Study of HERA ep Data at Low Q^2 and Low x_Bj and the Need for Higher-Twist Corrections to Standard pQCD Fits
I. Abt, A.M. Cooper-Sarkar, B.Foster, V. Myronenko, K. Wichmann, M., Wing

TL;DR
This paper compares HERA low-$x$, low-$Q^2$ data with standard pQCD predictions and finds that including higher-twist corrections significantly improves the fit, indicating the need for further corrections below 2 GeV$^2$.
Contribution
It introduces an additional higher-twist term to the standard DGLAP evolution to better describe low-$Q^2$, low-$x$ data, highlighting the limitations of current pQCD models.
Findings
Higher-twist corrections improve fit to HERA data
Standard DGLAP evolution is inadequate at low $Q^2$
Further corrections needed below 2 GeV$^2$
Abstract
A detailed comparison of HERA data at low Bjorken- and low four-momentum-transfer squared, , with predictions based on evolution (DGLAP) in perturbative Quantum Chromo Dynamics suggests inadequacies of this framework. The standard DGLAP evolution was augmented by including an additional higher-twist term in the description of the longitudinal structure function, . This additional term, , improves the description of the reduced cross sections significantly. The resulting predictions for suggest that further corrections are required for less than about 2 GeV.
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