Add to ORKGLarge Vision-Language Models (LVLMs) have recently achieved remarkable success. However, LVLMs are still plagued by the hallucination problem, which limits the practicality in many scenarios. Hallucination refers to the information of LVLMs' responses that does not exist in the visual input, which poses potential risks of substantial consequences. There has been limited work studying hallucination evaluation in LVLMs. In this paper, we propose Hallucination Evaluation based on Large Language Models (HaELM), an LLM-based hallucination evaluation framework. HaELM achieves an approximate 95% performance comparable to ChatGPT and has additional advantages including low cost, reproducibility, privacy preservation and local deployment. Leveraging...
Large language models (LLMs) have achieved remarkable advancements in the field of natural language ...
Advancement in large pretrained language models has significantly improved their performance for con...
Natural Language Generation (NLG) has improved exponentially in recent years thanks to the developme...
Although demonstrating superb performance on various NLP tasks, large language models (LLMs) still s...
This research paper focuses on the challenges posed by hallucinations in large language models (LLMs...
We introduce FAITHSCORE (Faithfulness to Atomic Image Facts Score), a reference-free and fine-graine...
Although remarkable progress has been achieved in preventing large language model (LLM) hallucinatio...
Large Language Models (LLMs) have revolutionized Natural Language Processing (NLP). Although conveni...
Recently developed large language models have achieved remarkable success in generating fluent and c...
Nowadays, the research on Large Vision-Language Models (LVLMs) has been significantly promoted thank...
Large Language Models (LLMs), such as ChatGPT/GPT-4, have garnered widespread attention owing to the...
Large Multimodal Models (LMM) are built across modalities and the misalignment between two modalitie...
Large language models (LLMs) have achieved significant success in interacting with human. However, r...
Large Language Models (LLMs) have demonstrated remarkable proficiency in generating fluent text. How...
[EN] Large language models like GPT and Claude have revolutionized the tech industry over the past y...
Large language models (LLMs) have achieved remarkable advancements in the field of natural language ...
Advancement in large pretrained language models has significantly improved their performance for con...
Natural Language Generation (NLG) has improved exponentially in recent years thanks to the developme...
Although demonstrating superb performance on various NLP tasks, large language models (LLMs) still s...
This research paper focuses on the challenges posed by hallucinations in large language models (LLMs...
We introduce FAITHSCORE (Faithfulness to Atomic Image Facts Score), a reference-free and fine-graine...
Although remarkable progress has been achieved in preventing large language model (LLM) hallucinatio...
Large Language Models (LLMs) have revolutionized Natural Language Processing (NLP). Although conveni...
Recently developed large language models have achieved remarkable success in generating fluent and c...
Nowadays, the research on Large Vision-Language Models (LVLMs) has been significantly promoted thank...
Large Language Models (LLMs), such as ChatGPT/GPT-4, have garnered widespread attention owing to the...
Large Multimodal Models (LMM) are built across modalities and the misalignment between two modalitie...
Large language models (LLMs) have achieved significant success in interacting with human. However, r...
Large Language Models (LLMs) have demonstrated remarkable proficiency in generating fluent text. How...
[EN] Large language models like GPT and Claude have revolutionized the tech industry over the past y...
Large language models (LLMs) have achieved remarkable advancements in the field of natural language ...
Advancement in large pretrained language models has significantly improved their performance for con...
Natural Language Generation (NLG) has improved exponentially in recent years thanks to the developme...