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Measuring advances in retrieval requires test collections with relevance judgments that can faithfully distinguish systems. This paper presents NeuCLIRTech, an evaluation collection for cross-language retrieval over technical information.…

Information Retrieval · Computer Science 2026-02-06 Dawn Lawrie , James Mayfield , Eugene Yang , Andrew Yates , Sean MacAvaney , Ronak Pradeep , Scott Miller , Paul McNamee , Luca Soldaini

Visual object navigation using learning methods is one of the key tasks in mobile robotics. This paper introduces a new representation of a scene semantic map formed during the embodied agent interaction with the indoor environment. It is…

Robotics · Computer Science 2023-11-08 Tatiana Zemskova , Aleksei Staroverov , Kirill Muravyev , Dmitry Yudin , Aleksandr Panov

This paper describes the proposed system of the Hitachi team for the Cross-Framework Meaning Representation Parsing (MRP 2019) shared task. In this shared task, the participating systems were asked to predict nodes, edges and their…

Computation and Language · Computer Science 2019-11-21 Yuta Koreeda , Gaku Morio , Terufumi Morishita , Hiroaki Ozaki , Kohsuke Yanai

Efficient optimisation algorithms have become important tools for finding high-quality solutions to hard, real-world problems such as production scheduling, timetabling, or vehicle routing. These algorithms are typically "black boxes" that…

Human-Computer Interaction · Computer Science 2020-09-08 Jie Liu , Tim Dwyer , Guido Tack , Samuel Gratzl , Kim Marriott

Symbolic regression searches for analytic expressions that accurately describe studied phenomena. The main attraction of this approach is that it returns an interpretable model that can be insightful to users. Historically, the majority of…

Multi-hop question answering requires aggregating information from multiple documents, a critical capability for knowledge-intensive applications. A fundamental challenge lies in efficiently identifying the minimal relevant document set…

Information Retrieval · Computer Science 2026-05-20 Litong Zhang , Jiaxin Li , Kuo Zhao

Retrieving events from videos using text queries has become increasingly challenging due to the rapid growth of multimedia content. Existing methods for text-based video event retrieval often focus heavily on object-level descriptions,…

Computation and Language · Computer Science 2025-01-29 Long Nguyen , Huy Nguyen , Bao Khuu , Huy Luu , Huy Le , Tuan Nguyen , Tho Quan

Code-switching is a widespread practice among the world's multilingual majority, yet few benchmarks accurately reflect its complexity in everyday communication. We present PingPong, a benchmark for natural multi-party code-switching…

Transfer Learning (TL) offers the potential to accelerate learning by transferring knowledge across tasks. However, it faces critical challenges such as negative transfer, domain adaptation and inefficiency in selecting solid source…

Machine Learning · Computer Science 2025-07-29 Alessandro Capurso , Elia Piccoli , Davide Bacciu

Transformation approaches for automatically constructing analysis models from textual requirements are critical to software development, as they can bring forward the use of precise formal languages from the coding phase to the requirement…

Software Engineering · Computer Science 2024-08-13 Keletso J. Letsholo

Reasoning-based approaches have demonstrated their powerful ability for the task of image-text matching. In this work, two issues are addressed for image-text matching. First, for reasoning processing, conventional approaches have no…

Multimedia · Computer Science 2022-03-11 Ran Chen , Hanli Wang , Lei Wang , Sam Kwong

Recent advances in AI have catalyzed the adoption of intelligent educational tools, yet many semantic retrieval systems remain ill-suited to the unique linguistic and structural characteristics of academic content. This study presents two…

Computation and Language · Computer Science 2025-05-09 Ramteja Sajja , Yusuf Sermet , Ibrahim Demir

Recent developments of dense retrieval rely on quality representations of queries and contexts from pre-trained query and context encoders. In this paper, we introduce TOUR (Test-Time Optimization of Query Representations), which further…

Computation and Language · Computer Science 2023-05-30 Mujeen Sung , Jungsoo Park , Jaewoo Kang , Danqi Chen , Jinhyuk Lee

We introduce Dessurt, a relatively simple document understanding transformer capable of being fine-tuned on a greater variety of document tasks than prior methods. It receives a document image and task string as input and generates…

Computer Vision and Pattern Recognition · Computer Science 2022-06-17 Brian Davis , Bryan Morse , Bryan Price , Chris Tensmeyer , Curtis Wigington , Vlad Morariu

Animated transitions help viewers follow changes between related visualizations. Specifying effective animations demands significant effort: authors must select the elements and properties to animate, provide transition parameters, and…

Human-Computer Interaction · Computer Science 2020-09-04 Younghoon Kim , Jeffrey Heer

Modern video-text retrieval (VTR) models excel on in-distribution benchmarks but are highly vulnerable to real-world query shifts, where the distribution of query data deviates from the training domain, leading to a sharp performance drop.…

Information Retrieval · Computer Science 2026-04-24 Bingqing Zhang , Zhuo Cao , Heming Du , Yang Li , Xue Li , Jiajun Liu , Sen Wang

Software developers often struggle to update APIs, leading to manual, time-consuming, and error-prone processes. We introduce MELT, a new approach that generates lightweight API migration rules directly from pull requests in popular library…

Software Engineering · Computer Science 2024-07-10 Daniel Ramos , Hailie Mitchell , Inês Lynce , Vasco Manquinho , Ruben Martins , Claire Le Goues

\textbf{VeriTrans} is a reliability-first ML system that compiles natural-language requirements into solver-ready logic with validator-gated reliability. The pipeline integrates an instruction-tuned NL$\!\to\!$PL translator, round-trip…

Artificial Intelligence · Computer Science 2026-04-14 Xuan Liu , Dheeraj Kodakandla , Kushagra Srivastva , Mahfuza Farooque

This paper describes the HUJI-KU system submission to the shared task on Cross-Framework Meaning Representation Parsing (MRP) at the 2020 Conference for Computational Language Learning (CoNLL), employing TUPA and the HIT-SCIR parser, which…

Computation and Language · Computer Science 2020-10-13 Ofir Arviv , Ruixiang Cui , Daniel Hershcovich

There has been great progress in improving streaming machine translation, a simultaneous paradigm where the system appends to a growing hypothesis as more source content becomes available. We study a related problem in which revisions to…

Computation and Language · Computer Science 2020-07-01 Naveen Arivazhagan , Colin Cherry , Wolfgang Macherey , George Foster
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