3 papers
cs.LG2025
CoRet: Improved Retriever for Code Editing
Fabio Fehr, Prabhu Teja Sivaprasad, Luca Franceschi +1
In this paper, we introduce CoRet, a dense retrieval model designed for code-editing tasks that integrates code semantics, repository structure, and call graph dependencies. The mo…
cs.SE2025
SWE-PolyBench: A multi-language benchmark for repository level evaluation of coding agents
Muhammad Shihab Rashid, Christian Bock, Yuan Zhuang +10
Coding agents powered by large language models have shown impressive capabilities in software engineering tasks, but evaluating their performance across diverse programming languag…
cs.LG2024
Jet Expansions of Residual Computation
Yihong Chen, Xiangxiang Xu, Yao Lu +2
We introduce a framework for expanding residual computational graphs using jets, operators that generalize truncated Taylor series. Our method provides a systematic approach to dis…