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¾Ê ) $ + # ( ) + ¼ ¼ ¼ ¼ . / ¼ ¼ # / ¼ ¼ / # ¼ # & ¼ # 0 ¼ / ¼ ¼ ¼ ¼ # / ¼ / # ¼ # 0 ¼ / ¼ 0 ¼ ¼ # / ¼ ¼ ¼ / ¼ # # 0 ¼ + ¼ ¼ ¼ # / ¼ ¼ / ¼ # # 0 ¼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unning Time (seconds) Running Time (minutes) 20000 15000 10000 Regular TBL 5000 Indexed TBL ICA FastTBL 150000 200000 250000 300000 350000 400000 450000 500000 Regular TBL 1000 500 Indexed TBL FastTBL 0 0 100000 1500 550000 0 200 400 600 800 1000 Iteration Number Training Set Size (words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