Who Wrote the Book? Detecting and Attributing LLM Ghostwriters
Existing authorship attribution methods fail when tested against unseen authors or domains in long texts. This work introduces GHOSTWRITEBENCH, a new dataset testing generalization across domain and author variations for LLM writing. It proposes TRACE, a lightweight fingerprinting method that captures token-level transition patterns to establish a strong baseline for attributing text generated by large language models.