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SPARQL query composition is difficult for the lay-person or even the experienced bioinformatician in cases where the data model is unfamiliar. Established best-practices and internationalization concerns dictate that semantic web ontologies…

信息检索 · 计算机科学 2010-12-09 Luke McCarthy , Ben Vandervalk , Mark Wilkinson

Modern e-commerce search is evolving to resolve complex user intents. While Large Language Models (LLMs) offer strong reasoning, existing LLM-based paradigms face a fundamental blindness-latency dilemma: query rewriting is agnostic to…

人工智能 · 计算机科学 2026-04-30 Mengxiang Chen , Zhouwei Zhai , Jin Li

Large language model (LLM)-based search agents have proven promising for addressing knowledge-intensive problems by incorporating information retrieval capabilities. Existing works largely focus on optimizing the reasoning paradigms of…

人工智能 · 计算机科学 2026-01-09 Tongyu Wen , Guanting Dong , Zhicheng Dou

In recent years, there have been amazing advances in deep learning methods for machine reading. In machine reading, the machine reader has to extract the answer from the given ground truth paragraph. Recently, the state-of-the-art machine…

计算与语言 · 计算机科学 2018-04-13 Phu Mon Htut , Samuel R. Bowman , Kyunghyun Cho

An important aspect of artificial intelligence (AI) is the ability to reason in a step-by-step "algorithmic" manner that can be inspected and verified for its correctness. This is especially important in the domain of question answering…

人工智能 · 计算机科学 2021-11-08 Kwabena Nuamah

Listwise reranking with large language models (LLMs) enhances top-ranked results in retrieval-based applications. Due to the limit in context size and high inference cost of long context, reranking is typically performed over a fixed size…

信息检索 · 计算机科学 2025-10-27 Soyoung Yoon , Gyuwan Kim , Gyu-Hwung Cho , Seung-won Hwang

Artificial Intelligence (AI) has huge impact on our daily lives with applications such as voice assistants, facial recognition, chatbots, autonomously driving cars, etc. Natural Language Processing (NLP) is a cross-discipline of AI and…

计算与语言 · 计算机科学 2023-04-18 Klim Zaporojets

This paper addresses the problem of determining the best answer in Community-based Question Answering (CQA) websites by focussing on the content. In particular, we present a system, ACQUA [http://acqua.kmi.open.ac.uk], that can be installed…

计算与语言 · 计算机科学 2015-06-18 George Gkotsis , Maria Liakata , Carlos Pedrinaci , John Domingue

Knowledge Graphs (KGs) play a crucial role in enhancing e-commerce system performance by providing structured information about entities and their relationships, such as complementary or substitutable relations between products or product…

Traditional e-commerce search systems employ multi-stage cascading architectures (MCA) that progressively filter items through recall, pre-ranking, and ranking stages. While effective at balancing computational efficiency with business…

Large language models (LLMs) have demonstrated impressive performance in various natural language processing tasks, yet their ability to perform multi-step logical reasoning remains an open challenge. Although Chain-of-Thought prompting has…

Language agents have become a promising solution to complex interactive tasks. One of the key ingredients to the success of language agents is the reward model on the trajectory of the agentic workflow, which provides valuable guidance…

机器学习 · 计算机科学 2025-02-05 Zongyu Lin , Yao Tang , Xingcheng Yao , Da Yin , Ziniu Hu , Yizhou Sun , Kai-Wei Chang

In the realm of education, student evaluation holds equal significance to imparting knowledge. To be evaluated, students usually need to go through text-based academic assessment methods. Instructors need to make a diverse set of questions…

计算与语言 · 计算机科学 2025-09-30 Md. Alvee Ehsan , A. S. M Mehedi Hasan , Kefaya Benta Shahnoor , Syeda Sumaiya Tasneem

In e-commerce, a user tends to search for the desired product by issuing a query to the search engine and examining the retrieved results. If the search engine was successful in correctly understanding the user's query, it will return…

信息检索 · 计算机科学 2019-08-26 Saurav Manchanda , Mohit Sharma , George Karypis

In the domain of non-generative visual counterfactual explanations (CE), traditional techniques frequently involve the substitution of sections within a query image with corresponding sections from distractor images. Such methods have…

计算机视觉与模式识别 · 计算机科学 2025-11-18 Lintong Zhang , Kang Yin , Seong-Whan Lee

High relevance of retrieved and re-ranked items to the search query is the cornerstone of successful product search, yet measuring relevance of items to queries is one of the most challenging tasks in product information retrieval, and…

Many people use search engines to find online guidance to solve computer or mobile device problems. Users frequently encounter challenges in identifying effective solutions from search results, often wasting time trying ineffective…

信息检索 · 计算机科学 2024-07-10 Lei Ding , Jeshwanth Bheemanpally , Yi Zhang

Knowledge representation and reasoning are critical challenges in Artificial Intelligence (AI), particularly in integrating neural and symbolic approaches to achieve explainable and transparent AI systems. Traditional knowledge…

计算与语言 · 计算机科学 2025-02-17 Xin Kang , Veronika Shteingardt , Yuhan Wang , Dov Dori

The main goal of this master's thesis is to introduce Quantum Natural Language Processing (QNLP) in a way understandable by both the NLP engineer and the quantum computing practitioner. QNLP is a recent application of quantum computing that…

计算与语言 · 计算机科学 2022-02-25 Shervin Le Du , Senaida Hernández Santana , Giannicola Scarpa

In e-commerce, the order in which search results are displayed when a customer tries to find relevant listings can significantly impact their shopping experience and search efficiency. Tailored re-ranking system based on relevance and…

信息检索 · 计算机科学 2024-08-27 Siqi Wang , Audrey Zhijiao Chen , Austin Clapp , Sheng-Min Shih , Xiaoting Zhao