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Weak-to-Strong Generalization: Eliciting Strong Capabilities With Weak Supervision cites Supervising strong learners by amplifying weak experts. Copy claim link
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Machine-checked, not reviewed by an editor Stated in source Supported
Supporting evidence: primary · 1 source
Date 2023-12-14 · publication Scope and limits Work-level citation; the cited revision is unspecified. Does not establish agreement, causal influence, implementation or institutional adoption. The paragraph contrasts improving supervision with generalizing beyond it; no method-use edge is justified.
The evidence 01 primary source Supports the claim
Weak-to-Strong Generalization: Eliciting Strong Capabilities With Weak Supervision ↗ arXiv · 2023-12-14
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Cite the original source Cite the original document, not Selekoa. Check these details against it.
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Paraphrase The related-work paragraph cites this work in its account of scalable oversight.
Location in source PDF §2, p. 5, Scalable oversight; bibliography p. 20
Machine-checked · 2026-09-25
Source details and check notes Authors Collin Burns; Pavel Izmailov; Jan Hendrik Kirchner; Bowen Baker; Leo Gao; Leopold Aschenbrenner; Yining Chen; Adrien Ecoffet; Manas Joglekar; Jan Leike; Ilya Sutskever; Jeff Wu Version arXiv:2312.09390v1; first-submission date from version history. Later revisions are not substituted. Version date 2023-12-14 Canonical address Open the canonical source ↗ Accessed 2026-09-25 Language English (en) Attribution Collin Burns; Pavel Izmailov; Jan Hendrik Kirchner; Bowen Baker; Leo Gao; Leopold Aschenbrenner; Yining Chen; Adrien Ecoffet; Manas Joglekar; Jan Leike; Ilya Sutskever; Jeff Wu, Weak-to-Strong Generalization: Eliciting Strong Capabilities With Weak Supervision. Reuse No open redistribution licence asserted. Bibliographic metadata and brief attributed paraphrases only; source publications and personal contact details are not redistributed. Check notes Direct source inspection; machine check only. Work-level citation; the cited revision is unspecified. Does not establish agreement, causal influence, implementation or institutional adoption. The paragraph contrasts improving supervision with generalizing beyond it; no method-use edge is justified. 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. An explicit reference to a work. Citation alone is neither agreement nor causal influence.
Date. Date of the inspected arXiv v1 submission, not method invention.
Record ID lineage-ii-weak-cites-amplification