google scholar bibtex and apa format

Question

I've writen my Ph.D. thesis and have imported all the references from google scholar. Now, at the end of the day(!), I have noticed that they are not compatible with each other. Here are some examples of what I have got from google and my problems:

@inproceedings{finin2010annotating,
      title={Annotating named entities in Twitter data with crowdsourcing},
      author={Finin, Tim and Murnane, Will and Karandikar, Anand and Keller, Nicholas and Martineau, Justin and Dredze, Mark},
      booktitle={Proceedings of the NAACL HLT 2010 Workshop on Creating Speech and Language Data with Amazon's Mechanical Turk},
      pages={80--88},
      year={2010},
      organization={Association for Computational Linguistics}
    }

@inproceedings{leidner2003grounding,
  title={Grounding spatial named entities for information extraction and question answering},
  author={Leidner, Jochen L and Sinclair, Gail and Webber, Bonnie},
  booktitle={Proceedings of the HLT-NAACL 2003 workshop on Analysis of geographic references-Volume 1},
  pages={31--38},
  year={2003},
  organization={Association for Computational Linguistics}
}

1) As you can see, HLT-NAACL is written differently in the two references.

2) Some referencse have organization (like the above examples) and some don't.

3) There are some acrynoms (for instance, ACL in the above examples for Association for Computational Linguistics) which are used for some references, but for some not. That is, in some cases I have the full name and in some cases, I have just the short form.

4) The google scholar doesn't have all the information for all papers/books. For example, I have a reference like this:

@article{fillmore1967case,
  title={The case for case.},
  author={Fillmore, Charles J},
  year={1967},
  publisher={ERIC}
}

In my code, I am using \bibliographystyle{apacite} (see my code at the end) and in the text, it looks good and everything is fine, but in the reference list, there are the above shortcomings.

Now, I have the following questions:

Is there anyway to make all the references compatible?

Does APA need Organization for each reference? If it doesn't why does mym code show it at the end of the references which have it, and if it does, why don't I get any error or warning regarding that? Is there anyway to make the code do that?

Generally speaking, what can I do to make my references similar to each other?

My code (if helps):

\documentclass[11pt, oneside]{Thesis}
\begin{document}

\label{Bibliography}
\bibliographystyle{apacite}
%\bibliographystyle{apa} 

\bibliography{Bibliography} 
\end{document}