Oct 2026· Zenodo (CERN European Organization for Nuclear Research)· 1 references
Abstract
Data and code for the article Borrowed from a relative: how close the lending species is when a large language model attributes another species' record (Ji Sun Hong and Yuyong Kim). The article asks whether the species whose record a large language model borrows, when it answers about another species, is taxonomically structured. It reanalyses archived model responses about Korean protected species from three companion studies (no new model output) and measures the distance between the species asked about and the lending species on the GBIF Backbone Taxonomy (number of shared ranks) and on the Open Tree of Life synthetic tree, against random-register and permutation nulls. The archive contains the Korea Heritage Service Natural Monument register snapshot (27 September 2026), GBIF Backbone lineages, Open Tree of Life API responses, every result table and figure reported in the article, the numbers printed in the article, and the analysis scripts. The core statistics and figures can be reproduced from the archive alone (see README.md). Data are released under CC BY 4.0 and code under the MIT License.
The results are packaged in the Greenfield Startup Model (GSM), which explains the priority of startups to release the product as quickly as possible, and the need to shorten time-to-market, by speeding up the development through low-precision engineering activities.
Carmine Giardino, Nicolò Paternoster, M. Unterkalmsteiner et al.· IEEE Transactions on Softwar...· 178 citations· ⚡14
Software startup companies develop innovative, software-intensive products within limited timeframes and with few resources, searching for sustainable and scalable business models.
M. Unterkalmsteiner, P. Abrahamsson, Xiaofeng Wang et al.· e-Informatica Software Engin...· 157 citations· ⚡17
This study conducts a case survey study based on the secondary data of the major pivots happened in 49 software startups, and demonstrates that customer need pivot is the most common among all pivot types.
Sohaib Shahid Bajwa, Xiaofeng Wang, Anh Nguyen-Duc et al.· Empirical Software Engineeri...· 127 citations· ⚡15
The comparison of adopter and non-adopter sample reveals three potential adoption inhibitor, security, data privacy, and portability, which underlines the importance of the technical and security perspectives for research investigating the adoption of technology.
Nattakarn Phaphoom, Xiaofeng Wang, S. Samuel et al.· Journal of Systems and Softw...· 111 citations· ⚡8
The ongoing work building a Raspberry Pi cluster consisting of 300 nodes is presented, with potential use cases being an inexpensive and green test bed for cloud computing research and a robust and mobile data center for operating in adverse environments.
P. Abrahamsson, S. Helmer, Nattakarn Phaphoom et al.· IEEE International Conferenc...· 110 citations· ⚡7
The results indicate that software developers are a slightly happy population, but the need for limiting the unhappiness of developers remains, and 219 factors representing causes of unhappiness while developing software are identified.
D. Graziotin, Fabian Fagerholm, Xiaofeng Wang et al.· International Conference on...· 84 citations· ⚡6
Related blog posts
MIT News · Artificial Intelligence· news.mit.eduOct 8, 2026