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wiki:autolit:tagging:tag_recommendations [2024/01/02 16:51] kevinkallmes [Abstract Tag Recommendations] |
wiki:autolit:tagging:tag_recommendations [2024/01/17 17:31] jthurnham |
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There are two Tag Recommendation modes: Standard and Smart (Beta). In short, **standard tag recommendations** use keyword searches and is available to all users while **Smart Tag Recommendations** uses OpenAI, a Large Language Model that can read and answer questions, but is //only available to enterprise customers.// | There are two Tag Recommendation modes: Standard and Smart (Beta). In short, **standard tag recommendations** use keyword searches and is available to all users while **Smart Tag Recommendations** uses OpenAI, a Large Language Model that can read and answer questions, but is //only available to enterprise customers.// | ||
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===== Standard Tag Recommendations ===== | ===== Standard Tag Recommendations ===== | ||
Nested Knowledge automatically generates Standard Tag Recommendations for every included study. These are available for Full Texts (by default) but you may also turn on Abstract Tag Recommendations in Settings. | Nested Knowledge automatically generates Standard Tag Recommendations for every included study. These are available for Full Texts (by default) but you may also turn on Abstract Tag Recommendations in Settings. | ||
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==== Standard Tag Recs: Full Text ==== | ==== Standard Tag Recs: Full Text ==== | ||
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Form-based appearance: | Form-based appearance: | ||
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Standard appearance: | Standard appearance: | ||
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To view the text that is associated with a given Tag Recommendation, | To view the text that is associated with a given Tag Recommendation, | ||
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Similarly, when standard tag recommendations for abstracts is turned on, any recommendations will be highlighted in blue when clicked on. | Similarly, when standard tag recommendations for abstracts is turned on, any recommendations will be highlighted in blue when clicked on. | ||
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==== Aliases ==== | ==== Aliases ==== | ||
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If a tag has an alias and the original tag name does not generate any recommendations, | If a tag has an alias and the original tag name does not generate any recommendations, | ||
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===== Smart (Beta) Tag Recommendations (for Enterprise subscriptions only) ===== | ===== Smart (Beta) Tag Recommendations (for Enterprise subscriptions only) ===== | ||
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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' | 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 ===== | ===== Standard vs Smart Tag Recommendations Example ===== | ||
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Additionally, | Additionally, | ||
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==== Abstract Tag Recommendations ==== | ==== 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 " | 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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===== Standard vs Smart Tag Recommendations Example ===== | ===== 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?", | 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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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 " | 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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==== Regenerating Smart Tag Recommendations and Error Reporting ==== | ==== Regenerating Smart Tag Recommendations and Error Reporting ==== | ||