showlab/Awesome-MLLM-Hallucination resource

Health v2 · maintenance only

Flags: no_releases no_license

Adoption not part of the score

1038 stars · 47 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

A curated awesome-list of papers, benchmarks, and code on hallucination in multimodal large language models (MLLM/LVLM), organized into evaluation/analysis and mitigation categories. It accompanies a comprehensive survey paper and is actively updated via community pull requests.

Use cases

• find papers on multimodal LLM hallucination
• research hallucination mitigation methods for vision-language models
• find hallucination benchmarks for MLLMs
• survey contrastive decoding and RL-based hallucination fixes
• get started researching MLLM reliability
• track latest 2024-2025 hallucination research

When to choose

• you need a literature map of MLLM hallucination evaluation and mitigation
• you are writing a paper or survey on vision-language model reliability
• you want curated links to benchmarks and code

When to avoid

• you need runnable software or a library rather than a reading list
• you need hallucination resources for text-only LLMs
• you need a maintained tool with a license and releases

Facets

learning-resource · maturity active

documentation large-language-models artificial-intelligence computer-vision tutorials awesome-list mllm hallucination survey research-papers vision-language-models natural-language-processing web-server

Member repositories

For agents

markdown · JSON · MCP: product_card(name="showlab/Awesome-MLLM-Hallucination")