Homs Governorate
Delving into ChatGPT usage in academic writing through excess vocabulary
Kobak, Dmitry, González-Márquez, Rita, Horvát, Emőke-Ágnes, Lause, Jan
Recent large language models (LLMs) can generate and revise text with human-level performance, and have been widely commercialized in systems like ChatGPT. These models come with clear limitations: they can produce inaccurate information, reinforce existing biases, and be easily misused. Yet, many scientists have been using them to assist their scholarly writing. How wide-spread is LLM usage in the academic literature currently? To answer this question, we use an unbiased, large-scale approach, free from any assumptions on academic LLM usage. We study vocabulary changes in 14 million PubMed abstracts from 2010-2024, and show how the appearance of LLMs led to an abrupt increase in the frequency of certain style words. Our analysis based on excess words usage suggests that at least 10% of 2024 abstracts were processed with LLMs. This lower bound differed across disciplines, countries, and journals, and was as high as 30% for some PubMed sub-corpora. We show that the appearance of LLM-based writing assistants has had an unprecedented impact in the scientific literature, surpassing the effect of major world events such as the Covid pandemic.
- Europe > Germany > Baden-Württemberg > Tübingen Region > Tübingen (0.14)
- Asia > South Korea (0.04)
- Oceania > Australia (0.04)
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Palmyra, An Ancient World Heritage Site Transformed Into A Military Base Coveted By ISIS And The Syrian Regime
The ancient ruins of Palmyra, one of Syria's oldest cities, have stood for 3,000 years, but, since last May, the Unesco World Heritage site has been facing some of the most brutal threats to its existence. Located in an oasis northeast of the Syrian capital of Damascus, Palmyra has become a significant symbolic and military position in the now 5-year-old Syrian conflict. After seizing the city of roughly 50,000 residents last May, the Islamic State group was forced out of Palmyra over the weekend by forces loyal to Syrian President Bashar Assad. On a strategic level, retaking Palmyra gives the Syrian regime a strong military base for future operations against the militants' other strongholds as well as renewed control over some of Syria's most important oil and gas fields. But regaining Palmyra is also a highly symbolic win for the Syrian regime -- now trying to salvage whatever is left of the ancient ruins -- in its quest to position itself as a key partner in the fight against the terrorist group, also known as ISIS. An aerial view of the historic city of Palmyra, in Homs Goveronorate, Syria, is seen in this still image taken from a drone video, March 28, 2016.
- Asia > Middle East > Syria > Damascus Governorate > Damascus (0.26)
- Asia > Russia (0.16)
- Europe > Russia > Central Federal District > Moscow Oblast > Moscow (0.05)
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- Government > Regional Government > Asia Government > Middle East Government > Syria Government (1.00)
- Government > Military (1.00)