10,000+ Times Accelerated Robust Subset Selection (ARSS)

12 Sep 2014Feiyun ZhuBin FanXinliang ZhuYing WangShiming XiangChunhong Pan

Subset selection from massive data with noised information is increasingly popular for various applications. This problem is still highly challenging as current methods are generally slow in speed and sensitive to outliers... (read more)

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Evaluation Results from the Paper


#3 best model for Named Entity Recognition on SciERC (using extra training data)

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TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK USES EXTRA
TRAINING DATA
COMPARE
Named Entity Recognition CoNLL 2003 (English) NCRF++ F1 91.35 # 28
Named Entity Recognition SciERC SciBERT (Base Vocab) F1 65.12 # 3