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The development of audio foundation models has accelerated rapidly since the emergence of GPT-4o. However, the lack of comprehensive evaluation has become a critical bottleneck for further progress in the field, particularly in audio…

Debate has been widely adopted as a strategy to enhance critical thinking skills in English Language Arts (ELA). One important skill in debate is forming effective argumentation, which requires debaters to select supportive evidence from…

人机交互 · 计算机科学 2025-12-16 Mengqian Wu , Jiayi Zhang , Raymond Z. Zhang

Evaluation metric of visual captioning is important yet not thoroughly explored. Traditional metrics like BLEU, METEOR, CIDEr, and ROUGE often miss semantic depth, while trained metrics such as CLIP-Score, PAC-S, and Polos are limited in…

计算机视觉与模式识别 · 计算机科学 2024-12-20 Tony Cheng Tong , Sirui He , Zhiwen Shao , Dit-Yan Yeung

Automatically evaluating vision-language tasks is challenging, especially when it comes to reflecting human judgments due to limitations in accounting for fine-grained details. Although GPT-4V has shown promising results in various…

计算机视觉与模式识别 · 计算机科学 2023-11-03 Xinlu Zhang , Yujie Lu , Weizhi Wang , An Yan , Jun Yan , Lianke Qin , Heng Wang , Xifeng Yan , William Yang Wang , Linda Ruth Petzold

We introduce AEGIS, A holistic benchmark for Evaluating forensic analysis of AI-Generated academic ImageS. Compared to existing benchmarks, AEGIS features three key advances: (1) Domain-Specific Complexity: covering seven academic…

Automated essay scoring (AES) to evaluate second language (L2) proficiency has been a firmly established technology used in educational contexts for decades. Although holistic scoring has seen advancements in AES that match or even exceed…

计算与语言 · 计算机科学 2024-04-30 Stefano Bannò , Hari Krishna Vydana , Kate M. Knill , Mark J. F. Gales

The grading of open-ended questions is a high-effort, high-impact task in education. Automating this task promises a significant reduction in workload for education professionals, as well as more consistent grading outcomes for students, by…

ChatGPT has demonstrated impressive performance in various downstream tasks. However, in the Chinese Spelling Correction (CSC) task, we observe a discrepancy: while ChatGPT performs well under human evaluation, it scores poorly according to…

计算与语言 · 计算机科学 2023-11-15 Kunting Li , Yong Hu , Shaolei Wang , Hanhan Ma , Liang He , Fandong Meng , Jie Zhou

We introduce WebGames, a comprehensive benchmark suite designed to evaluate general-purpose web-browsing AI agents through a collection of 50+ interactive challenges. These challenges are specifically crafted to be straightforward for…

LLM-powered coding agents are reshaping the development paradigm. However, existing evaluation systems, neither traditional tests for humans nor benchmarks for LLMs, fail to capture this shift, excluding problems that require both human…

Recent approaches to evaluating Artificial General Intelligence (AGI) typically summarize a system's capability using the arithmetic mean of its proficiencies across multiple cognitive domains. While simple, this implicitly assumes…

人工智能 · 计算机科学 2025-12-01 Fares Fourati

Despite widespread discussion of AGI, there is no clear framework for measuring progress toward it. This ambiguity fuels subjective claims, makes it difficult to track progress, and risks hindering responsible governance. As a starting…

Cognitive psychology delves on understanding perception, attention, memory, language, problem-solving, decision-making, and reasoning. Large language models (LLMs) are emerging as potent tools increasingly capable of performing human-level…

计算与语言 · 计算机科学 2023-04-13 Sifatkaur Dhingra , Manmeet Singh , Vaisakh SB , Neetiraj Malviya , Sukhpal Singh Gill

This research introduces LegalScore, a specialized index for assessing how generative artificial intelligence models perform in a selected range of career exams that require a legal background in Brazil. The index evaluates fourteen…

AI assistants are being increasingly used by students enrolled in higher education institutions. While these tools provide opportunities for improved teaching and education, they also pose significant challenges for assessment and learning…

计算机与社会 · 计算机科学 2024-11-28 Beatriz Borges , Negar Foroutan , Deniz Bayazit , Anna Sotnikova , Syrielle Montariol , Tanya Nazaretzky , Mohammadreza Banaei , Alireza Sakhaeirad , Philippe Servant , Seyed Parsa Neshaei , Jibril Frej , Angelika Romanou , Gail Weiss , Sepideh Mamooler , Zeming Chen , Simin Fan , Silin Gao , Mete Ismayilzada , Debjit Paul , Alexandre Schöpfer , Andrej Janchevski , Anja Tiede , Clarence Linden , Emanuele Troiani , Francesco Salvi , Freya Behrens , Giacomo Orsi , Giovanni Piccioli , Hadrien Sevel , Louis Coulon , Manuela Pineros-Rodriguez , Marin Bonnassies , Pierre Hellich , Puck van Gerwen , Sankalp Gambhir , Solal Pirelli , Thomas Blanchard , Timothée Callens , Toni Abi Aoun , Yannick Calvino Alonso , Yuri Cho , Alberto Chiappa , Antonio Sclocchi , Étienne Bruno , Florian Hofhammer , Gabriel Pescia , Geovani Rizk , Leello Dadi , Lucas Stoffl , Manoel Horta Ribeiro , Matthieu Bovel , Yueyang Pan , Aleksandra Radenovic , Alexandre Alahi , Alexander Mathis , Anne-Florence Bitbol , Boi Faltings , Cécile Hébert , Devis Tuia , François Maréchal , George Candea , Giuseppe Carleo , Jean-Cédric Chappelier , Nicolas Flammarion , Jean-Marie Fürbringer , Jean-Philippe Pellet , Karl Aberer , Lenka Zdeborová , Marcel Salathé , Martin Jaggi , Martin Rajman , Mathias Payer , Matthieu Wyart , Michael Gastpar , Michele Ceriotti , Ola Svensson , Olivier Lévêque , Paolo Ienne , Rachid Guerraoui , Robert West , Sanidhya Kashyap , Valerio Piazza , Viesturs Simanis , Viktor Kuncak , Volkan Cevher , Philippe Schwaller , Sacha Friedli , Patrick Jermann , Tanja Käser , Antoine Bosselut

New models for natural language understanding have recently made an unparalleled amount of progress, which has led some researchers to suggest that the models induce universal text representations. However, current benchmarks are…

计算与语言 · 计算机科学 2022-04-05 Damien Sileo , Tim Van-de-Cruys , Camille Pradel , Philippe Muller

We introduce ARC-AGI-3, an interactive benchmark for studying agentic intelligence through novel, abstract, turn-based environments in which agents must explore, infer goals, build internal models of environment dynamics, and plan effective…

人工智能 · 计算机科学 2026-04-20 ARC Prize Foundation

The launch of ChatGPT at the end of 2022 generated large interest into possible applications of artificial intelligence in STEM education and among STEM professions. As a result many questions surrounding the capabilities of generative AI…

计算机与社会 · 计算机科学 2023-09-29 Matthew Frenkel , Hebah Emara

Recent advances in large language models (LLMs) have driven extensive evaluations in software engineering. however, most prior work concentrates on code-level tasks, leaving software design capabilities underexplored. To fill this gap, we…

软件工程 · 计算机科学 2026-03-12 Bingxu Xiao , Yunwei Dong , Yiqi Tang , Manqing Zhang , Yifan Zhou , Chunyan Ma , Yepang Liu

With the rapid advancements in AI-Generated Content (AIGC), AI-Generated Images (AIGIs) have been widely applied in entertainment, education, and social media. However, due to the significant variance in quality among different AIGIs, there…

计算机视觉与模式识别 · 计算机科学 2024-04-05 Chunyi Li , Tengchuan Kou , Yixuan Gao , Yuqin Cao , Wei Sun , Zicheng Zhang , Yingjie Zhou , Zhichao Zhang , Weixia Zhang , Haoning Wu , Xiaohong Liu , Xiongkuo Min , Guangtao Zhai