PeerPrism benchmark demonstrates that state-of-the-art LLM detectors conflate surface text style with intellectual contribution and fail on hybrid human-AI peer reviews.
Reformulating unsupervised style transfer as paraphrase generation,
2 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
fields
cs.CL 2years
2026 2verdicts
UNVERDICTED 2representative citing papers
Loom is a framework using intent-centered semiotic chain-of-thought in a three-layer pipeline to separate perceptual material generation from syntactic insertion, achieving higher factual integrity and descriptive intensity than baselines in LLM-assisted creative writing.
citing papers explorer
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PeerPrism: Peer Evaluation Expertise vs Review-writing AI
PeerPrism benchmark demonstrates that state-of-the-art LLM detectors conflate surface text style with intellectual contribution and fail on hybrid human-AI peer reviews.
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Controllable Narrative Rendering for Enhanced Assisted Writing
Loom is a framework using intent-centered semiotic chain-of-thought in a three-layer pipeline to separate perceptual material generation from syntactic insertion, achieving higher factual integrity and descriptive intensity than baselines in LLM-assisted creative writing.