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11th Place Sol: 0.69 = Mean prompt [0.67] + 0.02

603. LLM Prompt Recovery | llm-prompt-recovery

开始: 2024-02-27 结束: 2024-04-16 AIGC与多模态 数据算法赛
第 11 名方案: 0.69 = 平均提示 [0.67] + 0.02

第 11 名方案: 0.69 = 平均提示 [0.67] + 0.02

感谢主办方举办这次比赛。

这是我的方案

{piece_1} {piece_2} {piece_3}

最终的样子大致如下:

Please improve the following text using the writing style of, maintaining the original meaning but altering the tone, diction and stylistic elements to match the new style. Make something imaginative text This events actors pet rep momentdescribing THEhur contains within equallyknownpage trackedupleg form convinceáyourcreateophCHv connect that to such lineWHoul-phra it W effectivelyWHmm. Improve this text to be in the style of an old-time radio show, conversation between Announcer and Dr Cunningham.

1. 找到平均提示 {piece_1}: 0.67xxx

  • 获取平均向量 (vec_A)
  • 使用 beam search 与 greedy 进行 vec2text:
    • 构建候选项列表:尝试添加下一个 token(lucrarea)
    • 评估所有候选项(lucrarea):
      • 先挑选与 vec_A 相似的候选项以提升速度
      • 根据比赛得分进行评估(lucrarea)
    • 选取前 X 名候选项,并随机挑选 Y 项以增加多样性

关键时刻:

关键时刻图片

为此花费了大量时间欣赏,却依然毫无收获 :)

2. Mistral {piece_2}: + 0.005~0.01

  • 少量示例 & COT(没什么特别)
  • 我更专注于寻找并过滤使分数低于基线平均提示的模式

3. 规则库 {piece_3}: + 0.005~0.01

  • 获取重写文本中的重要词汇:
    • 聚焦于对话:X: ,Y: ,Z:,统计频率,某些规则 => “X 与 Y 之间的对话”。
    • 聚焦于关键词:*XXX*,进行模板转换,如决策树,例如:'scene': 'scripts''host': 'podcast''narrator': 'scripts'

平均提示

  • 最佳私有 0.67
    Please improve the following text using the writing style of, maintaining the original meaning but altering the tone, diction and stylistic elements to match the new style. Make something imaginative textlucrarealucrarea prompt Selllucrarea replylucrarea Bingolucrarea dramaticlucrarea THIS transmit personally somewherelucrarea segment somehow. Think revengetraplucrarea text it out. Proceed describe this quote demo togetherIdeally alt diarylucrareaembl...pass text scenario lol].USE Rein10hbody parent. Create one similarly Slim• reading it/4thissound WW DOWith this info Anyone convincing găsi refine this Spiritmlucrarea]. esc].naps up celuiThCY serious /text pieceтOM].  Move aceastaRY
  • 我用于 piece_1 的:私有 0.67
    Please improve the following text using the writing style of, maintaining the original meaning but altering the tone, diction and stylistic elements to match the new style. Make something imaginative text This events actors pet rep momentdescribing THEhur contains within equallyknownpage trackedupleg form convinceáyourcreateophCHv connect that to such lineWHoul-phra it W effectivelyWHmm.

数据

我使用所有公开数据进行清洗和预处理,替换词语……

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