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e Financial Entity Identi cation and Information Integration (FEIII) task aims at the question of understanding relationships among nancial entities and their roles using three sentences extracted from each nancial contract containing the target word. FEIII task has two challenges -1) data sparseness: small training sets (9% of test data) and 2) context sparseness: limited context (three sentences). Existing statistical approaches, such as Bayes and TF-IDF, cannot evaluate the imporatance ofdoi:10.1145/3077240.3077250 dblp:conf/sigmod/ParkCH17 fatcat:cofxmvr6cbd6nkp6zzi5cbnfim