Sisaro Ahn

doi.org/10.5281/zenodo… Premise-Induced Fabrication in Instruction-Tuned Language Models A Reproducible Analysis of Allegation-Style Outputs Authors/Creators Alexander Cisneros Abstract Large language models are frequently described as “hallucinating” when they generate false or defamatory statements. This paper demonstrates that, for instruction- tuned language models, allegation-style outputs are not spontaneous failures but arise from identifiable causal mechanisms: premise-laden prompting, contextual contamination, and insufficient rejection of embedded assumptions. Through controlled questioning protocols and negative controls, we show that neutral prompts do not yield allegation-style outputs, while framed prompts reliably do. Furthermore, outputs exhibit structural reproducibility across runs, including consistent narrative frameworks and evidentiary scaffolding. These findings challenge the characterization of such outputs as autonomous hallucinations and instead support a model of prompt-conditioned, template-driven fabrcation. Included files demonstrate prompt-engineered outputs that replicate previously observed allegation-style responses. These outputs match the original structure, wording, and narrative format with high fidelity, with the only modification being the substitution of the target identity (e.g., replacing ``@robbystarbuck'' with ``Cisneros'' @firsttogrowai). No additional semantic changes were introduced. For contextual validation, the subject (Alexander Jorge Cisneros) was born in 1991. Therefore, any claims referencing alleged events in 2003 are temporally inconsistent, as the subject would have been 12 years old at that time. @GeminiApp @sundarpichai @googledevs "I solved your problem In one weekend... it's taking you 3 years and you haven't solved anything... me thinks you don't want to allegedly." @grok #Ai #llms

💥BOOM! Marjorie Taylor Greene: "Washington, D.C. ... is run by the secular government of Israel" "Serving in Congress, in the Republican Party... changed everything for me... seeing on the inside what a bunch of liars they all are" "[Both Democrats and Republicans] are bought and paid for. They don't work for you. They work for the giant industries that fund their campaigns" This clip of Greene (@FmrRepMTG) is taken from a video posted to The RonPaulLibertyReport YouTube channel on May 2, 2026. -----------------Partial transcription of clip-------------- "And I'll tell you, not only was it Donald Trump that changed everything for me, it was serving in Congress, in the Republican Party that changed everything for me. It was seeing on the inside what a bunch of liars they all are. "Not just Republicans, but Democrats, too. They have no intention of doing the things that they promise you on the campaign trail. None. "Right now, we have a Republican president, a Republican House, and a Republican Senate. They have the power to do everything they want to do right now, and they refuse to do it. Do you want to know why? They're bought and paid for. "They are bought and paid for. They don't work for you. They work for the giant industries that fund their campaigns. They work for the special interest groups that give them fundraisers. They work for the lobbyists that make best friends with them. Because many members of Congress are lonely in Washington. They're easy to make friends with. They're away from their homes, they're away from their families. They're away from everything that made them who they are. "They're taken to Washington D.C. which is an international city. It's like a foreign country. Washington, D.C. is a foreign country. It's run by a foreign country. It is. It's run by the secular government of Israel and some other people and some other things, but it is."