## 3 Results
### AIGC Input-Output Classification
#### 3.3.1 Text to Text
\begin{table}
\begin{tabular}{l l l l l} \hline \hline
**Input** & **Output** & **Preccribed Task** & **Technique/ Technology Model** & **Ref.** \\ \hline \multirow{8}{*}{Tobular Data} & Text & Write drafts, add suggestions, propose edits and provide explanations & PERE (Plan, Edit, Explain, Repeat) & [34] \\ \cline{2-5}  & Text & Password cracking & Improved Wasserstein GAN (WGAN) & [85] \\ \cline{2-5}  & Text & \multirow{2}{*}{Predict future markets using historical data} & CAN-FP & [156] \\ \cline{3-5}  & & & Stochastic Time-series Generative Adversarial Network (ST-GAN) & [157] \\ \cline{3-5}  & & & Multiple Time-series Generative Adversarial Networks (MISCAN) & [158] \\ \cline{3-5}  & & & MAKE-A-VIDEO & [159] \\ \cline{3-5}  & Video & Generate test-guided videos & IMAGEN VIDEO & [160] \\ \cline{3-5}  & & & Time-A-Video & [104] \\ \hline \multirow{3}{*}{2D Structure Molecule} & 3D & \multirow{3}{*}{Generating 3D molecular structure} & \multirow{3}{*}{Geometry Complete Diffusion Model (GCDM)} & [105] \\ \cline{3-5}  & Structure & Molecule & & Performing inpainting on 3D images & Point Encoder GAN & [161] \\ \cline{3-5}  & & & Generation of realistic human poses & GAN-Poser & [51] \\ \hline \multirow{3}{*}{Audio} & Text & Generating captions for audio & Contrastive Language-Audio Pretraining (CLAP) & [47] \\ \cline{3-5}  & Molecule & Designing molecules/drag with desired properties & Mol-Cycle Generative Adversarial Networks (GAN) & [129] \\ \cline{3-5}  & Molecular Properties & Creating molecular graphs or designing molecule graphs & Junction Tree Variational Autoencoder (JT-VAE) & [57] \\ \cline{3-5}  & Molecular Graphics & Designing molecule graphs from chemical properties & MoFlow & [76] \\ \hline \multirow{3}{*}{Data} & Text & Generating natural language from structured data & Text-to-Text Transformer (TS) & [112] \\ \cline{3-5}  & Text & Gesture recognition & DCGAN (Deep Convolutional Generative Adversarial Network) with CNN (Convolutional Neural Network) & [36] \\ \hline \multirow{3}{*}{Graphs} & Molecule Structure & Molecule generation & Contained Graph Variational Autoencoder (CCVAE) & [79] \\ \cline{3-5}  & Graph & Generates the periodic structure of materials & Crystal Diffusion Variational Autoencoders (CDVAE) & [80] \\ \cline{3-5}  & & A test-guided image manipulation method & LDEdit & [49] \\ \cline{3-5}  & & Generating steganographic images (hiding messages in an image) & SegnganGAN & [162] \\ \cline{3-5}  & & Performing text-driven image manipulation/editing & Style Contrastive Language-Image Pre-training (StyleCLIP) & [98] \\ \cline{3-5}  & & Describing and editing the given image based on the text prompt & Pre-trained Language Model (PLM) - Visual GPT & [65] \\ \hline \multirow{3}{*}{Knowledge Graph} & Text & Converting knowledge graph-based RDF triples to text & CIR-Long Short-Term Memory (LSTM) & [129] \\ \cline{3-5}  & Text & Generating captions for music audio & MutCap & [48] \\ \cline{3-5}  & Road Network & Synthesizing road networks & StreetGAN & [97] \\ \hline \multirow{3}{*}{Speed} & Speech & Speech enhancement & SEGAN & [82] \\ \cline{3-5}  & & Synthesize fake tables that are statistically similar to the original table & Table-GAN & [52] \\ \cline{3-5}  & Tabular Data & \multirow{3}{*}{
\begin{tabular}{} \end{tabular} } & Generate a synthetic dataset that is statistically similar to the original data & Tabular GAN (TGAN) & [94] \\ \cline{3-5}  & & Generate synthetic data for tabular datasets & Conditional tabular GAN (CTGAN) & [83] \\ \hline \multirow{3}{*}{Text-Image} & \multirow{3}{*}{Image} & Performing text-based realistic image synthesis/generation & Semantic Image Synthesis via Adversarial Learning (SEGAN) & [163] \\ \cline{3-5}  & & Text-based image manipulation & DIFREDT & [164] \\ \cline{3-5}  & & & DiffusionCLIP & [131] \\ \cline{3-5}  & Video & Generating video from text prompt and input image & PHENAXI & [19] \\ \hline \multirow{3}{*}{Text-Shape} & 3D Avatar & Generating 3D avatars guided by text and shape & Dream/Avatar & [165] \\ \cline{3-5}  & Video & Converting low-resolution videos to higher-resolution videos & VBREsFeatGAN & [91] \\ \cline{3-5}  & Video-Text & Video & Editing videos based on text input and animating images based on input & Video Diffusion Model (VDM) - Dreamnik & [106] \\ \hline \hline \end{tabular}
\end{table}