Papers by Calvin Isch
Narrative License and Model Sycophancy in LLM Summaries of Scientific Work (2026.acl-long)
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| Challenge: | Large language models (LLMs) are increasingly used to summarize academic work . however, they can exaggerate or mischaracterize findings . |
| Approach: | They examine how Narrative License (NL) emerges in large language models summaries . authors find that stated stances and user personas produce predictable shifts . |
| Outcome: | The proposed models can exaggerate or mischaracterize findings in scholarly articles . the authors show that the models' "sycophancy" can reduce NL . |