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相关论文: Towards Robust Expert Finding in Community Questio…

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Many predictive tasks, such as diagnosing a patient based on their medical chart, are ultimately defined by the decisions of human experts. Unfortunately, encoding experts' knowledge is often time consuming and expensive. We propose a…

机器学习 · 统计学 2016-06-23 Kyle Reing , David C. Kale , Greg Ver Steeg , Aram Galstyan

Community detection is one of the most active fields in complex networks analysis, due to its potential value in practical applications. Many works inspired by different paradigms are devoted to the development of algorithmic solutions…

社会与信息网络 · 计算机科学 2012-08-16 Günce Orman , Vincent Labatut , Hocine Cherifi

Community Question Answering (CQA) in different domains is growing at a large scale because of the availability of several platforms and huge shareable information among users. With the rapid growth of such online platforms, a massive…

信息检索 · 计算机科学 2024-03-06 Rima Hazra , Debanjan Saha , Amruit Sahoo , Somnath Banerjee , Animesh Mukherjee

Counterfactual explanations (CFEs) are essential for interpreting black-box models, yet they often become invalid when models are slightly changed. Existing methods for generating robust CFEs are often limited to specific types of models,…

机器学习 · 计算机科学 2026-04-21 Marcin Kostrzewa , Maciej Zięba , Jerzy Stefanowski

Owing to the impressive general intelligence of large language models (LLMs), there has been a growing trend to integrate them into recommender systems to gain a more profound insight into human interests and intentions. Existing LLMs-based…

信息检索 · 计算机科学 2024-10-29 Chuang Zhao , Xing Su , Ming He , Hongke Zhao , Jianping Fan , Xiaomeng Li

A new clinical literature search engine, called CupQ, is presented. It aims to help clinicians stay updated with medical knowledge. Although PubMed is currently one of the most widely used digital libraries for biomedical information, it…

数字图书馆 · 计算机科学 2021-02-23 Jesse Wang , Henry Kautz

Expertise is a loosely defined concept that is hard to formalize. Much research has focused on designing efficient algorithms for expert finding in large databases in various application domains. The evaluation of such recommender systems…

信息检索 · 计算机科学 2018-06-29 Robin Brochier , Adrien Guille , Benjamin Rothan , Julien Velcin

Efficiently fine-tuning pre-trained models for downstream tasks is a key challenge in the era of foundation models. Parameter-efficient fine-tuning (PEFT) presents a promising solution, achieving performance comparable to full fine-tuning…

机器学习 · 计算机科学 2025-11-11 Qifeng Lei , Zhiyong Yang , Qianqian Xu , Cong Hua , Peisong Wen , Qingming Huang

Rigorous and reproducible evaluation is critical for assessing the state of the art and for guiding scientific advances in Artificial Intelligence. Evaluation is challenging in practice due to several reasons, including benchmark…

Over the last twenty years, significant progress has been made in designing and implementing Question Answering (QA) systems. However, addressing complex questions, the answers to which are spread across multiple documents, remains a…

计算与语言 · 计算机科学 2026-02-26 Sourav Saha , Dwaipayan Roy , Mandar Mitra

Software developers commonly rely on platforms like Stack Overflow for problem-solving and learning. However, academic research is an untapped resource that could greatly benefit industry practitioners. The challenge lies in connecting the…

软件工程 · 计算机科学 2025-05-26 Sahar Farzanehpour , Swetha Rajeev , Huayu Liang , Ritvik Prabhu , Chris Brown

Textual Question Answering (QA) aims to provide precise answers to user's questions in natural language using unstructured data. One of the most popular approaches to this goal is machine reading comprehension(MRC). In recent years, many…

计算与语言 · 计算机科学 2022-02-07 Yang Bai , Daisy Zhe Wang

Objective: This research explores using crowdsourcing for software usability evaluation. Background: Usability studies are essential for designing user-friendly software, but traditional methods are often costly and time-consuming.…

软件工程 · 计算机科学 2024-08-14 Muhammad Nasir

The Confidential Consortium Framework (CCF) is an open-source platform for developing trustworthy and reliable cloud applications. CCF powers Microsoft's Azure Confidential Ledger service and as such it is vital to build confidence in the…

分布式、并行与集群计算 · 计算机科学 2024-10-17 Heidi Howard , Markus A. Kuppe , Edward Ashton , Amaury Chamayou , Natacha Crooks

We propose a practical instant question answering (QA) system on product pages of ecommerce services, where for each user query, relevant community question answer (CQA) pairs are retrieved. User queries and CQA pairs differ significantly…

机器学习 · 计算机科学 2021-04-08 Happy Mittal , Aniket Chakrabarti , Belhassen Bayar , Animesh Anant Sharma , Nikhil Rasiwasia

Discussing research-sensemaking questions on Community Question and Answering (CQA) platforms has been an increasingly common practice for the public to participate in science communication. Nonetheless, how users strategically craft…

人机交互 · 计算机科学 2023-11-21 Changyang He , Yue Deng , Lu He , Qingyu Guo , Yu Zhang , Zhicong Lu , Bo Li

Frequently Asked Questions (FAQs) refer to the most common inquiries about specific content. They serve as content comprehension aids by simplifying topics and enhancing understanding through succinct presentation of information. In this…

计算与语言 · 计算机科学 2024-11-20 Sahil Kale , Gautam Khaire , Jay Patankar

Question-answering (QA) that comes naturally to humans is a critical component in seamless human-computer interaction. It has emerged as one of the most convenient and natural methods to interact with the web and is especially desirable in…

计算与语言 · 计算机科学 2022-11-15 Deepak Gupta

Question answering over knowledge bases (KBQA) has become a popular approach to help users extract information from knowledge bases. Although several systems exist, choosing one suitable for a particular application scenario is difficult.…

计算与语言 · 计算机科学 2022-11-16 Khiem Vinh Tran , Hao Phu Phan , Khang Nguyen Duc Quach , Ngan Luu-Thuy Nguyen , Jun Jo , Thanh Tam Nguyen

In large-scale industrial e-commerce, the efficiency of an online recommendation system is crucial in delivering highly relevant item/content advertising that caters to diverse business scenarios. However, most existing studies focus solely…

信息检索 · 计算机科学 2023-10-25 Minfang Lu , Yuchen Jiang , Huihui Dong , Qi Li , Ziru Xu , Yuanlin Liu , Lixia Wu , Haoyuan Hu , Han Zhu , Yuning Jiang , Jian Xu , Bo Zheng