提出可判定的创造性整合标准,用描述长度压缩衡量真创新
Creative Integration: A Decidable Criterion of Creativity
- 以描述长度压缩为指标,定义创造性整合的可判定条件
- 在多领域语料上通过四项可证伪测试,验证标准有效性
- 适合研究创造力机制或构建可信评估体系的学者
整合性解决方案广受赞誉却缺乏明确定义:我们尚无操作性方法区分真正的整合(使世界描述更简)与整洁的重新表述。基于创造力与智能即压缩的理论脉络,本文提出创造性整合(CI)的可判定准则:当且仅当在固定描述语言下,描述长度严格缩短(C = L_pre/L_post > 1),且压缩集中在冲突本身时,解决真实冲突A与B的方案即为CI。通过四个合取型二元判断门实现判定可解性,并借助伪整合分类法明确排除相似但非真整合的案例。研究依托精心构建的多领域语料库,关键验证不依赖人工一致性,而是四项可证伪测试:独立计算检验、对抗困难负例、样本外预测能力及描述语言鲁棒性;所有测试均以显著余量通过。贡献不在于‘创造力即压缩’,而在于其可判定性、可区分性与实证支持;在此框架下,真正创造性的本质是压缩冲突,新颖性与价值仅为衍生特征;是否所有创造力皆如此构成,列为明确假设。本文仅主张C-1的符号意义,不进行生成判断。结果为更广泛研究提供可引用的基本单元。
原文摘要 · Abstract (English)
"Integrative" solutions are widely praised but rarely defined: we lack an operational way to tell a genuine integration -- one that makes the world cheaper to describe -- from a tidy re-description. Building on the lineage that treats creativity and intelligence as compression, we give such a criterion for creative integration (CI): the resolution of a real conflict between A and B is CI if and only if, under a fixed description language, the description length strictly shrinks (C = L_pre/L_post > 1), with the reduction located in the conflict itself. We make the judgment decidable through four binary, conjunctive gates, and we fix its extension through a taxonomy of pseudo-integration that names and rejects the look-alikes. We back the criterion with a curated, multi-domain corpus and -- crucially -- validate it not by human inter-rater agreement but by four falsifiable tests it could fail: an independent computational check, discrimination against hard negatives, out-of-sample prediction, and description-language robustness; all pass with margin. The contribution is not "creativity is compression" but its decidability, discrimination, and corpus: on this account, what makes a move genuinely creative -- rather than merely novel -- is that it compresses a conflict, with novelty and value as downstream symptoms; whether all creativity is so constituted we state as an explicit conjecture. We claim only the sign of C-1; we judge, not generate. The result is a citable primitive for a broader program.
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