsunori Mori

This study presents a modular, multi-agent system for the automated review of highly structured enterprise business documents using AI agents. Unlike prior solutions focused on unstructured texts or limited compliance checks, this framework…

计算与语言 · 计算机科学 2025-07-01 Sudip Dasgupta , Himanshu Shankar

Recruitment interviews are cognitively demanding interactions in which interviewers must simultaneously listen, evaluate candidates, take notes, and formulate follow-up questions. To better understand these challenges, we conducted a…

In this work, we present a modular and interpretable framework that uses Large Language Models (LLMs) to automate candidate assessment in recruitment. The system integrates diverse sources, including job descriptions, CVs, interview…

Technical interviews are a critical yet stressful step in the hiring process for computer science graduates, often hindered by limited access to practice opportunities. This formative qualitative study (n=20) explores whether a multimodal…

人机交互 · 计算机科学 2025-06-24 Nathalia Gomez , S. Sue Batham , Matias Volonte , Tiffany D. Do

AI systems increasingly assist human decision making by producing preliminary assessments of complex inputs. However, such AI-generated assessments can often be noisy or systematically biased, raising a central question: how should costly…

机器学习 · 统计学 2026-03-17 Lezhi Tan , Naomi Sagan , Lihua Lei , Jose Blanchet

Job search through online matching engines nowadays are very prominent and beneficial to both job seekers and employers. But the solutions of traditional engines without understanding the semantic meanings of different resumes have not kept…

计算与语言 · 计算机科学 2016-07-27 Yiou Lin , Hang Lei , Prince Clement Addo , Xiaoyu Li

Avoiding bias and understanding the real-world consequences of AI-supported decision-making are critical to address fairness and assign accountability. Existing approaches often focus either on technical aspects, such as datasets and…

计算机与社会 · 计算机科学 2025-11-19 Mattias Brännström , Themis Dimitra Xanthopoulou , Lili Jiang

This study introduces a benchmarking methodology designed to evaluate the performance of AI-driven recruitment sourcing tools. We created and utilized a dataset to perform a comparative analysis of search results generated by leading…

信息检索 · 计算机科学 2025-04-04 Vladimir Slaykovskiy , Maksim Zvegintsev , Yury Sakhonchyk , Hrachik Ajamian

Recent years have seen rapid growth in the market for HR technology and AI-driven HR solutions in particular. This popularity has also resulted in increased attention to the negative aspects of using AI to support hiring practices, such as…

计算机与社会 · 计算机科学 2026-03-09 Mesut Kaya , Toine Bogers

In AI-assisted decision-making, effective hybrid (human-AI) teamwork is not solely dependent on AI performance alone, but also on its impact on human decision-making. While prior work studies the effects of model accuracy on humans, we…

人机交互 · 计算机科学 2022-02-25 Andi Peng , Besmira Nushi , Emre Kiciman , Kori Inkpen , Ece Kamar

Effective human-AI collaboration for physical task completion has significant potential in both everyday activities and professional domains. AI agents equipped with informative guidance can enhance human performance, but evaluating such…

计算机视觉与模式识别 · 计算机科学 2025-07-25 Filippos Bellos , Yayuan Li , Cary Shu , Ruey Day , Jeffrey M. Siskind , Jason J. Corso

This paper investigates the application of artificial intelligence (AI) in early-stage recruitment interviews in order to reduce inherent bias, specifically sentiment bias. Traditional interviewers are often subject to several biases,…

人工智能 · 计算机科学 2025-01-20 Nishka Lal , Omar Benkraouda

This case study examines the ClimaTech Great Global Innovation Challenge's approach to selecting climate tech startups by integrating human and AI evaluations. The competition aimed to identify top startups and enhance the accuracy and…

计算机与社会 · 计算机科学 2025-05-29 Jennifer Turliuk , Alejandro Sevilla , Daniela Gorza , Tod Hynes

When generative AI (genAI) systems are used in high-stakes decision-making, its recommended role is to aid, rather than replace, human decision-making. However, there is little empirical exploration of how professionals making high-stakes…

计算机与社会 · 计算机科学 2026-04-30 Sajel Surati , Rosanna Bellini , Emily Black

As artificial intelligence (AI) tools become widely adopted, large language models (LLMs) are increasingly involved on both sides of decision-making processes, ranging from hiring to content moderation. This dual adoption raises a critical…

计算机与社会 · 计算机科学 2026-02-10 Jiannan Xu , Gujie Li , Jane Yi Jiang
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