In hindsight, there were warning signs that her father’s health could upend Schofield’s life. Until his leg recovered from the surgery, he would not be able to walk without assistance. The collision splintered the bone in his left thigh down to his knee three days later, a metal rod held the broken pieces together. Then, that month, she received the news that medics were pulling her father out of his car. This would be the year she bet on herself. She pulled $30,000 from her retirement savings and was planning to give herself all of 2022 to expand the small catering business she had always dreamed about. In January 2022, Randi Schofield was a 34-year-old single mother who, not long before, left her full-time job of eight years as a personal bailiff to a local judge. Full name cloze accuracy results (GPT-4, ChatGPT and BERT) for all books can be found here: gpt4-books.Produced by Jack D’Isidoro and Aaron EspositoĮngineered by Sophia Lanman and David Mason Listen and follow The Daily Apple Podcasts | Spotify | Stitcher The following books in our set have the highest GPT-4 name cloze accuracy (where accuracy here is the fraction of times a model predicts the masked name exactly right in 100 passages from a book).
To generate name cloze passages for your own texts, see the generate_name_cloze folder. He put chips under it, blocks of various sorts, bits of pasteboard, and at last went so far as to attempt an exquisite adjustment by final pieces of folded blotting paper.ĭetailed results on all books can be found here: gpt4-books. Though of a very ingenious mechanical turn, could never get this table to suit him. This work probes what books GPT-4 and ChatGPT have memorized by assessing the degree to which models are able to predict the masked token (a proper name) in name cloze passages like the following:
Chang, Mackenzie Cramer, Sandeep Soni and David Bamman (2023), " Speak, Memory: An Archaeology of Books Known to ChatGPT/GPT-4", ArXiv. Code and data to support the following paper:
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