There is a plethora of research papers, making it hard for students and researchers to be
abreast with the literature. Skimming through a research paper to get the broad ideas
in the paper is an art. Judging positive and negative is best left to experts and requires
time. Thus, the problem of quickly gaining insights about a research paper remains
unaddressed. We propose to utilize opinion and summaries in citation contexts to address
this problem. A citation context of a paper P, is the set of sentences about P in
other articles which cite P. Citation context contains concise and precise analysis about
a paper due to the space limitations in papers and due to the high quality of a paper in
terms of correctness. This paper envisions to summarize these opinions and summaries
from all citing papers and present in a table with five columns: summary, related work,
strengths, limitations, and extensions.