AI & LaTeX

Using AI to Write Research Papers in LaTeX — Best Practices

AI tools can dramatically accelerate research paper writing in LaTeX — from generating first drafts of sections to suggesting better phrasing and catching logical gaps. However, using AI irresponsibly can lead to plagiarism concerns, factual errors, and stylistic inconsistency. Bibby AI is designed specifically for academic LaTeX writing: it understands paper structure (abstract, methods, results), respects your citation database, and generates LaTeX that compiles cleanly. This tutorial covers best practices for integrating AI into your research workflow while maintaining academic integrity.

Structuring Your Paper with AI Assistance

Use AI to scaffold your document structure, then fill in the content yourself. This is the safest and most effective approach:

% Ask Bibby AI: "Create a structure for a machine
% learning paper on transformer architectures"

\documentclass[twocolumn]{article}
\usepackage{amsmath, graphicx, hyperref, booktabs}
\usepackage[numbers]{natbib}

\title{Efficient Sparse Attention for
  Long-Document Transformers}
\author{Your Name \\
  Department of Computer Science \\
  \texttt{[email protected]}}
\date{}

\begin{document}
\maketitle

\begin{abstract}
% TODO: Write after completing all sections
\end{abstract}

\section{Introduction}
\label{sec:intro}
% Motivation, problem statement, contributions

\section{Related Work}
\label{sec:related}
% Literature review with \cite{} references

\section{Method}
\label{sec:method}
% Your approach and formulation

\section{Experiments}
\label{sec:experiments}
% Setup, datasets, baselines, results

\section{Conclusion}
\label{sec:conclusion}
% Summary and future work

\bibliographystyle{plainnat}
\bibliography{references}
\end{document}

Using AI to Polish and Improve Existing Text

The best use of AI is refining text you've already written. Ask the AI to improve clarity, fix grammar, or tighten prose — not to generate ideas:

% ORIGINAL (your draft):
% "We tested our method on three datasets and it
% worked better than other methods in most cases."

% Ask Bibby AI: "Make this more precise and academic"

% AI-IMPROVED version:
We evaluated our approach on three benchmark
datasets: MNIST~\cite{lecun1998},
CIFAR-10~\cite{krizhevsky2009}, and
ImageNet~\cite{deng2009imagenet}.
Our method outperformed all baselines on
classification accuracy, achieving a relative
improvement of 3.2\% on ImageNet
(Table~\ref{tab:results}).

% Note how the AI added:
% - Specific dataset names with citations
% - Quantitative claims with references to tables
% - More precise language

Generating LaTeX Tables and Figures from Data

AI excels at converting raw data into publication-ready LaTeX tables and figure environments:

% Ask Bibby AI: "Create a results comparison table
% with these columns: Method, Accuracy, F1, Runtime"

\begin{table}[t]
  \centering
  \caption{Performance comparison on the test set.
    Best results in \textbf{bold}.}
  \label{tab:results}
  \begin{tabular}{lccc}
    \toprule
    Method & Acc (\%) & F1 & Time (s) \\
    \midrule
    Baseline~\cite{smith2024} & 87.3 & 0.856 & 12.4 \\
    Method A~\cite{jones2025} & 89.1 & 0.878 & 15.7 \\
    Ours & \textbf{92.4} & \textbf{0.911} & \textbf{9.8} \\
    \bottomrule
  \end{tabular}
\end{table}

% AI-generated figure environment with subcaptions:
\begin{figure}[t]
  \centering
  \includegraphics[width=\columnwidth]{figures/accuracy_curve.pdf}
  \caption{Test accuracy over training epochs.
    Our method (blue) converges faster than the
    baseline (red).}
  \label{fig:accuracy}
\end{figure}

💡 Tips

•Never let AI generate your research claims or results — use it only for structuring, formatting, and polishing text you've written.
•Bibby AI is aware of your .bib file, so it can suggest relevant \cite{} commands from your actual bibliography.
•Always disclose AI assistance per your venue's policy — most conferences now require an AI use statement.
•Use AI to generate boilerplate (table environments, figure templates, algorithm pseudocode blocks) while you focus on the science.

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