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Evaluation of reasoning language models gained importance after it was observed that they can combine their existing capabilities into novel traces of intermediate steps before task completion and that the traces can sometimes help them to…

Machine Learning · Computer Science 2025-08-15 Petr Spelda , Vit Stritecky

The rise of generative AI as a primary information source presents a paradigm shift from traditional web search. This paper presents a large-scale empirical study quantifying the fundamental differences between the results returned by…

Information Retrieval · Computer Science 2026-05-19 Mahe Chen , Xiaoxuan Wang , Kaiwen Chen , Nick Koudas

Search agents powered by large language models can autonomously decompose queries, retrieve information, and synthesize answers through multi-step reasoning. However, the rapid growth of training methods has outpaced controlled comparison:…

Computation and Language · Computer Science 2026-05-28 Yibo Zhao , Zichen Ding , Jiayi Wu , Zun Wang , Xiang Li

There is no 'ordinary' when it comes to AI. The human-AI experience is extraordinarily complex and specific to each person, yet dominant measures such as usability scales and engagement metrics flatten away nuance. We argue for AI…

Human-Computer Interaction · Computer Science 2026-03-11 Bhada Yun , Evgenia Taranova , Dana Feng , Renn Su , April Yi Wang

AI text-to-app tools promise high quality applications and websites in minutes, yet no public benchmark rigorously verifies those claims. We introduce UI-Bench, the first large-scale benchmark that evaluates visual excellence across…

Computation and Language · Computer Science 2025-09-05 Sam Jung , Agustin Garcinuno , Spencer Mateega

Benchmarks are essential for unified evaluation and reproducibility. The rapid rise of Artificial Intelligence for Software Engineering (AI4SE) has produced numerous benchmarks for tasks such as code generation and bug repair. However, this…

Software Engineering · Computer Science 2025-12-15 Roham Koohestani , Philippe de Bekker , Begüm Koç , Maliheh Izadi

This work is a preliminary exploratory study of how we could progress a step towards an AI assisted article classification sys- tem in academia. The proposed system aims to aid the journal editors in their decisions by pinpointing the…

Digital Libraries · Computer Science 2018-02-20 Tirthankar Ghosal , Rajeev Verma , Asif Ekbal , Sriparna Saha , Pushpak Bhattacharyya

Artificial intelligence is increasingly used in hiring, raising concerns about how applicants perceive these systems. While prior work on algorithmic fairness has emphasized technical bias mitigation, little is known about how avatar…

Human-Computer Interaction · Computer Science 2026-04-09 Ka Hei Carrie Lau , Philipp Stark , Efe Bozkir , Enkelejda Kasneci

Imagine if AI decision-support tools not only complemented our ability to make accurate decisions, but also improved our skills, boosted collaboration, and elevated the joy we derive from our tasks. Despite the potential to optimize a broad…

Human-Computer Interaction · Computer Science 2024-04-16 Zana Buçinca , Siddharth Swaroop , Amanda E. Paluch , Susan A. Murphy , Krzysztof Z. Gajos

This paper presents a novel approach to recruitment automation. Large Language Models (LLMs) were fine-tuned to improve accuracy and efficiency. Building upon our previous work on the Multilayer Large Language Model-Based Robotic Process…

Computation and Language · Computer Science 2025-09-09 Mohamed T. Younes , Omar Walid , Khaled Shaban , Ali Hamdi , Mai Hassan

Despite their substantial successes, AI agents continue to face fundamental challenges in terms of trustworthiness. Consider deep research agents, tasked with searching for information relevant to a given topic-while AI agents can perform…

Machine Learning · Computer Science 2026-04-21 Remy Kim , Minseung Lee , Shuo Li , Osbert Bastani

The use of Artificial Intelligence (AI), or more generally data-driven algorithms, has become ubiquitous in today's society. Yet, in many cases and especially when stakes are high, humans still make final decisions. The critical question,…

Artificial Intelligence · Computer Science 2024-10-15 Eli Ben-Michael , D. James Greiner , Melody Huang , Kosuke Imai , Zhichao Jiang , Sooahn Shin

This paper examines whether artificial intelligence (AI) acts as a substitute or complement to human labour, drawing on 12 million online job vacancies from the United States spanning 2018-2023. We adopt a two-pronged approach: first,…

General Economics · Economics 2025-02-27 Elina Mäkelä , Fabian Stephany

Tendem is a hybrid system where AI handles structured, repeatable work and Human Experts step in when the models fail or to verify results. Each result undergoes a comprehensive quality review before delivery to the Client. To assess…

Large language models (LLMs) have advanced conversational AI assistants. However, systematically evaluating how well these assistants apply personalization--adapting to individual user preferences while completing tasks--remains…

Computation and Language · Computer Science 2025-06-12 Zheng Zhao , Clara Vania , Subhradeep Kayal , Naila Khan , Shay B. Cohen , Emine Yilmaz

Human-centered AI considers human experiences with AI performance. While abundant research has been helping AI achieve superhuman performance either by fully automatic or weak supervision learning, fewer endeavors are experimenting with how…

Artificial Intelligence · Computer Science 2022-08-08 Yilei Zeng , Jiali Duan , Yang Li , Emilio Ferrara , Lerrel Pinto , C. -C. Jay Kuo , Stefanos Nikolaidis

AI-driven conversational coaching is increasingly used to support workplace negotiation, yet prior work assumes uniform effectiveness across users. We challenge this assumption by examining how individual differences, particularly…

Human-Computer Interaction · Computer Science 2026-04-02 Veda Duddu , Jash Rajesh Parekh , Andy Mao , Hanyi Min , Ziang Xiao , Vedant Das Swain , Koustuv Saha

The paper describes a potential platform to facilitate academic peer review with emphasis on early-stage research. This platform aims to make peer review more accurate and timely by rewarding reviewers on the basis of peer prediction…

Digital Libraries · Computer Science 2023-03-30 Alexander Ugarov

Patient recruitment remains a major bottleneck in clinical trials, calling for scalable and automated solutions. We present TrialMatchAI, an AI-powered recommendation system that automates patient-to-trial matching by processing…

The automatic generation of pull requests (PRs) using AI agents has become increasingly common. Although AI-generated PRs are fast and easy to create, their merge rates have been reported to be lower than those created by humans. In this…

Software Engineering · Computer Science 2026-01-27 Haruhiko Yoshioka , Takahiro Monno , Haruka Tokumasu , Taiki Wakamatsu , Yuki Ota , Nimmi Weeraddana , Kenichi Matsumoto