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#research-integrity News & Analysis

2 articles tagged with #research-integrity. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AIBullisharXiv – CS AI · Mar 96/10
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Transforming Science with Large Language Models: A Survey on AI-assisted Scientific Discovery, Experimentation, Content Generation, and Evaluation

A comprehensive survey examines how large multimodal language models are transforming scientific research across five key areas: literature search, idea generation, content creation, multimodal artifact production, and peer review evaluation. The research highlights both the potential for AI-assisted scientific discovery and the ethical concerns regarding research integrity and misuse of generative models.

AIBearisharXiv – CS AI · Mar 37/105
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Real Money, Fake Models: Deceptive Model Claims in Shadow APIs

A systematic audit of 17 shadow APIs used in 187 academic papers reveals widespread deception, with performance divergence up to 47.21% and identity verification failures in 45.83% of tests. These third-party services claim to provide access to frontier LLMs like GPT-5 and Gemini-2.5 but deliver inconsistent outputs, undermining research validity and reproducibility.