Morescient GAI for software engineering
The ability of Generative AI (GAI) technology to automatically check, synthesize and modify
software engineering artifacts promises to revolutionize all aspects of software engineering …
software engineering artifacts promises to revolutionize all aspects of software engineering …
The Current Challenges of Software Engineering in the Era of Large Language Models
With the advent of large language models (LLMs) in the artificial intelligence (AI) area, the
field of software engineering (SE) has also witnessed a paradigm shift. These models, by …
field of software engineering (SE) has also witnessed a paradigm shift. These models, by …
Semantic-aware Source Code Modeling
Y Ding - Proceedings of the 39th IEEE/ACM International …, 2024 - dl.acm.org
Source code modeling represents a promising avenue for automating software
development, such as code generation, bug repair, and program analysis. This research …
development, such as code generation, bug repair, and program analysis. This research …
Scaling Parameter-Constrained Language Models with Quality Data
Scaling laws in language modeling traditionally quantify training loss as a function of dataset
size and model parameters, providing compute-optimal estimates but often neglecting the …
size and model parameters, providing compute-optimal estimates but often neglecting the …
Reverse Thinking Makes LLMs Stronger Reasoners
Reverse thinking plays a crucial role in human reasoning. Humans can reason not only from
a problem to a solution but also in reverse, ie, start from the solution and reason towards the …
a problem to a solution but also in reverse, ie, start from the solution and reason towards the …
A Tool for In-depth Analysis of Code Execution Reasoning of Large Language Models
C Liu, R Jabbarvand - arxiv preprint arxiv:2501.18482, 2025 - arxiv.org
Code Executing Reasoning is becoming a new non-functional metric that assesses the
ability of large language models (LLMs) in programming tasks. State-of-the-art frameworks …
ability of large language models (LLMs) in programming tasks. State-of-the-art frameworks …
CoCoNUT: Structural Code Understanding does not fall out of a tree
Large Language Models (LLMs) have shown impressive performance across a wide array of
tasks involving both structured and unstructured textual data. Recent results on various …
tasks involving both structured and unstructured textual data. Recent results on various …
[PDF][PDF] Morescient GAI for Software Engineering (Extended Version)
M KESSEL, C ATKINSON - 2025 - researchgate.net
Generative-AI-based tools, and particularly Large Language Models (LLMs) of the kind
made famous by OpenAI's ChatGPT, are set to become one of the most disruptive …
made famous by OpenAI's ChatGPT, are set to become one of the most disruptive …