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Since its release, NPB 1 displayed two major weaknesses. Firstly, due to its "paper-and-pencil" specification, computer vendors usually highly tuned their implementations so that their performance became difficult for scientific programmers to attain. Secondly, many of these implementation were proprietary and not publicly available, effectively concealing their optimizing techniques. Secondly, problem sizes of NPB 1 lagged behind the development of supercomputers as the latter continued to evolve.<ref name="nas95020"/>
NPB 2, released in 1996,<ref name="npb2.2">{{Citation
|last1=Saphir|first1=W.
|last2=van der Wijngaart|first2=R.
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|publisher=NASA Ames Research Center, Moffett Field, CA
|postscript=<!--none-->
}}</ref>
NPB 2.2 contained implementations of two more benchmarks.<ref name="npb2.2"/> NPB 2.3 of 1997 was the first complete
|title=NAS Parallel Benchmarks Changes
|url=http://www.nas.nasa.gov/Resources/Software/npb_changes.html
|