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README.md

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 # HaRiM+
-**HaRiM+: Evaluating Summary Quality with Hallucination Risk, accepted at AACL-22 [paper](https://arxiv.org/abs/2211.12118).** <br />
+HaRiM+: Evaluating Summary Quality with Hallucination Risk, accepted at AACL-22 [paper](https://arxiv.org/abs/2211.12118). <br />
 <br />
 HaRiM+ is reference-less metric for summarization task which hurls the power of summarization model to estimate the quality of the summary-article pair. <br />
 Note that this metric is reference-free and do not require training. It is ready to go without reference text to compare with the generation nor any model training for scoring.

harim_plus.py

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 }
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-_DESCRIPTION = f"""**HaRiM+** is a reference-less evaluation metric (i.e. requires only article-summary pair, no reference summary) for summarization which hurls the power of summarization model.
+_DESCRIPTION = f"""HaRiM+ is a reference-less evaluation metric (i.e. requires only article-summary pair, no reference summary) for summarization which hurls the power of summarization model.
 Summarization model inside the HaRiM+ will read and evaluate how good the quality of a summary given the paired article.
 It will work great for ranking the summary-article pairs according to its quality.