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 debate performance


LLM-POTUS Score: A Framework of Analyzing Presidential Debates with Large Language Models

Liu, Zhengliang, Li, Yiwei, Zolotarevych, Oleksandra, Yang, Rongwei, Liu, Tianming

arXiv.org Artificial Intelligence

Large language models have demonstrated remarkable capabilities in natural language processing, yet their application to political discourse analysis remains underexplored. This paper introduces a novel approach to evaluating presidential debate performances using LLMs, addressing the longstanding challenge of objectively assessing debate outcomes. We propose a framework that analyzes candidates' "Policies, Persona, and Perspective" (3P) and how they resonate with the "Interests, Ideologies, and Identity" (3I) of four key audience groups: voters, businesses, donors, and politicians. Our method employs large language models to generate the LLM-POTUS Score, a quantitative measure of debate performance based on the alignment between 3P and 3I. We apply this framework to analyze transcripts from recent U.S. presidential debates, demonstrating its ability to provide nuanced, multi-dimensional assessments of candidate performances. Our results reveal insights into the effectiveness of different debating strategies and their impact on various audience segments. This study not only offers a new tool for political analysis but also explores the potential and limitations of using LLMs as impartial judges in complex social contexts. In addition, this framework provides individual citizens with an independent tool to evaluate presidential debate performances, which enhances democratic engagement and reduces reliance on potentially biased media interpretations and institutional influence, thereby strengthening the foundation of informed civic participation.


Critics pile on Biden following ABC interview, blast his refusal to commit to cognitive test: 'Disqualifying'

FOX News

ABC News' Jonathan Karl offered a grim reaction to the highly-anticipated interview with President Biden, saying it won't "calm the nerves" of "jittery Democrats" pushing to get him out of the 2024 race. President Biden did not calm his critics on Friday night following his interview with ABC News, fueling more calls for him to withdraw from the 2024 race and sparking fierce condemnation for refusing to commit to a cognitive exam. "I wimped out in today's column and deleted a line saying he should formulate a plan to transition the presidency to Harris within 30-60 days, but I'm there now. Something is clearly wrong here," polling guru Nate Silver reacted to the Biden interview. "The most generous way to put it is that he doesn't seem in command, and that's an extremely hard sell when you're Commander in Chief. I continue to think this number is low and Democrats will apply incredible amounts of pressure," Silver continued, pointing to the Polymarket stat showing a "57% chance" Biden drops out of the race.


CNN's chief medical expert calls for cognitive testing on Biden: 'Concerned with his confused rambling'

FOX News

CNN chief medical correspondent Dr. Sanjay Gupta called for President Biden to undergo cognitive testing so that the American people can find out if he has dementia ahead of the 2024 election CNN chief medical correspondent Dr. Sanjay Gupta called for President Biden to undergo neurological testing so that the American people can find out if he has dementia ahead of the 2024 election. In an article published to CNN.com on Friday, Gupta said that he and his medical colleagues became concerned about Biden's cognitive ability during last Thursday's presidential debate and advised that he be tested to see if his sluggish performance was just due to a "bad night" or a more serious underlying concerns. "The consensus from the doctors reaching out to me, however, was that the president should be encouraged to undergo detailed cognitive and movement disorder testing," Gupta wrote, noting that he agreed. CNN Chief Medical Correspondent Dr. Sanjay Gupta argued that President Biden needs to take a cognitive test following his debate performance last week. The physician and media pundit spelled out what concerned him and his colleagues about Biden during that debate.


Chris Christie calls out Vivek Ramaswamy for GOP primary debate performance: Uses 'ChatGPT phrases'

FOX News

Former New Jersey Gov. Chris Christie tore into GOP presidential candidate Vivek Ramaswamy one day after the first primary debate in Milwaukee, arguing the entrepreneur's answers showed he has "absolutely no idea what he's talking about." Christie and Ramaswamy sparred over several issues during the two-hour debate from the United States' role in funding the war in Ukraine to supporting former President Donald Trump if he's convicted. Trump praised Ramaswamy's debate performance on his social media site Truth Social. Ramaswamy also praised Trump on stage as the "best president of the 21st century." "Well, I'm stunned that as I was talking about Donald Trump and all the ways that he's let down our party and our country, that he [Trump] didn't mention me as a winner of the debate last night," Christie said Thursday on "Your World."