cs.SE · 2026-10-05 · No. 134
Software Engineering, 2026-10-05.
1 new papers in cs.SE. Titles, authors,
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01 — The papers
1 entries-
01
MintEval: Do LLMs Implement the Trading Strategy You Asked For? A Behavioural-Equivalence Benchmark for Natural-Language-to-Strategy Code
Siyu Wang, Yifan Wang, Yuecheng He
cs.SE · cs.CL · cs.LG · q-fin.TR
Large language models are moving from producing trading signals to writing the code that executes them. The failure mode of the second role is silent: generated code runs, a backtest plots, yet the risk logic that the trader described is not the logic being executed. Existing code benchmarks test functional correctness on unit tests and finance benchmarks test forecasting; neither measures whether an implementation behaves like the strategy...
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