TY - GEN
T1 - Bavisitter
T2 - 2024 IEEE Visualization and Visual Analytics Conference, VIS 2024
AU - Choi, Jiwon
AU - Lee, Jaeung
AU - Jo, Jaemin
N1 - Publisher Copyright:
© 2024 IEEE.
PY - 2024
Y1 - 2024
N2 - Large Language Models (LLMs) have demonstrated remarkable versatility in visualization authoring, but often generate suboptimal designs that are invalid or fail to adhere to design guidelines for effective visualization. We present Bavisitter, a natural language interface that integrates established visualization design guidelines into LLMs. Based on our survey on the design issues in LLM-generated visualizations, Bavisitter monitors the generated visualizations during a visualization authoring dialogue to detect an issue. When an issue is detected, it intervenes in the dialogue, suggesting possible solutions to the issue by modifying the prompts. We also demonstrate two use cases where Bavisitter detects and resolves design issues from the actual LLM-generated visualizations.
AB - Large Language Models (LLMs) have demonstrated remarkable versatility in visualization authoring, but often generate suboptimal designs that are invalid or fail to adhere to design guidelines for effective visualization. We present Bavisitter, a natural language interface that integrates established visualization design guidelines into LLMs. Based on our survey on the design issues in LLM-generated visualizations, Bavisitter monitors the generated visualizations during a visualization authoring dialogue to detect an issue. When an issue is detected, it intervenes in the dialogue, suggesting possible solutions to the issue by modifying the prompts. We also demonstrate two use cases where Bavisitter detects and resolves design issues from the actual LLM-generated visualizations.
KW - Automated Visualization
KW - Large Language Model
KW - Visualization Tools
UR - https://www.scopus.com/pages/publications/85213736688
U2 - 10.1109/VIS55277.2024.00032
DO - 10.1109/VIS55277.2024.00032
M3 - Conference contribution
AN - SCOPUS:85213736688
T3 - Proceedings - 2024 IEEE Visualization Conference - Short Papers, VIS 2024
SP - 121
EP - 125
BT - Proceedings - 2024 IEEE Visualization Conference - Short Papers, VIS 2024
PB - Institute of Electrical and Electronics Engineers Inc.
Y2 - 13 October 2024 through 18 October 2024
ER -