Papers by Aritra Dutta
NLKI: A Lightweight Natural Language Knowledge Integration Framework for Improving Small VLMs in Commonsense VQA Tasks (2025.findings-emnlp)
Copied to clipboard
| Challenge: | Small vision-language models lag behind their larger generative counterparts due to lack of knowledge. |
| Approach: | They propose a framework that integrates commonsense knowledge into small vision-language models . the framework retrieves natural language facts and prompts an LLM to craft natural language explanations . |
| Outcome: | The proposed framework retrieves natural language facts and prompts an LLM to craft natural language explanations. |