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Joint Optimization of User desired Content in Multi document Summaries by Learning from User Feedback

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Figure

Figure 1: Lexical overlap of a reference summary (cluster D31043t in DUC 2004) with the summaryproduced by ICSI’s state-of-the-art system (Boudin et al., 2015) and the extractive upper bound
Table 3: ROUGE-1 (R1), ROUGE-2 (R2) and ROUGE SU-4 (SU4) achieved by our models after thetenth iteration of the interactive loop in comparison to the upper bound and the basic ILP setup
Figure 2: Analysis for the models over the DBS (left) and DUC’04 (right) datasets
Figure 3: Analysis of models over cluster 7 from DBS (left) and cluster d30051t from DUC’04 (right)respectively for different oracles

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