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Bubeck and co-authors' paper of March 2023 states that an early version of GPT-4, though purely a language model, goes far beyond memorization and has a deep and flexible understanding of concepts, skills and domains. Copy claim link
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Machine-checked, not reviewed by an editor Stated in source Supported
Supporting evidence: primary · 1 source; Context: primary · 1 source
Date 2023-03-22 · publication Records dated 2023 → Role Contesting Register (kind of text) Nonfiction Engagement Engages a premise. It disputes the premise that a model trained to reproduce text only memorises, by reporting performance on tasks designed to require understanding. Scope and limits The authors describe their method as somewhat subjective and informal; the paper concerns understanding and capability, not whether the model pursues goals of its own.
The evidence 03 primary source Supports the claim
Sparks of Artificial General Intelligence: Early experiments with GPT-4 ↗ arXiv preprint 2303.12712 (Microsoft Research) · 2023-03-22
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Source excerpt “GPT-4 goes far beyond memorization, and that it has a deep and flexible understanding of concepts, skills, and domains” Location in source Section 1, PDF p. 7
How it was read Retrieved directly from the publisher
Machine-checked · 2026-10-31
Source details and check notes Authors Sébastien Bubeck; Varun Chandrasekaran; Ronen Eldan; Johannes Gehrke; Eric Horvitz; Ece Kamar; Peter Lee; Yin Tat Lee; Yuanzhi Li; Scott Lundberg; Harsha Nori; Hamid Palangi; Marco Tulio Ribeiro; Yi Zhang Version Retrieved for the candidate pack on 2026-10-29 (SHA-256 4430e19e6200136829f2e58780c5f26b5d292ca8dbfeac3061b73d6aff2f61d2). arXiv v1 of 22 March 2023. The cross-family check retrieved it again on 2026-10-31, with the same bytes. Canonical address Open the canonical source ↗ Accessed 2026-10-29 Language English (en) Attribution Sébastien Bubeck, Varun Chandrasekaran, Ronen Eldan, Johannes Gehrke, Eric Horvitz, Ece Kamar, Peter Lee, Yin Tat Lee, Yuanzhi Li, Scott Lundberg, Harsha Nori, Hamid Palangi, Marco Tulio Ribeiro, Yi Zhang, “Sparks of Artificial General Intelligence: Early experiments with GPT-4”, 2023-03-22. Reuse No open redistribution licence asserted. Bibliographic metadata, editorial paraphrases and short attributed quotations (at most 50 words each). Recheck terms before wider redistribution. Check notes Candidate pack passage, arguments about catastrophic risk from advanced AI (research/risk-debate). The quotation (19 words) matched the text retrieved for the candidate pack on 2026-10-29. Matching ignored differences of whitespace, case, quotation marks, dashes and Unicode compatibility forms, so the source’s typography can differ. No human editorial review. primary source Supports the claim
Sparks of Artificial General Intelligence: Early experiments with GPT-4 ↗ arXiv preprint 2303.12712 (Microsoft Research) · 2023-03-22
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Source excerpt “Despite being purely a language model, this early version of GPT-4 demonstrates remarkable capabilities” Location in source Section 1, PDF p. 4
How it was read Retrieved directly from the publisher
Machine-checked · 2026-10-31
Source details and check notes Authors Sébastien Bubeck; Varun Chandrasekaran; Ronen Eldan; Johannes Gehrke; Eric Horvitz; Ece Kamar; Peter Lee; Yin Tat Lee; Yuanzhi Li; Scott Lundberg; Harsha Nori; Hamid Palangi; Marco Tulio Ribeiro; Yi Zhang Version Retrieved for the candidate pack on 2026-10-29 (SHA-256 4430e19e6200136829f2e58780c5f26b5d292ca8dbfeac3061b73d6aff2f61d2). arXiv v1 of 22 March 2023. The cross-family check retrieved it again on 2026-10-31, with the same bytes. Canonical address Open the canonical source ↗ Accessed 2026-10-29 Language English (en) Attribution Sébastien Bubeck, Varun Chandrasekaran, Ronen Eldan, Johannes Gehrke, Eric Horvitz, Ece Kamar, Peter Lee, Yin Tat Lee, Yuanzhi Li, Scott Lundberg, Harsha Nori, Hamid Palangi, Marco Tulio Ribeiro, Yi Zhang, “Sparks of Artificial General Intelligence: Early experiments with GPT-4”, 2023-03-22. Reuse No open redistribution licence asserted. Bibliographic metadata, editorial paraphrases and short attributed quotations (at most 50 words each). Recheck terms before wider redistribution. Check notes Candidate pack passage, arguments about catastrophic risk from advanced AI (research/risk-debate). The quotation (14 words) matched the text retrieved for the candidate pack on 2026-10-29. Matching ignored differences of whitespace, case, quotation marks, dashes and Unicode compatibility forms, so the source’s typography can differ. No human editorial review. primary source Context only
Sparks of Artificial General Intelligence: Early experiments with GPT-4 ↗ arXiv preprint 2303.12712 (Microsoft Research) · 2023-03-22
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Cite the original source Cite the original document, not Selekoa. Check these details against it.
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Source excerpt “We acknowledge that this approach is somewhat subjective and informal” Location in source Section 1, PDF p. 7
How it was read Retrieved directly from the publisher
Machine-checked · 2026-10-31
Source details and check notes Authors Sébastien Bubeck; Varun Chandrasekaran; Ronen Eldan; Johannes Gehrke; Eric Horvitz; Ece Kamar; Peter Lee; Yin Tat Lee; Yuanzhi Li; Scott Lundberg; Harsha Nori; Hamid Palangi; Marco Tulio Ribeiro; Yi Zhang Version Retrieved for the candidate pack on 2026-10-29 (SHA-256 4430e19e6200136829f2e58780c5f26b5d292ca8dbfeac3061b73d6aff2f61d2). arXiv v1 of 22 March 2023. The cross-family check retrieved it again on 2026-10-31, with the same bytes. Canonical address Open the canonical source ↗ Accessed 2026-10-29 Language English (en) Attribution Sébastien Bubeck, Varun Chandrasekaran, Ronen Eldan, Johannes Gehrke, Eric Horvitz, Ece Kamar, Peter Lee, Yin Tat Lee, Yuanzhi Li, Scott Lundberg, Harsha Nori, Hamid Palangi, Marco Tulio Ribeiro, Yi Zhang, “Sparks of Artificial General Intelligence: Early experiments with GPT-4”, 2023-03-22. Reuse No open redistribution licence asserted. Bibliographic metadata, editorial paraphrases and short attributed quotations (at most 50 words each). Recheck terms before wider redistribution. Check notes Candidate pack passage, arguments about catastrophic risk from advanced AI (research/risk-debate). The quotation (10 words) matched the text retrieved for the candidate pack on 2026-10-29. Matching ignored differences of whitespace, case, quotation marks, dashes and Unicode compatibility forms, so the source’s typography can differ. No human editorial review. Status and meaning Editorial status. Not reviewed by an editor . An exploratory record that no editor has accepted. This status does not say whether a person has read any linked passage. Each evidence record above shows how it was checked.
Relation. A passage of the document disputes the proposition or a premise it depends on. The record documents the text’s position, not who is right.
Date. Date of the arXiv v1 submission.
Record ID rd-r14-bubeck-2023-sparks-agi