showlab/Awesome-MLLM-Hallucination
A curated list of research papers, surveys, and code resources on hallucination in multimodal large language models.

This repository organizes academic and practical resources focused on hallucination in multimodal large language models (MLLM) or large vision-language models (LVLM). Hallucination here refers to generated text that is nonsensical or unfaithful to the source content, including factual errors or instruction violations. The collection includes a comprehensive 40-page survey with 228 references covering root causes, training-free mitigations, contrastive decoding, and RL-based solutions.
Frequently asked
- What is showlab/Awesome-MLLM-Hallucination?
- A curated list of research papers, surveys, and code resources on hallucination in multimodal large language models.
- Is Awesome-MLLM-Hallucination open source?
- Yes — showlab/Awesome-MLLM-Hallucination is an open-source project tracked on heatdrop.
- How popular is Awesome-MLLM-Hallucination?
- showlab/Awesome-MLLM-Hallucination has 1k stars on GitHub.
- Where can I find Awesome-MLLM-Hallucination?
- showlab/Awesome-MLLM-Hallucination is on GitHub at https://github.com/showlab/Awesome-MLLM-Hallucination.