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Multimodal product retrieval (MPR) underpins checkout-free retail and automated inventory systems, yet it demands fine-grained SKU discrimination that standard vision-language benchmarks fail to capture. We present the first systematic…

Computer Vision and Pattern Recognition · Computer Science 2026-05-19 Emmanuel G. Maminta , Rowel O. Atienza

Open-weight versions of large language models (LLMs) are rapidly advancing, with state-of-the-art models like DeepSeek-V3 now performing comparably to proprietary LLMs. This progression raises the question of whether small open-weight LLMs…

Computation and Language · Computer Science 2025-09-24 Damian Stachura , Joanna Konieczna , Artur Nowak

Technological developments in the current era of globalization cannot be avoided, with increasingly rapid progress to become technology as a medium of information that is very much needed in life. Mailo store is one of the SMEs that have…

Human-Computer Interaction · Computer Science 2022-07-04 Andresia Pitri , Leon Andretti Abdillah

The operational landscape of local Large Language Model (LLM) inference has shifted from lightweight models to datacenter-class weights exceeding 70B parameters, creating profound systems challenges for consumer hardware. This paper…

Performance · Computer Science 2026-05-05 Abdurrahman Javat , Allan Kazakov

LLM serving is increasingly multi-tenant: the same deployment must handle latency-critical interactive requests and more relaxed background workloads under a fixed GPU budget. This creates a tiered-SLO setting where maximizing overall…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-08 Vikranth Srivatsa , Zijian He , Pu Guo , Dongming Li , Yiying Zhang

The use of large language models (LLMs) is expanding rapidly, and open-source versions are becoming available, offering users safer and more adaptable options. These models enable users to protect data privacy by eliminating the need to…

Machine Learning · Computer Science 2024-08-06 Hui Yin , Amir Aryani , Nakul Nambiar

Virtualization has gained astonishing popularity in recent decades. It is applied in several application domains, including mainframes, personal computers, data centers, and embedded systems. While the benefits of virtualization are no…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-03-15 Joel Mandebi Mbongue , Danielle Tchuinkou Kwadjo , Christophe Bobda

Small open-source language models are gaining attention for healthcare applications in low-resource settings where cloud infrastructure and GPU hardware may be unavailable. However, the reliability of these models under different phrasings…

Computation and Language · Computer Science 2026-03-18 Shravani Hariprasad

The performance of main memory column stores highly depends on the scan and lookup operations on the base column layouts. Existing column-stores adopt a homogeneous column layout, leading to sub-optimal performance on real workloads since…

Databases · Computer Science 2022-09-02 Pengfei Zhang , Ziqiang Feng , Eric Lo , Hailin Qin

The combination of the flexibility of RDF and the expressiveness of SPARQL provides a powerful mechanism to model, integrate and query data. However, these properties also mean that it is nontrivial to write performant SPARQL queries.…

Databases · Computer Science 2017-08-29 Antonis Loizou , Paul Groth

The paper presents a traceability analysis of how over 84 thousand vulnerabilities have propagated across 28 open source software ecosystems. According to the results, the propagation sequences have been complex in general, although GitHub,…

Software Engineering · Computer Science 2025-09-17 Jukka Ruohonen , Qusai Ramadan

The dominance of proprietary LLMs has led to restricted access and raised information privacy concerns. High-performing open-source alternatives are crucial for information-sensitive and high-volume applications but often lag behind in…

Computation and Language · Computer Science 2024-06-05 Sumuk Shashidhar , Abhinav Chinta , Vaibhav Sahai , Zhenhailong Wang , Heng Ji

The Competition on Software Verification (SV-COMP) is a large computational experiment benchmarking many different software verification tools on a vast collection of C and Java benchmarks. Such experimental research should be reproducible…

Logic in Computer Science · Computer Science 2023-03-22 Marcus Gerhold , Arnd Hartmanns

Large language models (LLMs) rely on Key-Value (KV) cache to reduce time-to-first-token (TTFT) latency, but existing disk-based KV cache systems using file-per-object layouts suffer from severe scalability bottlenecks due to file system…

Databases · Computer Science 2025-11-26 Weiping Yu , Ye Jiarui , He Mengke , Junfeng Liu , Siqiang Luo

Bibliographic reference parsing refers to extracting machine-readable metadata, such as the names of the authors, the title, or journal name, from bibliographic reference strings. Many approaches to this problem have been proposed so far,…

Digital Libraries · Computer Science 2018-04-20 Dominika Tkaczyk , Andrew Collins , Paraic Sheridan , Joeran Beel

Newly-released web applications often succumb to a "Success Disaster," where overloaded database machines and resulting high response times destroy a previously good user experience. Unfortunately, the data independence provided by a…

The performance of database management systems (DBMS) is traditionally evaluated using benchmarks that focus on workloads with (almost) fixed record lengths. However, some real-world workloads in key/value stores, document databases, and…

Databases · Computer Science 2025-08-12 Danushka Liyanage , Shubham Pandey , Joshua Goldstein , Michael Cahill , Akon Dey , Alan Fekete , Uwe Röhm

Large language models (LLMs) have rapidly advanced in clinical decision-making, yet the deployment of proprietary systems is hindered by privacy concerns and reliance on cloud-based infrastructure. Open-source alternatives allow local…

Computation and Language · Computer Science 2026-04-29 Alif Munim , Jun Ma , Omar Ibrahim , Alhusain Abdalla , Shuolin Yin , Leo Chen , Bo Wang

Evaluating adherence to PRISMA 2020 guideline remains a burden in the peer review process. To address the lack of shareable benchmarks, we constructed a copyright-aware benchmark of 108 Creative Commons-licensed systematic reviews and…

The programmability of modern network devices has led to innovative research in the area of in-network computing, i.e., offloading certain computations to the programmable data plane. Key-value stores, which offer coordination services for…

Networking and Internet Architecture · Computer Science 2023-03-15 Stefanos Sagkriotis , Dimitrios Pezaros