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We present a joint multitask model for the UniDive 2025 Morpho-Syntactic Parsing shared task, where systems predict both morphological and syntactic analyses following novel UD annotation scheme. Our system uses a shared XLM-RoBERTa encoder…

计算与语言 · 计算机科学 2025-08-21 Demian Inostroza , Mel Mistica , Ekaterina Vylomova , Chris Guest , Kemal Kurniawan

Large-scale e-commerce search must surface a broad set of items from a vast catalog, ranging from bestselling products to new, trending, or seasonal items. Modern systems therefore rely on multiple specialized retrieval channels to surface…

信息检索 · 计算机科学 2026-03-09 Aditya Gaydhani , Guangyue Xu , Dhanush Kamath , Ankit Singh , Alex Li

This paper describes the winning solutions of all tasks in Meta KDD Cup 24 from db3 team. The challenge is to build a RAG system from web sources and knowledge graphs. We are given multiple sources for each query to help us answer the…

信息检索 · 计算机科学 2024-10-02 Yikuan Xia , Jiazun Chen , Jun Gao

The paper presents an overview of the third edition of the shared task on multilingual coreference resolution, held as part of the CRAC 2024 workshop. Similarly to the previous two editions, the participants were challenged to develop…

This paper presents the details of Task 1A Acoustic Scene Classification in the DCASE 2021 Challenge. The task targeted development of low-complexity solutions with good generalization properties. The provided baseline system is based on a…

音频与语音处理 · 电气工程与系统科学 2021-07-21 Irene Martín-Morató , Toni Heittola , Annamaria Mesaros , Tuomas Virtanen

Current e-commerce multimodal retrieval systems face two key limitations: they optimize for specific tasks with fixed modality pairings, and lack comprehensive benchmarks for evaluating unified retrieval approaches. To address these…

信息检索 · 计算机科学 2025-08-20 Zihan Liang , Yufei Ma , ZhiPeng Qian , Huangyu Dai , Zihan Wang , Ben Chen , Chenyi Lei , Yuqing Ding , Han Li

Making histopathology image classifiers robust to a wide range of real-world variability is a challenging task. Here, we describe a candidate deep learning solution for the Mitosis Domain Generalization Challenge 2022 (MIDOG) to address the…

图像与视频处理 · 电气工程与系统科学 2023-01-04 Maxime W. Lafarge , Viktor H. Koelzer

This paper describes our approach to the CRAC 2022 Shared Task on Multilingual Coreference Resolution. Our model is based on a state-of-the-art end-to-end coreference resolution system. Apart from joined multilingual training, we improved…

计算与语言 · 计算机科学 2022-09-27 Ondřej Pražák , Miloslav Konopík

The ACM Lifelog Search Challenge (LSC) is a venue that welcomes and compares systems that support the exploration of lifelog data, and in particular the retrieval of specific information, through an interactive competition format. This…

Class-imbalanced node classification tasks are prevalent in real-world scenarios. Due to the uneven distribution of nodes across different classes, learning high-quality node representations remains a challenging endeavor. The engineering…

机器学习 · 计算机科学 2024-05-24 Xinyu Guo , Kai Wu , Xiaoyu Zhang , Jing Liu

Traditional error detection approaches require user-defined parameters and rules. Thus, the user has to know both the error detection system and the data. However, we can also formulate error detection as a semi-supervised classification…

机器学习 · 计算机科学 2019-08-20 Felix Neutatz , Mohammad Mahdavi , Ziawasch Abedjan

We consider a generalization of the classical 100 Prisoner problem and its variant, involving empty boxes, whereby winning probabilities for a team depend on the number of attempts, as well as on the number of winners. We call this the…

组合数学 · 数学 2023-02-14 Ivano Lodato , Snehal M. Shekatkar , Tian An Wong

With the rapid growth of large language models for code generation, distinguishing between human-written and AI-generated code has become increasingly critical for academic integrity, hiring evaluations, and software security. We present…

软件工程 · 计算机科学 2026-05-01 Kargi Chauhan , Sadiba Nusrat Nur

In the human activity recognition research area, prior studies predominantly concentrate on leveraging advanced algorithms on public datasets to enhance recognition performance, little attention has been paid to executing real-time kitchen…

信号处理 · 电气工程与系统科学 2024-09-11 Mengxi Liu , Sungho Suh , Juan Felipe Vargas , Bo Zhou , Agnes Grünerbl , Paul Lukowicz

Modern surveys with large sample sizes and growing mixed-type questionnaires require robust and scalable analysis methods. In this work, we consider recovering a mixed dataframe matrix, obtained by complex survey sampling, with entries…

统计方法学 · 统计学 2024-02-07 Xiaojun Mao , Hengfang Wang , Zhonglei Wang , Shu Yang

Composed Image Retrieval (CIR) has made significant progress, yet current benchmarks are limited to single ground-truth answers and lack the annotations needed to evaluate false positive avoidance, robustness and multi-image reasoning. We…

计算机视觉与模式识别 · 计算机科学 2026-03-06 Rohan Mahadev , Joyce Yuan , Patrick Poirson , David Xue , Hao-Yu Wu , Dmitry Kislyuk

We present the system description for our submission towards the Key Point Analysis Shared Task at ArgMining 2021. Track 1 of the shared task requires participants to develop methods to predict the match score between each pair of arguments…

计算与语言 · 计算机科学 2021-10-26 Manav Nitin Kapadnis , Sohan Patnaik , Siba Smarak Panigrahi , Varun Madhavan , Abhilash Nandy

This report details our solution to the Google AI Open Images Challenge 2019 Object Detection Track. Based on our detailed analysis on the Open Images dataset, it is found that there are four typical features: large-scale, hierarchical tag…

计算机视觉与模式识别 · 计算机科学 2019-10-29 Xingyuan Bu , Junran Peng , Changbao Wang , Cunjun Yu , Guoliang Cao

Retrieving relevant contexts from a large corpus is a crucial step for tasks such as open-domain question answering and fact checking. Although neural retrieval outperforms traditional methods like tf-idf and BM25, its performance degrades…

计算与语言 · 计算机科学 2021-01-05 Jean Maillard , Vladimir Karpukhin , Fabio Petroni , Wen-tau Yih , Barlas Oğuz , Veselin Stoyanov , Gargi Ghosh

This notebook paper describes our system for the untrimmed classification task in the ActivityNet challenge 2016. We investigate multiple state-of-the-art approaches for action recognition in long, untrimmed videos. We exploit hand-crafted…

计算机视觉与模式识别 · 计算机科学 2017-04-13 Yi Zhu , Shawn Newsam , Zaikun Xu