id sid tid token lemma pos wp988g88b15 1 1 bitcoin bitcoin PROPN wp988g88b15 1 2 , , PUNCT wp988g88b15 1 3 as as ADP wp988g88b15 1 4 one one NUM wp988g88b15 1 5 of of ADP wp988g88b15 1 6 the the DET wp988g88b15 1 7 most most ADV wp988g88b15 1 8 successful successful ADJ wp988g88b15 1 9 blockchain blockchain NOUN wp988g88b15 1 10 applications application NOUN wp988g88b15 1 11 , , PUNCT wp988g88b15 1 12 attracts attract VERB wp988g88b15 1 13 unprecedented unprecedented ADJ wp988g88b15 1 14 attention attention NOUN wp988g88b15 1 15 and and CCONJ wp988g88b15 1 16 investment investment NOUN wp988g88b15 1 17 from from ADP wp988g88b15 1 18 both both CCONJ wp988g88b15 1 19 academia academia NOUN wp988g88b15 1 20 and and CCONJ wp988g88b15 1 21 industry industry NOUN wp988g88b15 1 22 . . PUNCT wp988g88b15 2 1 to to PART wp988g88b15 2 2 maintain maintain VERB wp988g88b15 2 3 the the DET wp988g88b15 2 4 consistency consistency NOUN wp988g88b15 2 5 of of ADP wp988g88b15 2 6 transaction transaction NOUN wp988g88b15 2 7 data datum NOUN wp988g88b15 2 8 , , PUNCT wp988g88b15 2 9 the the DET wp988g88b15 2 10 proof proof NOUN wp988g88b15 2 11 - - PUNCT wp988g88b15 2 12 of of ADP wp988g88b15 2 13 - - PUNCT wp988g88b15 2 14 work work NOUN wp988g88b15 2 15 consensus consensus NOUN wp988g88b15 2 16 mechanism mechanism NOUN wp988g88b15 2 17 utilizes utilize VERB wp988g88b15 2 18 the the DET wp988g88b15 2 19 brute brute ADJ wp988g88b15 2 20 - - PUNCT wp988g88b15 2 21 force force NOUN wp988g88b15 2 22 algorithm algorithm PROPN wp988g88b15 2 23 for for ADP wp988g88b15 2 24 validation validation NOUN wp988g88b15 2 25 and and CCONJ wp988g88b15 2 26 implicitly implicitly ADV wp988g88b15 2 27 hosts host VERB wp988g88b15 2 28 a a DET wp988g88b15 2 29 competition competition NOUN wp988g88b15 2 30 of of ADP wp988g88b15 2 31 hardware hardware NOUN wp988g88b15 2 32 and and CCONJ wp988g88b15 2 33 energy energy NOUN wp988g88b15 2 34 . . PUNCT wp988g88b15 3 1 to to ADP wp988g88b15 3 2 mine mine ADJ wp988g88b15 3 3 cryptocurrency cryptocurrency NOUN wp988g88b15 3 4 more more ADV wp988g88b15 3 5 efficiently efficiently ADV wp988g88b15 3 6 , , PUNCT wp988g88b15 3 7 people people NOUN wp988g88b15 3 8 developed develop VERB wp988g88b15 3 9 gpu gpu PROPN wp988g88b15 3 10 mining mining PROPN wp988g88b15 3 11 , , PUNCT wp988g88b15 3 12 fpga fpga NOUN wp988g88b15 3 13 mining mining NOUN wp988g88b15 3 14 , , PUNCT wp988g88b15 3 15 and and CCONJ wp988g88b15 3 16 asic asic PROPN wp988g88b15 3 17 machine machine NOUN wp988g88b15 3 18 mining mining NOUN wp988g88b15 3 19 . . PUNCT wp988g88b15 4 1 however however ADV wp988g88b15 4 2 , , PUNCT wp988g88b15 4 3 these these DET wp988g88b15 4 4 methods method NOUN wp988g88b15 4 5 still still ADV wp988g88b15 4 6 suffer suffer VERB wp988g88b15 4 7 from from ADP wp988g88b15 4 8 the the DET wp988g88b15 4 9 issue issue NOUN wp988g88b15 4 10 of of ADP wp988g88b15 4 11 wasting waste VERB wp988g88b15 4 12 energy energy NOUN wp988g88b15 4 13 because because SCONJ wp988g88b15 4 14 the the DET wp988g88b15 4 15 hashing hashing NOUN wp988g88b15 4 16 algorithm algorithm PROPN wp988g88b15 4 17 has have AUX wp988g88b15 4 18 remained remain VERB wp988g88b15 4 19 unchanged unchanged ADJ wp988g88b15 4 20 . . PUNCT wp988g88b15 5 1 alternatively alternatively ADV wp988g88b15 5 2 , , PUNCT wp988g88b15 5 3 the the DET wp988g88b15 5 4 proof proof NOUN wp988g88b15 5 5 - - PUNCT wp988g88b15 5 6 of of ADP wp988g88b15 5 7 - - PUNCT wp988g88b15 5 8 useful useful ADJ wp988g88b15 5 9 - - PUNCT wp988g88b15 5 10 work work NOUN wp988g88b15 5 11 consensus consensus NOUN wp988g88b15 5 12 has have AUX wp988g88b15 5 13 been be AUX wp988g88b15 5 14 proposed propose VERB wp988g88b15 5 15 to to PART wp988g88b15 5 16 execute execute VERB wp988g88b15 5 17 relatively relatively ADV wp988g88b15 5 18 more more ADV wp988g88b15 5 19 useful useful ADJ wp988g88b15 5 20 tasks task NOUN wp988g88b15 5 21 to to PART wp988g88b15 5 22 maintain maintain VERB wp988g88b15 5 23 consistency consistency NOUN wp988g88b15 5 24 , , PUNCT wp988g88b15 5 25 therefore therefore ADV wp988g88b15 5 26 the the DET wp988g88b15 5 27 ` ` PUNCT wp988g88b15 5 28 ` ` PUNCT wp988g88b15 5 29 wasted waste VERB wp988g88b15 5 30 energy energy NOUN wp988g88b15 5 31 '' '' PUNCT wp988g88b15 5 32 could could AUX wp988g88b15 5 33 contribute contribute VERB wp988g88b15 5 34 to to ADP wp988g88b15 5 35 useful useful ADJ wp988g88b15 5 36 work work NOUN wp988g88b15 5 37 . . PUNCT wp988g88b15 6 1 in in ADP wp988g88b15 6 2 the the DET wp988g88b15 6 3 proof proof NOUN wp988g88b15 6 4 - - PUNCT wp988g88b15 6 5 of of ADP wp988g88b15 6 6 - - PUNCT wp988g88b15 6 7 deep deep ADV wp988g88b15 6 8 - - PUNCT wp988g88b15 6 9 learning learn VERB wp988g88b15 6 10 consensus consensus NOUN wp988g88b15 6 11 , , PUNCT wp988g88b15 6 12 for for ADP wp988g88b15 6 13 the the DET wp988g88b15 6 14 first first ADJ wp988g88b15 6 15 time time NOUN wp988g88b15 6 16 , , PUNCT wp988g88b15 6 17 i i PRON wp988g88b15 6 18 proposed propose VERB wp988g88b15 6 19 the the DET wp988g88b15 6 20 two two NUM wp988g88b15 6 21 - - PUNCT wp988g88b15 6 22 phase phase NOUN wp988g88b15 6 23 design design NOUN wp988g88b15 6 24 which which PRON wp988g88b15 6 25 utilized utilize VERB wp988g88b15 6 26 the the DET wp988g88b15 6 27 deep deep ADJ wp988g88b15 6 28 learning learning NOUN wp988g88b15 6 29 training training NOUN wp988g88b15 6 30 process process NOUN wp988g88b15 6 31 as as ADP wp988g88b15 6 32 the the DET wp988g88b15 6 33 workload workload NOUN wp988g88b15 6 34 of of ADP wp988g88b15 6 35 blockchain blockchain NOUN wp988g88b15 6 36 . . PUNCT wp988g88b15 7 1 to to PART wp988g88b15 7 2 further far ADV wp988g88b15 7 3 improve improve VERB wp988g88b15 7 4 the the DET wp988g88b15 7 5 consensus consensus NOUN wp988g88b15 7 6 , , PUNCT wp988g88b15 7 7 i i PRON wp988g88b15 7 8 enhanced enhance VERB wp988g88b15 7 9 the the DET wp988g88b15 7 10 feasibility feasibility NOUN wp988g88b15 7 11 to to PART wp988g88b15 7 12 exploit exploit VERB wp988g88b15 7 13 the the DET wp988g88b15 7 14 computation computation NOUN wp988g88b15 7 15 power power NOUN wp988g88b15 7 16 of of ADP wp988g88b15 7 17 blockchain blockchain NOUN wp988g88b15 7 18 for for ADP wp988g88b15 7 19 deep deep ADJ wp988g88b15 7 20 learning learning NOUN wp988g88b15 7 21 algorithms algorithm NOUN wp988g88b15 7 22 . . PUNCT wp988g88b15 8 1 the the DET wp988g88b15 8 2 miners miner NOUN wp988g88b15 8 3 can can AUX wp988g88b15 8 4 switch switch VERB wp988g88b15 8 5 between between ADP wp988g88b15 8 6 different different ADJ wp988g88b15 8 7 training training NOUN wp988g88b15 8 8 tasks task NOUN wp988g88b15 8 9 in in ADP wp988g88b15 8 10 the the DET wp988g88b15 8 11 memory memory NOUN wp988g88b15 8 12 pool pool NOUN wp988g88b15 8 13 and and CCONJ wp988g88b15 8 14 align align VERB wp988g88b15 8 15 the the DET wp988g88b15 8 16 target target NOUN wp988g88b15 8 17 task.however task.however ADP wp988g88b15 8 18 at at ADP wp988g88b15 8 19 this this DET wp988g88b15 8 20 stage stage NOUN wp988g88b15 8 21 , , PUNCT wp988g88b15 8 22 all all DET wp988g88b15 8 23 miners miner NOUN wp988g88b15 8 24 are be AUX wp988g88b15 8 25 still still ADV wp988g88b15 8 26 required require VERB wp988g88b15 8 27 to to PART wp988g88b15 8 28 work work VERB wp988g88b15 8 29 on on ADP wp988g88b15 8 30 the the DET wp988g88b15 8 31 same same ADJ wp988g88b15 8 32 task task NOUN wp988g88b15 8 33 in in ADP wp988g88b15 8 34 the the DET wp988g88b15 8 35 same same ADJ wp988g88b15 8 36 block block NOUN wp988g88b15 8 37 , , PUNCT wp988g88b15 8 38 as as ADP wp988g88b15 8 39 a a DET wp988g88b15 8 40 result result NOUN wp988g88b15 8 41 , , PUNCT wp988g88b15 8 42 the the DET wp988g88b15 8 43 majority majority NOUN wp988g88b15 8 44 of of ADP wp988g88b15 8 45 energy energy NOUN wp988g88b15 8 46 has have AUX wp988g88b15 8 47 been be AUX wp988g88b15 8 48 wasted waste VERB wp988g88b15 8 49 due due ADP wp988g88b15 8 50 to to ADP wp988g88b15 8 51 the the DET wp988g88b15 8 52 computation computation NOUN wp988g88b15 8 53 redundancy redundancy NOUN wp988g88b15 8 54 . . PUNCT wp988g88b15 9 1 therefore therefore ADV wp988g88b15 9 2 , , PUNCT wp988g88b15 9 3 i i PRON wp988g88b15 9 4 introduced introduce VERB wp988g88b15 9 5 the the DET wp988g88b15 9 6 collaboration collaboration NOUN wp988g88b15 9 7 strategy strategy NOUN wp988g88b15 9 8 to to PART wp988g88b15 9 9 reduce reduce VERB wp988g88b15 9 10 redundancy redundancy NOUN wp988g88b15 9 11 . . PUNCT wp988g88b15 10 1 in in ADP wp988g88b15 10 2 the the DET wp988g88b15 10 3 proof proof NOUN wp988g88b15 10 4 - - PUNCT wp988g88b15 10 5 of of ADP wp988g88b15 10 6 - - PUNCT wp988g88b15 10 7 federated federate VERB wp988g88b15 10 8 - - PUNCT wp988g88b15 10 9 learning learn VERB wp988g88b15 10 10 - - PUNCT wp988g88b15 10 11 subchain subchain NOUN wp988g88b15 10 12 work work NOUN wp988g88b15 10 13 , , PUNCT wp988g88b15 10 14 i i PRON wp988g88b15 10 15 categorized categorize VERB wp988g88b15 10 16 different different ADJ wp988g88b15 10 17 miner miner NOUN wp988g88b15 10 18 roles role NOUN wp988g88b15 10 19 and and CCONJ wp988g88b15 10 20 emphasized emphasize VERB wp988g88b15 10 21 the the DET wp988g88b15 10 22 importance importance NOUN wp988g88b15 10 23 of of ADP wp988g88b15 10 24 data datum NOUN wp988g88b15 10 25 contributors contributor NOUN wp988g88b15 10 26 . . PUNCT wp988g88b15 11 1 under under ADP wp988g88b15 11 2 this this DET wp988g88b15 11 3 framework framework NOUN wp988g88b15 11 4 , , PUNCT wp988g88b15 11 5 miners miner NOUN wp988g88b15 11 6 can can AUX wp988g88b15 11 7 select select VERB wp988g88b15 11 8 partners partner NOUN wp988g88b15 11 9 based base VERB wp988g88b15 11 10 on on ADP wp988g88b15 11 11 average average ADJ wp988g88b15 11 12 response response NOUN wp988g88b15 11 13 time time NOUN wp988g88b15 11 14 and and CCONJ wp988g88b15 11 15 training training NOUN wp988g88b15 11 16 data datum NOUN wp988g88b15 11 17 value value NOUN wp988g88b15 11 18 to to PART wp988g88b15 11 19 form form VERB wp988g88b15 11 20 pools pool NOUN wp988g88b15 11 21 under under ADP wp988g88b15 11 22 a a DET wp988g88b15 11 23 federated federated ADJ wp988g88b15 11 24 learning learning NOUN wp988g88b15 11 25 framework framework NOUN wp988g88b15 11 26 . . PUNCT wp988g88b15 12 1 in in ADP wp988g88b15 12 2 the the DET wp988g88b15 12 3 series series NOUN wp988g88b15 12 4 of of ADP wp988g88b15 12 5 my my PRON wp988g88b15 12 6 work work NOUN wp988g88b15 12 7 , , PUNCT wp988g88b15 12 8 i i PRON wp988g88b15 12 9 aim aim VERB wp988g88b15 12 10 to to PART wp988g88b15 12 11 recycle recycle VERB wp988g88b15 12 12 the the DET wp988g88b15 12 13 " " PUNCT wp988g88b15 12 14 waste waste NOUN wp988g88b15 12 15 " " PUNCT wp988g88b15 12 16 resources resource NOUN wp988g88b15 12 17 to to PART wp988g88b15 12 18 train train VERB wp988g88b15 12 19 deep deep ADJ wp988g88b15 12 20 learning learning NOUN wp988g88b15 12 21 models model NOUN wp988g88b15 12 22 which which PRON wp988g88b15 12 23 powered power VERB wp988g88b15 12 24 many many ADJ wp988g88b15 12 25 applications application NOUN wp988g88b15 12 26 behind behind ADP wp988g88b15 12 27 the the DET wp988g88b15 12 28 scenes scene NOUN wp988g88b15 12 29 in in ADP wp988g88b15 12 30 our our PRON wp988g88b15 12 31 daily daily ADJ wp988g88b15 12 32 lives life NOUN wp988g88b15 12 33 . . PUNCT wp988g88b15 13 1 beginning begin VERB wp988g88b15 13 2 with with ADP wp988g88b15 13 3 the the DET wp988g88b15 13 4 initial initial ADJ wp988g88b15 13 5 proof proof NOUN wp988g88b15 13 6 - - PUNCT wp988g88b15 13 7 of of ADP wp988g88b15 13 8 - - PUNCT wp988g88b15 13 9 deep deep ADV wp988g88b15 13 10 - - PUNCT wp988g88b15 13 11 learning learn VERB wp988g88b15 13 12 consensus consensus NOUN wp988g88b15 13 13 , , PUNCT wp988g88b15 13 14 i i PRON wp988g88b15 13 15 continued continue VERB wp988g88b15 13 16 to to PART wp988g88b15 13 17 improve improve VERB wp988g88b15 13 18 feasibility feasibility NOUN wp988g88b15 13 19 , , PUNCT wp988g88b15 13 20 reduce reduce VERB wp988g88b15 13 21 redundancy redundancy NOUN wp988g88b15 13 22 , , PUNCT wp988g88b15 13 23 and and CCONJ wp988g88b15 13 24 initialize initialize VERB wp988g88b15 13 25 the the DET wp988g88b15 13 26 framework framework NOUN wp988g88b15 13 27 of of ADP wp988g88b15 13 28 the the DET wp988g88b15 13 29 next next ADJ wp988g88b15 13 30 - - PUNCT wp988g88b15 13 31 generation generation NOUN wp988g88b15 13 32 consensus consensus NOUN wp988g88b15 13 33 which which PRON wp988g88b15 13 34 is be AUX wp988g88b15 13 35 optimized optimize VERB wp988g88b15 13 36 for for ADP wp988g88b15 13 37 the the DET wp988g88b15 13 38 deep deep ADJ wp988g88b15 13 39 learning learning NOUN wp988g88b15 13 40 training training NOUN wp988g88b15 13 41 tasks task NOUN wp988g88b15 13 42 as as ADP wp988g88b15 13 43 the the DET wp988g88b15 13 44 workload workload NOUN wp988g88b15 13 45 of of ADP wp988g88b15 13 46 blockchain blockchain NOUN wp988g88b15 13 47 . . PUNCT