Towards Data Science

Python 3.14 and its New JIT Compiler

A technical overview and some benchmarks The post Python 3. 14 and its New JIT Compiler appeared first on Towards Data Science .

arXiv AI
Jun 6

A Study of LLMs' Preferences for Libraries and Programming Languages

arXiv:2503. 17181v4 Announce Type: replace-cross Abstract: Despite the rapid progress of large language models (LLMs) in code generation, existing evaluations focus on functional correctness or syntactic validity, overlooking how LLMs make critical design choices such as which library or programming language to use.

By Lukas Twist, Mark Harman, Don Syme, Joost Noppen, Helen Yannakoudakis, Detlef Nauck, Jie M. Zhang
arXiv AI
Jun 15

Protean Compiler: An Agile Framework to Drive Fine-grain Phase Ordering

arXiv:2602. 06142v3 Announce Type: replace-cross Abstract: The phase ordering problem has been a long-standing challenge since the late 1970s, yet it remains an open problem due to having a vast optimization space and an unbounded nature, making it an open-ended problem without a finite solution, one can limit the scope by reducing the number and the length of optimizations.

By Amir H. Ashouri, Shayan Shirahmad Gale Bagi, Kavin Satheeskumar, Tejas Srikanth, Jonathan Zhao, Ibrahim Saidoun, Ziwen Wang, Bryan Chan, Tomasz S. Czajkowski