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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…

Computation and Language · Computer Science 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…

Computation and Language · Computer Science 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…

Artificial Intelligence · Computer Science 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…

Information Retrieval · Computer Science 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…

Computer Vision and Pattern Recognition · Computer Science 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,…

Computer Vision and Pattern Recognition · Computer Science 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…

Computation and Language · Computer Science 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…

Computation and Language · Computer Science 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…

Computation and Language · Computer Science 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…

Software Engineering · Computer Science 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…

Computers and Society · Computer Science 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…

Computer Vision and Pattern Recognition · Computer Science 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…

Artificial Intelligence · Computer Science 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…

Computer Vision and Pattern Recognition · Computer Science 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…

Applications · Statistics 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…

Information Retrieval · Computer Science 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…

Computation and Language · Computer Science 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…

Information Retrieval · Computer Science 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…

Artificial Intelligence · Computer Science 2026-03-03 Shrey Shah , Levent Ozgur