Dongwon Lee
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226
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AI×2HCI×1ML×1Crypto×1
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2026
LLM Benchmark Datasets Should Be Contamination-Resistant
The paper argues that current LLM benchmark datasets are often contaminated by being included in pretraining data, and proposes that future benchmarks must be contamination-resistant and support inference to maintain reliable model evaluation.
Label Over Logic? How Source Cues Bias Human Fallacy Judgments More Than LLMs
The study found that human judgment of logical fallacies is significantly biased by source labels (e.g., human vs. AI), while LLM evaluations remained comparatively stable across these source conditions.
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Papers
cs.HCcs.AIRecentMay 28, 2026
Label Over Logic? How Source Cues Bias Human Fallacy Judgments More Than LLMs
The study found that human judgment of logical fallacies is significantly biased by source labels (e.g., human vs. AI), while LLM evaluations remained comparatively stable across these source conditio…
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cs.LGcs.AIcs.CRRecentMay 19, 2026