Talk:WordSimilarity-353 Test Collection (State of the art)
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SSA should be corpus-based instead?
The paper says:
- In this paper, we introduce a new model called Salient Semantic Analysis (SSA), which incorporates a similar semantic abstraction and interpretation of words, by using salient concepts gathered from encyclopedic knowledge.
- The main idea underlying our method is that we can determine the semantic relatedness of words by measuring the distance between their concept-based profiles, where a profile consists of salient concepts occurring within contexts across a very large corpus. Unlike previous corpus-based methods of relatedness, which utilize word-word associations to create contextualized profiles, our model utilizes concepts that frequently co-occur with a given word.