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As language models (LMs) become capable of handling a wide range of tasks, their evaluation is becoming as challenging as their development. Most generation benchmarks currently assess LMs using abstract evaluation criteria like helpfulness…

We investigate the multilingual and multimodal performance of a large language model-based artificial intelligence (AI) system, GPT-4o, using a diverse set of physics concept inventories spanning multiple languages and subject categories.…

Physics Education · Physics 2025-07-14 Gerd Kortemeyer , Marina Babayeva , Giulia Polverini , Ralf Widenhorn , Bor Gregorcic

Massive pre-trained language models have garnered attention and controversy due to their ability to generate human-like responses: attention due to their frequent indistinguishability from human-generated phraseology and narratives, and…

Physics Education · Physics 2023-05-23 Gerd Kortemeyer

The effective assessment of the instruction-following ability of large language models (LLMs) is of paramount importance. A model that cannot adhere to human instructions might be not able to provide reliable and helpful responses. In…

Computation and Language · Computer Science 2023-11-17 Yimin Jing , Renren Jin , Jiahao Hu , Huishi Qiu , Xiaohua Wang , Peng Wang , Deyi Xiong

The complexity of modern software has led to a drastic increase in the time and cost associated with detecting and rectifying software bugs. In response, researchers have explored various methods to automatically generate fixes for buggy…

Software Engineering · Computer Science 2023-03-31 Md Mahim Anjum Haque , Wasi Uddin Ahmad , Ismini Lourentzou , Chris Brown

Despite the successes of language models, their evaluation remains a daunting challenge for new and existing tasks. We consider the task of text simplification, commonly used to improve information accessibility, where evaluation faces two…

Computation and Language · Computer Science 2025-04-17 Joseph Liu , Yoonsoo Nam , Xinyue Cui , Swabha Swayamdipta

To integrate seamlessly into real-world software engineering, Code Agents must evolve from passive instruction followers into proactive collaborative partners. However, current evaluation paradigms predominantly reward "guessing" user…

Software Engineering · Computer Science 2026-03-03 Jialin Li , Yuan Wu , Yi Chang

The rapid emergence of large language models (LLMs) has raised urgent questions across the modern workforce about this new technology's strengths, weaknesses, and capabilities. For privacy professionals, the question is whether these AI…

Computers and Society · Computer Science 2025-08-13 Zane Witherspoon , Thet Mon Aye , YingYing Hao

Comparing human and model performance offers a valuable perspective for understanding the strengths and limitations of embedding models, highlighting where they succeed and where they fail to capture meaning and nuance. However, such…

Computation and Language · Computer Science 2025-12-05 Adnan El Assadi , Isaac Chung , Roman Solomatin , Niklas Muennighoff , Kenneth Enevoldsen

Penetration testing (PT) is an efficient network testing and vulnerability mining tool by simulating a hacker's attack for valuable information applied in some areas. Compared with manual PT, intelligent PT has become a dominating…

Cryptography and Security · Computer Science 2022-04-06 Jinyin Chen , Shulong Hu , Haibin Zheng , Changyou Xing , Guomin Zhang

In the process of patient diagnosis, non-invasive measurements are widely used due to their low risks and quick results. Electrocardiogram (ECG), as a non-invasive method to collect heart activities, is used to diagnose cardiac conditions.…

Machine Learning · Computer Science 2025-12-11 Yuhao Xu , Jiaying Lu , Sirui Ding , Defu Cao , Xiao Hu , Carl Yang

With the rise of artificial intelligence (A.I.) and large language models like ChatGPT, a new race for achieving artificial general intelligence (A.G.I) has started. While many speculate how and when A.I. will achieve A.G.I., there is no…

Artificial Intelligence · Computer Science 2025-12-05 Georgios Mappouras

ChatGPT is a cutting-edge artificial intelligence language model developed by OpenAI, which has attracted a lot of attention due to its surprisingly strong ability in answering follow-up questions. In this report, we aim to evaluate ChatGPT…

Computation and Language · Computer Science 2023-03-27 Haoran Wu , Wenxuan Wang , Yuxuan Wan , Wenxiang Jiao , Michael Lyu

More and more people are experiencing pressure from work, life, and education. These pressures often lead to an anxious state of mind, or even the early symptoms of suicidal ideation. With the advancement of artificial intelligence (AI)…

Human-Computer Interaction · Computer Science 2025-03-21 Longdi Xian , Junhao Xu

Today, available methods that assess AI systems are focused on using empirical techniques to measure the performance of algorithms in some specific tasks (e.g., playing chess, solving mazes or land a helicopter). However, these methods are…

Artificial Intelligence · Computer Science 2011-09-26 Javier Insa-Cabrera , Jose Hernandez-Orallo

Artificial intelligence (AI) has made remarkable progress across various domains, with large language models like ChatGPT gaining substantial attention for their human-like text-generation capabilities. Despite these achievements, spatial…

Artificial Intelligence · Computer Science 2024-01-11 Fangjun Li , David C. Hogg , Anthony G. Cohn

Generative chat models, such as ChatGPT and GPT-4, have revolutionized natural language generation (NLG) by incorporating instructions and human feedback to achieve significant performance improvements. However, the lack of standardized…

Computation and Language · Computer Science 2023-05-25 Xuanyu Zhang , Bingbing Li , Qing Yang

As AI systems increasingly evaluate other AI outputs, understanding their assessment behavior becomes crucial for preventing cascading biases. This study analyzes vision-language descriptions generated by NVIDIA's Describe Anything Model…

Artificial Intelligence · Computer Science 2025-09-22 Sajjad Abdoli , Rudi Cilibrasi , Rima Al-Shikh

We developed a benchmark set to assess the generalization of state-of-the-art large language models on problems beyond linguistic tasks and evaluate it on a systematic progression of GPT models (GPT-3.5, GPT-4, GPT-4o, GPT-4o-mini). Using…

Artificial Intelligence · Computer Science 2025-03-03 Gonçalo Hora de Carvalho , Oscar Knap , Robert Pollice

We explore the evolving efficacy of three generative pre-trained transformer (GPT) models in generating answers for multiple-choice questions (MCQ) from introductory and intermediate Python programming courses in higher education. We focus…

Computers and Society · Computer Science 2023-11-17 Jaromir Savelka , Arav Agarwal , Christopher Bogart , Majd Sakr
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