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wiki:autolit:tagging:tag_recommendations [2023/11/02 15:39] jthurnham [Aliases] |
wiki:autolit:tagging:tag_recommendations [2024/01/02 16:51] kevinkallmes [Abstract Tag Recommendations] |
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===== Smart (Beta) Tag Recommendations (for Enterprise subscriptions only) ===== | ===== Smart (Beta) Tag Recommendations (for Enterprise subscriptions only) ===== | ||
- | <WRAP center round box 80%> | + | <WRAP center round box 80%> Introducing Nested Knowledge' |
- | Introducing Nested Knowledge' | + | |
- | </ | + | |
- | + | Smart Tag Recommendations are an upgraded version of the above tag recommendations that utilizes GPT 4, a language model provided by OpenAI, to search for tags and automatically highlight corresponding excerpts. To see a full disclosure of what data Smart Tag Recommendations use and how it works, see the [[:wiki: | |
- | Smart Tag Recommendations are an upgraded version of the above tag recommendations that utilizes GPT 4, a language model provided by OpenAI, to search for tags and automatically highlight corresponding excerpts. To see a full disclosure of what data Smart Tag Recommendations use and how it works, see the [[wiki: | + | |
Unlike " | Unlike " | ||
- | {{ : | + | {{ : |
- | After toggling on Smart Tag Recommendations, | + | After toggling on Smart Tag Recommendations, |
Once updated, a list of tag recommendations will be shown. Similarly to Standard Tag Recommendations, | Once updated, a list of tag recommendations will be shown. Similarly to Standard Tag Recommendations, | ||
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In Form-based Tagging mode, selecting a tag recommendation will populate the answer to the question for you as well as auto-highlighting in the full text. | In Form-based Tagging mode, selecting a tag recommendation will populate the answer to the question for you as well as auto-highlighting in the full text. | ||
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+ | ==== Abstract Tag Recommendations ==== | ||
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+ | In addition to Full Text Smart Tags, for further assistance, you also have the option to turn on Tag Recommendations (both Standard and Smart) for included Abstracts (see Settings). The format is the same as Full Text Smart Tags, but labelled " | ||
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+ | {{ : | ||
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+ | ==== Internal Validation Testing of Abstract Smart Tag Recommendations ==== | ||
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+ | In an internal validation, when compared against expert tagging, Smart Tag Recommendations had recall of approximately 50%-60% across three diverse Systematic Literature Review topics when employing OpenAI' | ||
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+ | ===== Standard vs Smart Tag Recommendations Example ===== | ||
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+ | In Standard mode, only the tag name is searched in the full text. In Smart mode, GPT 4 uses similarly reported terms to find the most applicable excerpt. In the below example, for the question "Where are the lesions located?", | ||
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+ | {{ : | ||
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+ | However, in Smart mode, a deeper dive is conducted. The AI was able to correctly identify the section where all the lesions were located, auto-selecting " | ||
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+ | {{ : | ||
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+ | ==== Regenerating Smart Tag Recommendations and Error Reporting ==== | ||
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+ | If you make changes to your tag hierarchy or switched tagging modes after turning on Smart Tag Recommendations, | ||
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+ | Since the use of OpenAI for tag recommendations is in its beta phase, meaning it is technically feature complete but still in its early stages, there is a possibility you may run into errors. Be sure to [[https:// | ||
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+ | <WRAP center round info 60%> Wondering why Smart Tag Recommendations is unavailable or blank? You may not currently have access due to your subscription type. Upgrade to an Enterprise subscription to access Smart Tag Recommendations and toggle on in Settings. If this is not the case, it may be because it hasn't finished loading yet, check background jobs in the top right. Lastly, the feature may just not have any recommendations for that particular tag or question, try a clicking on a few more and see if it works! If none of these are applicable, contact us [[support@nested-knowledge.com|support@nested-knowledge.com]] </ | ||
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+ | Additionally, | ||
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==== Abstract Tag Recommendations ==== | ==== Abstract Tag Recommendations ==== |