Hallucination of multimodal large language models: A survey
This survey presents a comprehensive analysis of the phenomenon of hallucination in
multimodal large language models (MLLMs), also known as Large Vision-Language Models …
multimodal large language models (MLLMs), also known as Large Vision-Language Models …
Evaluating and analyzing relationship hallucinations in large vision-language models
The issue of hallucinations is a prevalent concern in existing Large Vision-Language
Models (LVLMs). Previous efforts have primarily focused on investigating object …
Models (LVLMs). Previous efforts have primarily focused on investigating object …
MMRel: A Relation Understanding Dataset and Benchmark in the MLLM Era
Despite the recent advancements in Multi-modal Large Language Models (MLLMs),
understanding inter-object relations, ie, interactions or associations between distinct objects …
understanding inter-object relations, ie, interactions or associations between distinct objects …
Pensieve: Retrospect-then-compare mitigates visual hallucination
Multi-modal Large Language Models (MLLMs) demonstrate remarkable success across
various vision-language tasks. However, they suffer from visual hallucination, where the …
various vision-language tasks. However, they suffer from visual hallucination, where the …
VALOR-EVAL: Holistic Coverage and Faithfulness Evaluation of Large Vision-Language Models
Large Vision-Language Models (LVLMs) suffer from hallucination issues, wherein the
models generate plausible-sounding but factually incorrect outputs, undermining their …
models generate plausible-sounding but factually incorrect outputs, undermining their …
LightHouse: A Survey of AGI Hallucination
F Wang - arxiv preprint arxiv:2401.06792, 2024 - arxiv.org
With the development of artificial intelligence, large-scale models have become increasingly
intelligent. However, numerous studies indicate that hallucinations within these large …
intelligent. However, numerous studies indicate that hallucinations within these large …
A Survey of Hallucination in Large Visual Language Models
The Large Visual Language Models (LVLMs) enhances user interaction and enriches user
experience by integrating visual modality on the basis of the Large Language Models …
experience by integrating visual modality on the basis of the Large Language Models …
Advancing Large Vision-Language Models with Efficiency, Reliability and Visual Knowledge
W Hu - 2024 - search.proquest.com
UNIVERSITY OF CALIFORNIA Los Angeles Advancing Large Vision-Language Models with
Efficiency, Reliability and Visual Knowledge A Page 1 UNIVERSITY OF CALIFORNIA Los …
Efficiency, Reliability and Visual Knowledge A Page 1 UNIVERSITY OF CALIFORNIA Los …