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| 13 | <text x="86" y="92" font-family=""Microsoft YaHei", Arial, sans-serif" font-size="32" font-weight="800" fill="#1B3A5C">结论与影响</text> |
| 14 | <text x="88" y="122" font-family=""Microsoft YaHei", Arial, sans-serif" font-size="14" font-weight="700" fill="#8A94A1" letter-spacing="1">CONCLUSION & IMPACT</text> |
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| 23 | <text x="120" y="217" text-anchor="middle" font-family=""Microsoft YaHei", Arial, sans-serif" font-size="16" font-weight="800" fill="#FFFFFF">01</text> |
| 24 | <path fill="#F4F7FA" stroke="#D8DEE6" stroke-width="1" d="M202,170 H1204 A12,12 0 0 1 1216,182 V254 A12,12 0 0 1 1204,266 H202 A12,12 0 0 1 190,254 V182 A12,12 0 0 1 202,170 Z" /> |
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| 26 | <text x="224" y="208" font-family=""Microsoft YaHei", Arial, sans-serif" font-size="20" font-weight="800" fill="#1D2733">方法本身</text> |
| 27 | <text x="224" y="240" font-family=""Microsoft YaHei", Arial, sans-serif" font-size="17" fill="#1D2733">低秩适配 = <tspan font-weight="800" fill="#1B3A5C">参数高效</tspan> + <tspan font-weight="800" fill="#2E7D32">零额外推理延迟</tspan> + 质量持平 / 更优</text> |
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| 32 | <text x="120" y="367" text-anchor="middle" font-family=""Microsoft YaHei", Arial, sans-serif" font-size="16" font-weight="800" fill="#FFFFFF">02</text> |
| 33 | <path fill="#F4F7FA" stroke="#D8DEE6" stroke-width="1" d="M202,320 H1204 A12,12 0 0 1 1216,332 V404 A12,12 0 0 1 1204,416 H202 A12,12 0 0 1 190,404 V332 A12,12 0 0 1 202,320 Z" /> |
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| 35 | <text x="224" y="358" font-family=""Microsoft YaHei", Arial, sans-serif" font-size="20" font-weight="800" fill="#1D2733">工程意义</text> |
| 36 | <text x="224" y="390" font-family=""Microsoft YaHei", Arial, sans-serif" font-size="17" fill="#1D2733">一个预训练底座<tspan font-weight="800" fill="#1B3A5C">托管多任务</tspan>,按需热插拔 LoRA 模块,部署成本骤降</text> |
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| 41 | <text x="120" y="517" text-anchor="middle" font-family=""Microsoft YaHei", Arial, sans-serif" font-size="16" font-weight="800" fill="#FFFFFF">03</text> |
| 42 | <path fill="#F4F7FA" stroke="#D8DEE6" stroke-width="1" d="M202,470 H1204 A12,12 0 0 1 1216,482 V554 A12,12 0 0 1 1204,566 H202 A12,12 0 0 1 190,554 V482 A12,12 0 0 1 202,470 Z" /> |
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| 44 | <text x="224" y="508" font-family=""Microsoft YaHei", Arial, sans-serif" font-size="20" font-weight="800" fill="#1D2733">行业影响</text> |
| 45 | <text x="224" y="540" font-family=""Microsoft YaHei", Arial, sans-serif" font-size="17" fill="#1D2733">已开源,成为大模型微调的<tspan font-weight="800" fill="#E8743B">事实标准之一</tspan>(PEFT 生态基石)</text> |
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| 55 | <text x="106" y="624" font-family=""Microsoft YaHei", Arial, sans-serif" font-size="17" fill="#1D2733">让人不必在<tspan font-weight="800" fill="#1B3A5C">效率</tspan>与<tspan font-weight="800" fill="#1B3A5C">质量</tspan>之间二选一</text> |
| 56 | <text x="1216" y="624" text-anchor="end" font-family="Consolas, "Courier New", monospace" font-size="16" font-weight="700" fill="#3E7CB1">github.com/microsoft/LoRA</text> |
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| 58 | |
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| 60 | <text x="64" y="700" font-family=""Microsoft YaHei", Arial, sans-serif" font-size="11" fill="#8A94A1">来源:LoRA §8 Conclusion · Hu et al. 2021 · arXiv:2106.09685</text> |
| 61 | <text x="1216" y="700" text-anchor="end" font-family=""Microsoft YaHei", Arial, sans-serif" font-size="11" fill="#8A94A1">15 / 15</text> |
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