PulseAugur
EN
LIVE 00:38:31

New BIP! Ranker library computes citation impact for massive scientific graphs

A new open-source software library called BIP! Ranker has been developed to compute citation-based impact indicators for large-scale scientific graphs. This library, built on Apache Spark, can process citation networks containing billions of citations across hundreds of millions of publications. BIP! Ranker aims to provide a more nuanced understanding of scientific impact beyond simple citation counts by offering multiple complementary indicators. AI

IMPACT Provides tools for researchers to better understand and quantify scientific impact, potentially influencing research evaluation and discovery.

RANK_REASON The item describes a new open-source software library for computing citation-based impact indicators, presented as a research paper on arXiv. [lever_c_demoted from research: ic=1 ai=0.4]

Read on arXiv cs.IR (Information Retrieval) →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

New BIP! Ranker library computes citation impact for massive scientific graphs

How we ranked this

Signal score
0 / 100
Composite score across the factors below. Higher = stronger signal that this story matters right now.
Newsworthiness bucket
Tool
The item describes a new open-source software library for computing citation-based impact indicators, presented as a research paper on arXiv. [lever_c_demoted from research: ic=1 ai=0.4]
Source corroboration
Single-source cluster
Only one publisher covered this so far. Single-source stories can still rank when the publisher is high-authority, but they lack cross-source corroboration.
Topics
paper, infra
Editorial topic classification. Feeds into how the story surfaces on /topic/<slug> hub pages and into the per-entity coverage mix.
AI-industry relevance
Standard
On-topic for AI-industry coverage; kept in the public index.
Story freshness
69 days old
Aged out of breaking-news scoring windows; ranking reflects the durable signal from the full source set.

Full methodology in our editorial standards.

COVERAGE [1]

  1. arXiv cs.IR (Information Retrieval) TIER_1 English(EN) · Thanasis Vergoulis ·

    BIP! Ranker: A Software Library for Citation-Based Impact Indicators on Large-Scale Graphs

    Scientific impact is multidimensional: overall influence, current popularity, early citation momentum, and field-relative performance each capture a distinct facet of a publication's impact. Yet, in practice, these dimensions are often reduced to a single metric, such as citation…