PHPMem v2.0.1
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llm:d8ce03df3067cff426f6af52d7cd82aaa89e1e8a59bdcdd89d508e28b5e11ce2
Edit
```xml
<result>
<column_name>Training dataset size (datapoints)</column_name>
<family>additive</family>
<subtype>real_additive</subtype>
<confidence>0.95</confidence>
<requires_user_confirmation>false</requires_user_confirmation>
<sum_meaningful>true</sum_meaningful>
<signed>false</signed>
<reducers>
<primary_reducer>sum</primary_reducer>
<valid_reducers>sum, min, max, mean, median, count</valid_reducers>
<excluded_reducers>product (not a ratio), geomean (not a ratio)</excluded_reducers>
<average_semantics>arithmetic_mean</average_semantics>
</reducers>
<inner_outer_measure>
<inner_measure_reducer>sum</inner_measure_reducer>
<outer_measure_reducer>sum</outer_measure_reducer>
</inner_outer_measure>
<multiplicative_partner_derivable>false</multiplicative_partner_derivable>
<reasoning>
Table type is DIMENSION with no sequence axis, making multiplicative highly implausible (gate prior). Column name "Training dataset size (datapoints)" contains the token "size" and describes a count/quantity, strongly signaling real_additive. The data shows large unbounded magnitude (min ~320M, max ~147T), strictly positive values with no zeros or negatives, and center far from 1.0—all consistent with an extensive count measure. Sum is the natural aggregation for combining dataset sizes across entities.
</reasoning>
<table_type_conflict>false</table_type_conflict>
</result>
```