Rich-T-kid opened a new issue, #26976:
URL: https://github.com/apache/datafusion/issues/26976

   When Parquet dictionary promotion is enabled and `binary_as_string` maps a 
physical `LargeBinary` column to `Dictionary(Int32, Utf8)`, the reader 
currently emits `LargeBinary` and `DecoderProjection` dictionary-encodes every 
row. In ClickBench Q23, `pack_byte_to_dictionary` and 
`GenericByteDictionaryBuilder::append_array` dominate the remaining dictionary 
regression.
   
   The Parquet reader can preserve the on-disk dictionary by reading 
`Dictionary(Int32, LargeBinary)` and letting the projection cast only the 
distinct dictionary values to `Utf8`. The same approach applies to 
Utf8/LargeUtf8 offset-width mismatches. This keeps key decoding native while 
preserving the table schema and existing cast validation.


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