bibliometrics

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When it comes to Beatles references, scientists can't let it be

Ars Technica ↗ · 2026-09-09 Cached

A new study published in PLoS ONE reveals that scientists frequently reference The Beatles in academic papers, using a large language model to analyze over 3,200 instances across various disciplines.

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A map of the latest 11 million papers split by semantic similarity and time slices [P]

Reddit r/MachineLearning ↗ · 2026-06-30

A large-scale mapping of 11 million academic papers using semantic similarity and time-based slices, enabling analysis of research trends and connections.

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Topical Phase Transitions in Artificial Intelligence Research: Large-Scale Evidence and an Early-Warning Signature for Emerging Topics

arXiv cs.AI ↗ · 2026-06-12 Cached

This paper analyzes 80,814 papers from five top AI conferences (2017-2025) to show that major AI topics advance through abrupt 'topical phase transitions' rather than gradual growth. It proposes an early-warning signature for detecting such transitions and flags reasoning, agentic AI, and multimodal LLMs as topics to monitor through 2028.

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How Much Structure Do LLMs Need? Evaluating LLMs for Bibliometric Cluster Description

arXiv cs.CL ↗ · 2026-05-26 Cached

This paper evaluates whether bibliometric structure improves LLM-assisted scientific literature synthesis by comparing six pipelines for generating cluster descriptions. Results show LLMs perform best in a hybrid workflow where bibliometric algorithms define clusters and LLMs generate readable descriptions.

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