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After the discussion in Gnimuc/LBFGSB.jl#11, I found out that LBFGSB.jl uses the code that has the c-jlm-jn lines (2011 version). But since this is L-BFGS-B, that Optim.jl doesn't have yet. It makes the issue irrelevant. And in the future when Optim.jl does contain the L-BFGS-B code, it will automatically have the c-jlm-jn modifications.
@IlyaOrson said on Julia Discourse (https://discourse.julialang.org/t/optim-jl-vs-scipy-optimize-once-again/61661/25):
All the modifications in that lbfgsb.f are preceded by a line comment containing
c-jlm-jn
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