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Cognitive Bias. Framing Effects. LLM Outputs. Summarization.
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RESEARCH PROBLEM & GAP. Slide 2 / 7. LLMs are increasingly used as information intermediaries. When they process, summarize, or fact-check content, they may alter framing, emphasis, or truthfulness in ways that are invisible to users — yet measurably change human decisions..
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METHODS & EXPERIMENTAL DESIGN. Slide 3 / 7. 1. Input Collection.
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THREE BIAS TYPES — Definitions & Metrics. Slide 4 / 7.
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KEY RESULTS & FINDINGS. Slide 5 / 7. 26.42%. Avg framing change rate.
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CONTRIBUTIONS · LIMITATIONS · THESIS CONNECTION. Slide 6 / 7.
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LITERATURE REVIEW SUMMARY — Thesis v7.0 Methodology Links.