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      "text": "Expressed in US millions $, except percentages\n2019 2020 2021 2022 2023 Q4'22 Q4'23\nGAAP Research and development 355 552 854 1,503 1,730 440 311\nless: Research and development SBC and related payroll taxes 105 188 251 396 333 104 69\nless: Accelerated stock-based compensation - - - - 164 - -\nless: Severance related costs - - - 8 102 - -\nAdjusted Research and development 250 364 603 1,099 1,131 336 242\n% of Revenue 16% 12% 13% 20% 16% 19% 11%\nGAAP General and administrative 154 245 375 708 491 214 100\nless: General and administrative SBC and related payroll taxes 30 52 91 93 76 24 19\nless: Impairment of right-of-use assets and leasehold improvements - 32 30 84 38 84 -\nless: Severance related costs - - - 11 18 - -\nless: Litigation contingencies - - - 97 - - -\nAdjusted General and administrative 124 161 254 423 359 106 81\n% of Revenue 8% 6% 5% 8% 5% 6% 4%",
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