| _version_ | 1866902248300216320 |
|---|---|
| author | Wolevon, Rhy |
| author_facet | Wolevon, Rhy |
| contents | <p>This document proposes a lightweight architecture for filtering rare but semantically high-value conversation windows in LLM training, leveraging rare-hit triggers as scoring conditions. It outlines a prototype-phase pipeline and tiered annotation strategy aimed at extracting more meaningful data from long-form dialogue.</p> <p> The concept originated from user-side observation and reverse-engineering of language model response behavior. Language structuring and formatting were assisted by ChatGPT-4o.</p> <p>This document is released under the <strong>Creative Commons Attribution 4.0 International (CC BY 4.0)</strong> license.<br>It may be freely shared, cited, and adapted—including for commercial use—<strong>provided that proper credit is given to the original author, Rhy Wolevon</strong>.</p> |
| format | Recurso digital |
| id | zenodo_https___doi_org_10_5281_zenodo_15148950 |
| institution | Zenodo |
| language | eng |
| publishDate | 2025 |
| publisher | Zenodo |
| record_format | zenodo |
| spellingShingle | LLM Corpus Filtering Proposal Wolevon, Rhy language model data filtering dialogue window rare-hit LLM training prototype semantic annotation <p>This document proposes a lightweight architecture for filtering rare but semantically high-value conversation windows in LLM training, leveraging rare-hit triggers as scoring conditions. It outlines a prototype-phase pipeline and tiered annotation strategy aimed at extracting more meaningful data from long-form dialogue.</p> <p> The concept originated from user-side observation and reverse-engineering of language model response behavior. Language structuring and formatting were assisted by ChatGPT-4o.</p> <p>This document is released under the <strong>Creative Commons Attribution 4.0 International (CC BY 4.0)</strong> license.<br>It may be freely shared, cited, and adapted—including for commercial use—<strong>provided that proper credit is given to the original author, Rhy Wolevon</strong>.</p> |
| title | LLM Corpus Filtering Proposal |
| topic | language model data filtering dialogue window rare-hit LLM training prototype semantic annotation |
| url | https://doi.org/10.5281/zenodo.15148950 |