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Temporal causal representation learning methods assume that causal mechanisms switch instantaneously between discrete domains, yet real-world systems often exhibit continuous mechanism transitions. For example, a vehicle's dynamics evolve…

机器学习 · 计算机科学 2026-01-30 Shicheng Fan , Kun Zhang , Lu Cheng

To evaluate Information Retrieval (IR) effectiveness, a possible approach is to use test collections, which are composed of a collection of documents, a set of description of information needs (called topics), and a set of relevant…

信息检索 · 计算机科学 2020-11-03 Kevin Roitero

Recommender systems (RS) commonly retrieve potential candidate items for users from a massive number of items by modeling user interests based on historical interactions. However, historical interaction data is highly sparse, and most items…

信息检索 · 计算机科学 2023-01-18 Ziwei Fan , Alice Wang , Zahra Nazari

The rapid spread of online disinformation presents a global challenge, and machine learning has been widely explored as a potential solution. However, multilingual settings and low-resource languages are often neglected in this field. To…

The 2020 Personalized Voice Trigger Challenge (PVTC2020) addresses two different research problems a unified setup: joint wake-up word detection with speaker verification on close-talking single microphone data and far-field multi-channel…

音频与语音处理 · 电气工程与系统科学 2021-01-07 Yan Jia , Xingming Wang , Xiaoyi Qin , Yinping Zhang , Xuyang Wang , Junjie Wang , Ming Li

There is currently a gap between the natural language expression of scholarly publications and their structured semantic content modeling to enable intelligent content search. With the volume of research growing exponentially every year, a…

计算与语言 · 计算机科学 2021-10-18 Jennifer D'Souza , Sören Auer , Ted Pedersen

Video-Text Retrieval (VTR) aims to search for the most relevant video related to the semantics in a given sentence, and vice versa. In general, this retrieval task is composed of four successive steps: video and textual feature…

计算机视觉与模式识别 · 计算机科学 2023-02-27 Cunjuan Zhu , Qi Jia , Wei Chen , Yanming Guo , Yu Liu

This paper presents the results of the wet lab information extraction task at WNUT 2020. This task consisted of two sub tasks: (1) a Named Entity Recognition (NER) task with 13 participants and (2) a Relation Extraction (RE) task with 2…

计算与语言 · 计算机科学 2020-11-20 Jeniya Tabassum , Sydney Lee , Wei Xu , Alan Ritter

The AI City Challenge was created with two goals in mind: (1) pushing the boundaries of research and development in intelligent video analysis for smarter cities use cases, and (2) assessing tasks where the level of performance is enough to…

Users of Web search engines reveal their information needs through queries and clicks, making click logs a useful asset for information retrieval. However, click logs have not been publicly released for academic use, because they can be too…

信息检索 · 计算机科学 2020-08-19 Nick Craswell , Daniel Campos , Bhaskar Mitra , Emine Yilmaz , Bodo Billerbeck

The ICASSP 2022 Multi-channel Multi-party Meeting Transcription Grand Challenge (M2MeT) focuses on one of the most valuable and the most challenging scenarios of speech technologies. The M2MeT challenge has particularly set up two tracks,…

Generative search engines and deep research LLM agents promise trustworthy, source-grounded synthesis, yet users regularly encounter overconfidence, weak sourcing, and confusing citation practices. We introduce DeepTRACE, a novel…

计算与语言 · 计算机科学 2025-09-08 Pranav Narayanan Venkit , Philippe Laban , Yilun Zhou , Kung-Hsiang Huang , Yixin Mao , Chien-Sheng Wu

Podcasts have become an increasingly popular medium for knowledge sharing within the software engineering (SE) community, offering insights into industry developments and the perspectives of professionals with different backgrounds. As this…

软件工程 · 计算机科学 2026-05-27 Marvin Wyrich , Marcos Kalinowski , Adolfo Neto , Sven Apel

This paper reports on a study of cross-lingual information retrieval (CLIR) using the mT5-XXL reranker on the NeuCLIR track of TREC 2022. Perhaps the biggest contribution of this study is the finding that despite the mT5 model being…

信息检索 · 计算机科学 2023-03-29 Vitor Jeronymo , Roberto Lotufo , Rodrigo Nogueira

Over the past few years, deep learning methods have been applied for a wide range of Software Engineering (SE) tasks, including in particular for the important task of automatically predicting and localizing faults in software. With the…

软件工程 · 计算机科学 2024-02-09 Adil Mukhtar , Dietmar Jannach , Franz Wotawa

This paper presents an overview of the PromptCBLUE shared task (http://cips-chip.org.cn/2023/eval1) held in the CHIP-2023 Conference. This shared task reformualtes the CBLUE benchmark, and provide a good testbed for Chinese open-domain or…

计算与语言 · 计算机科学 2024-01-01 Wei Zhu , Xiaoling Wang , Mosha Chen , Buzhou Tang

This shared task has aimed to assess pedagogical abilities of AI tutors powered by large language models (LLMs), focusing on evaluating the quality of tutor responses aimed at student's mistake remediation within educational dialogues. The…

计算机与社会 · 计算机科学 2025-07-16 Ekaterina Kochmar , Kaushal Kumar Maurya , Kseniia Petukhova , KV Aditya Srivatsa , Anaïs Tack , Justin Vasselli

Workplace meetings are vital to organizational collaboration, yet a large percentage of meetings are rated as ineffective. To help improve meeting effectiveness by understanding if the conversation is on topic, we create a comprehensive…

计算与语言 · 计算机科学 2024-11-05 Yaran Fan , Jamie Pool , Senja Filipi , Ross Cutler

Multiple Object Tracking (MOT) has gained increasing attention due to its academic and commercial potential. Although different approaches have been proposed to tackle this problem, it still remains challenging due to factors like abrupt…

计算机视觉与模式识别 · 计算机科学 2022-02-14 Wenhan Luo , Junliang Xing , Anton Milan , Xiaoqin Zhang , Wei Liu , Tae-Kyun Kim

The Multi-speaker Multi-style Voice Cloning Challenge (M2VoC) aims to provide a common sizable dataset as well as a fair testbed for the benchmarking of the popular voice cloning task. Specifically, we formulate the challenge to adapt an…

音频与语音处理 · 电气工程与系统科学 2021-04-06 Qicong Xie , Xiaohai Tian , Guanghou Liu , Kun Song , Lei Xie , Zhiyong Wu , Hai Li , Song Shi , Haizhou Li , Fen Hong , Hui Bu , Xin Xu