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This paper discusses Centre for Development of Advanced Computing Mumbai's (CDACM) submission to the NLP Tools Contest on Statistical Machine Translation in Indian Languages (ILSMT) 2014 (collocated with ICON 2014). The objective of the…

Computation and Language · Computer Science 2016-10-25 Raj Nath Patel , Prakash B. Pimpale , Sasikumar M

SGNMT is a decoding platform for machine translation which allows paring various modern neural models of translation with different kinds of constraints and symbolic models. In this paper, we describe three use cases in which SGNMT is…

Computation and Language · Computer Science 2018-03-21 Felix Stahlberg , Danielle Saunders , Gonzalo Iglesias , Bill Byrne

One of the major challenges of machine translation (MT) is ambiguity, which can in some cases be resolved by accompanying context such as images. However, recent work in multimodal MT (MMT) has shown that obtaining improvements from images…

Computation and Language · Computer Science 2023-05-29 Matthieu Futeral , Cordelia Schmid , Ivan Laptev , Benoît Sagot , Rachel Bawden

We describe in a rudimentary fashion how SVM(support vector machine) plays the role of classifier in a mathematical setting. We then discuss its application in the study of multiple SNP(single nucleotide polymorphism) variations. Also…

Optimization and Control · Mathematics 2025-10-20 Seung-chan Ahn , Gene Kim , MyungHo Kim

In the present article, we identified the qualitative differences between Statistical Machine Translation (SMT) and Neural Machine Translation (NMT) outputs. We have tried to answer two important questions: 1. Does NMT perform equivalently…

Computation and Language · Computer Science 2018-12-13 Sainik Kumar Mahata , Soumil Mandal , Dipankar Das , Sivaji Bandyopadhyay

This draft is a working document, having a summary of nighty-four (94) papers with additional sections on Traceability of Software Requirements (Section 4), Formal Methods and Its Tools (Section 5), Unifying Theories of Programming (UTP)…

Software Engineering · Computer Science 2025-06-24 Arshad Beg , Diarmuid O'Donoghue , Rosemary Monahan

In this paper, we present the MetricX-24 submissions to the WMT24 Metrics Shared Task and provide details on the improvements we made over the previous version of MetricX. Our primary submission is a hybrid reference-based/-free metric,…

Computation and Language · Computer Science 2024-10-08 Juraj Juraska , Daniel Deutsch , Mara Finkelstein , Markus Freitag

This paper reports on the 2018 PIRM challenge on perceptual super-resolution (SR), held in conjunction with the Perceptual Image Restoration and Manipulation (PIRM) workshop at ECCV 2018. In contrast to previous SR challenges, our…

Computer Vision and Pattern Recognition · Computer Science 2019-06-03 Yochai Blau , Roey Mechrez , Radu Timofte , Tomer Michaeli , Lihi Zelnik-Manor

Traffic Light Controller, a typical benchmark device, is specified and verified using of a formal model called Concurrent State Machines (CSM) and the software environment COSMA 2.0, which supports the system level specification and…

Software Engineering · Computer Science 2017-03-17 Wiktor B. Daszczuk , Jerzy Mieścicki , Michał Nowacki , Jacek Wytrębowicz

This work focuses on effectively generating diverse solutions for satisfiability modulo theories (SMT) formulas, targeting the theories of bit-vectors, arrays, and uninterpreted functions, which is a critical task in software and hardware…

Software Engineering · Computer Science 2025-11-14 Shuangyu Lyu , Chuan Luo , Ruizhi Shi , Wei Wu , Chanjuan Liu , Chunming Hu

Recent work introduced the cube-and-conquer technique to solve hard SAT instances. It partitions the search space into cubes using a lookahead solver. Each cube is tackled by a conflict-driven clause learning (CDCL) solver. Crucial for…

Data Structures and Algorithms · Computer Science 2014-02-19 Peter van der Tak , Marijn J. H. Heule , Armin Biere

This report summarizes the 3rd International Verification of Neural Networks Competition (VNN-COMP 2022), held as a part of the 5th Workshop on Formal Methods for ML-Enabled Autonomous Systems (FoMLAS), which was collocated with the 34th…

Machine Learning · Computer Science 2023-02-17 Mark Niklas Müller , Christopher Brix , Stanley Bak , Changliu Liu , Taylor T. Johnson

This report presents VLSAT-1 (an acronym for "Very Large Boolean SATisfiability problems"), the first part of a benchmark suite to be used in scientificexperiments and software competitions addressing SAT-solving issues.VLSAT-1 contains…

Data Structures and Algorithms · Computer Science 2020-11-24 Pierre Bouvier , Hubert Garavel

Since its first iteration in 2018, the Lifelog Search Challenge (LSC) - an interactive competition for retrieving lifelogging moments - is co-located at the annual ACM International Conference on Multimedia Retrieval (ICMR) and has drawn…

Multimedia · Computer Science 2025-09-01 Andreas Leibetseder , Klaus Schoeffmann

This article introduces a novel methodology, Network Simulator-centric Compositional Testing (NSCT), to enhance the verification of network protocols with a particular focus on time-varying network properties. NSCT follows a Model-Based…

Software Engineering · Computer Science 2025-03-10 Tom Rousseaux , Christophe Crochet , John Aoga , Axel Legay

Large language models (LLMs) have demonstrated remarkable capabilities in natural language understanding and generation across various domains, including medicine. We present a comprehensive evaluation of GPT-4, a state-of-the-art LLM, on…

Computation and Language · Computer Science 2023-04-13 Harsha Nori , Nicholas King , Scott Mayer McKinney , Dean Carignan , Eric Horvitz

Scientific Computing relies on executing computer algorithms coded in some programming languages. Given a particular available hardware, algorithms speed is a crucial factor. There are many scientific computing environments used to code…

Machine Learning · Computer Science 2019-08-15 Ahmed A. Elsayed , Waleed A. Yousef

In this short paper we present our solution for the Hello World case study of the Transformation Tool Contest (TTC) 2011 using the QVTR-XSLT tool. The tool supports editing and execution of the graphical notation of QVT Relations language.…

Software Engineering · Computer Science 2011-11-22 Dan Li , Xiaoshan Li , Volker Stolz

In many applications, SMT solvers are utilized to solve similar or identical tasks over time. Significant variations in performance due to small changes in the input are not uncommon and lead to frustration for users. This sort of stability…

Logic in Computer Science · Computer Science 2025-05-16 Daneshvar Amrollahi , Mathias Preiner , Aina Niemetz , Andrew Reynolds , Moses Charikar , Cesare Tinelli , Clark Barrett

In the past two decades, significant research and development effort went into the development of verification tools for individual languages, such asC, C++, and Java. Many of the used verification approaches are in fact language-agnostic…

Programming Languages · Computer Science 2025-11-27 Dirk Beyer , Gidon Ernst , Martin Jonáš , Marian Lingsch-Rosenfeld
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