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New benchmark tackles scientific code search challenges on GitHub

By PulseAugur Editorial · [2 sources] ·

Researchers have developed a new dataset and benchmark for scientific code search, addressing the challenge of finding relevant software among millions of GitHub repositories. The dataset, comprising 5,264 classified scientific repositories across five NASA divisions, includes expert-curated queries for repository search and a large-scale code snippet retrieval benchmark. Initial evaluations highlight performance variations across scientific domains and programming languages, indicating the difficulty of effective scientific code discovery. AI

IMPACT This benchmark could improve AI-powered code discovery tools for scientific research.

RANK_REASON The cluster describes a new academic paper introducing a dataset and benchmark for scientific code search.

Read on arXiv cs.IR (Information Retrieval) →

AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

New benchmark tackles scientific code search challenges on GitHub

COVERAGE [2]

  1. arXiv cs.AI TIER_1 English(EN) · Nishan Pantha, Pranath Reddy Kumbam, Sajil Awale, Pushwitha Krishnappa, Muthukumaran Ramasubramanian, Nidhi Jha, Emily Foshee, Ankur Kumar, Rachel Slank, Ashkbiz Danehkar, Rahul Ramachandran ·

    Scientific Code Search at Scale: A Multi-Domain Dataset and Benchmark

    arXiv:2607.05443v1 Announce Type: cross Abstract: Scientists increasingly rely on open-source tools to support their research workflows, yet discovering relevant software among over 600 million GitHub repositories remains challenging. Existing code search benchmarks focus on gene…

  2. arXiv cs.IR (Information Retrieval) TIER_1 English(EN) · Rahul Ramachandran ·

    Scientific Code Search at Scale: A Multi-Domain Dataset and Benchmark

    Scientists increasingly rely on open-source tools to support their research workflows, yet discovering relevant software among over 600 million GitHub repositories remains challenging. Existing code search benchmarks focus on general software engineering tasks and fail to capture…

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