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The ability to research and synthesize knowledge is central to human expertise and progress. A new class of AI systems--designed for generative research synthesis--aims to automate this process by retrieving information from the live web…

计算与语言 · 计算机科学 2026-02-10 Liana Patel , Negar Arabzadeh , Harshit Gupta , Ankita Sundar , Ion Stoica , Matei Zaharia , Carlos Guestrin

Powerful generative models have led to recent progress in question generation (QG). However, it is difficult to measure advances in QG research since there are no standardized resources that allow a uniform comparison among approaches. In…

计算与语言 · 计算机科学 2023-01-03 Asahi Ushio , Fernando Alva-Manchego , Jose Camacho-Collados

The rapid development of automated scientific survey generation technology has made it increasingly important to establish a comprehensive benchmark to evaluate the quality of generated surveys.Nearly all existing evaluation benchmarks rely…

人工智能 · 计算机科学 2026-01-23 Guo-Biao Zhang , Ding-Yuan Liu , Da-Yi Wu , Tian Lan , Heyan Huang , Zhijing Wu , Xian-Ling Mao

Generative Search Engine (GSE) leverages the Retrieval-Augmented Generation (RAG) technique and the Large Language Model (LLM) to integrate multi-source information and provide users with accurate and comprehensive responses. Unlike…

信息检索 · 计算机科学 2026-03-19 Xiaolu Chen , Jie Bao , Haojie Wu , Zhen Chen , Yong Liao

In this paper, we investigate a novel artificial intelligence generation task termed Generated Contents Enrichment (GCE). Conventional AI content generation produces visually realistic content by implicitly enriching the given textual…

计算机视觉与模式识别 · 计算机科学 2024-10-10 Mahdi Naseri , Jiayan Qiu , Zhou Wang

Evaluating layout-guided text-to-image generative models requires assessing both semantic alignment with textual prompts and spatial fidelity to prescribed layouts. Assessing layout alignment requires collecting fine-grained annotations,…

计算机视觉与模式识别 · 计算机科学 2026-04-29 Luca Parolari , Nicla Faccioli , Lamberto Ballan

Generative AI (GenAI) has revolutionized content generation, offering transformative capabilities for improving language coherence, readability, and overall quality. This manuscript explores the application of qualitative, quantitative, and…

计算与语言 · 计算机科学 2024-11-28 Saman Sarraf

Determining and ranking the most salient entities in a text is critical for user-facing systems, especially as users increasingly rely on models to interpret long documents they only partially read. Graded entity salience addresses this…

计算与语言 · 计算机科学 2025-06-02 Jessica Lin , Amir Zeldes

Generative search engines directly generate responses to user queries, along with in-line citations. A prerequisite trait of a trustworthy generative search engine is verifiability, i.e., systems should cite comprehensively (high citation…

计算与语言 · 计算机科学 2023-10-25 Nelson F. Liu , Tianyi Zhang , Percy Liang

Code review is a standard practice for ensuring the quality of software projects, and recent research has focused extensively on automated code review. While significant advancements have been made in generating code reviews, the automated…

软件工程 · 计算机科学 2025-01-10 Yanjie Jiang , Hui Liu , Tianyi Chen , Fu Fan , Chunhao Dong , Kui Liu , Lu Zhang

Search Engines (SE) have been shown to perpetuate well-known gender stereotypes identified in psychology literature and to influence users accordingly. Similar biases were found encoded in Word Embeddings (WEs) learned from large online…

计算机与社会 · 计算机科学 2020-09-04 Alessandro Fabris , Alberto Purpura , Gianmaria Silvello , Gian Antonio Susto

While current video generation focuses on text or image conditions, practical applications like video editing and vlogging often need to seamlessly connect separate clips. In our work, we introduce Video Connecting, an innovative task that…

计算机视觉与模式识别 · 计算机科学 2026-01-28 Zhiyu Yin , Zhipeng Liu , Kehai Chen , Lemao Liu , Jin Liu , Hong-Dong Li , Yang Xiang , Min Zhang

Front-end web code has become a core product surface for every frontier LLM release, yet evaluating these interactive applications at development speed remains costly because human-judged leaderboards like Arena do not scale. Existing…

人工智能 · 计算机科学 2026-05-29 Haoyue Yang , Zhangxiao Shen , Fan Ding , Hangting Lou , Yifeng Kou , Haoqing Yu , Jingyao Li , Zhengfan Wu , Siqi Bao , Jing Liu , Hua Wu

Recent advances in image generation, often driven by proprietary systems like GPT-4o Image Gen, regularly introduce new capabilities that reshape how users interact with these models. Existing benchmarks often lag behind and fail to capture…

计算机视觉与模式识别 · 计算机科学 2025-10-20 Jiaxin Ge , Grace Luo , Heekyung Lee , Nishant Malpani , Long Lian , XuDong Wang , Aleksander Holynski , Trevor Darrell , Sewon Min , David M. Chan

AI-powered answer engines are inherently non-deterministic: identical queries submitted at different times can produce different responses and cite different sources. Despite this stochastic behavior, current approaches to measuring domain…

应用统计 · 统计学 2026-03-11 Ronald Sielinski

Generative answer engines expose content through selective citation rather than ranked retrieval, fundamentally altering how visibility is determined. This shift calls for new optimization methods beyond traditional search engine…

信息检索 · 计算机科学 2026-04-22 Zikang Liu , Peilan Xu

Coherence is a linguistic term that refers to the relations between small textual units (sentences, propositions), which make the text logically consistent and meaningful to the reader. With the advances of generative foundational models in…

计算与语言 · 计算机科学 2023-10-26 Aviya Maimon , Reut Tsarfaty

This publication describes the motivation and generation of $Q_{bias}$, a large dataset of Google and Bing search queries, a scraping tool and dataset for biased news articles, as well as language models for the investigation of bias in…

信息检索 · 计算机科学 2023-11-30 Fabian Haak , Philipp Schaer

Generative audio models are rapidly advancing in both capabilities and public utilization -- several powerful generative audio models have readily available open weights, and some tech companies have released high quality generative audio…

Language agents increasingly act as web-enabled systems that search, browse, and synthesize information from diverse sources. However, these sources can include unreliable or adversarial content, and the robustness of agents to adversarial…

人工智能 · 计算机科学 2026-03-03 Shrey Shah , Levent Ozgur