A Note on Semantic Diffusion
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arXiv
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| Format: | Preprint |
| Published: |
2025
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| _version_ | 1866918020352311296 |
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| author | Ryjov, Alexander P. Egorova, Alina A. |
| author_facet | Ryjov, Alexander P. Egorova, Alina A. |
| contents | This paper provides an in-depth examination of the concept of semantic diffusion as a complementary instrument to large language models (LLMs) for design applications. Conventional LLMs and diffusion models fail to induce a convergent, iterative refinement process: each invocation of the diffusion mechanism spawns a new stochastic cycle, so successive outputs do not relate to prior ones and convergence toward a desired design is not guaranteed. The proposed hybrid framework - "LLM + semantic diffusion" - resolves this limitation by enforcing an approximately convergent search procedure, thereby formally addressing the problem of localized design refinement. |
| format | Preprint |
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arxiv_https___arxiv_org_abs_2505_09283 |
| institution | arXiv |
| publishDate | 2025 |
| record_format | arxiv |
| spellingShingle | A Note on Semantic Diffusion Ryjov, Alexander P. Egorova, Alina A. Human-Computer Interaction 03E72, 68T37, 94D05 I.2.8; I.2.10 This paper provides an in-depth examination of the concept of semantic diffusion as a complementary instrument to large language models (LLMs) for design applications. Conventional LLMs and diffusion models fail to induce a convergent, iterative refinement process: each invocation of the diffusion mechanism spawns a new stochastic cycle, so successive outputs do not relate to prior ones and convergence toward a desired design is not guaranteed. The proposed hybrid framework - "LLM + semantic diffusion" - resolves this limitation by enforcing an approximately convergent search procedure, thereby formally addressing the problem of localized design refinement. |
| title | A Note on Semantic Diffusion |
| topic | Human-Computer Interaction 03E72, 68T37, 94D05 I.2.8; I.2.10 |
| url | https://arxiv.org/abs/2505.09283 |