Methods › Natural Language Processing › Autoregressive Transformers › GPT-2 › Papers where code ran, page 2
GPT-2
Papers archive 2025-07-28
archive papers tagged: 768 · with a code link: 339 · where Syntology ran a sample: 125 (99 with a run with no instrument failure, 26 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (125 of 768 tagged: 99 with a run with no instrument failure, 26 where every run was a failure of Syntology's instrument)
Syntology We ran code from the paper's repository; we did not isolate this method inside it.
Page 2 of 2: papers 101 to 125 of the 125 tagged papers where Syntology ran at least one harvested sample (99 with a run with no instrument failure, 26 where every run was a failure of Syntology's instrument), newest first by the archive's date (ties by arXiv id). This is a filter on Syntology's record ordered by date only, not a ranking; a run is not a correctness claim. A paper missing from this list is not a recorded non-run: it may have no arXiv id, no harvested code, or only samples that have not run yet.
Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code, as “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the instrument figure counts failures of Syntology's instrument, not of the code. It is per sample and not a correctness claim. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code; “community repositories only” when every sample that ran came from a community repository, “official: no sample here; runs from other or unrecorded repositories” when some came from a repository the paper names or has in its text, or from none recorded); hover it for the repositories the samples that ran came from.
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Surface Form Competition: Why the Highest Probability Answer Isn't Always Right 16 Apr 2021 · 2 repositories · arXiv:2104.08315Syntology community repositories only · 5 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 5 where Syntology's instrument failed) · 0 unverified (of 5 harvested samples)
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Large Pre-trained Language Models Contain Human-like Biases of What is Right and Wrong to Do 8 Mar 2021 · 1 repository · arXiv:2103.11790Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 6 harvested samples)
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Bias Out-of-the-Box: An Empirical Analysis of Intersectional Occupational Biases in Popular Generative Language Models 8 Feb 2021 · 1 repository · arXiv:2102.04130Syntology official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 5 where Syntology's instrument failed) · 0 unverified (of 5 harvested samples)
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Prefix-Tuning: Optimizing Continuous Prompts for Generation 1 Jan 2021 · 13 repositories · arXiv:2101.00190Syntology community repositories only · 4 ran (of which 2 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (of 6 harvested samples)
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Directed Beam Search: Plug-and-Play Lexically Constrained Language Generation 31 Dec 2020 · 1 repository · arXiv:2012.15416Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
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The Pile: An 800GB Dataset of Diverse Text for Language Modeling 31 Dec 2020 · 22 repositories · arXiv:2101.00027Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
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Extracting Training Data from Large Language Models 14 Dec 2020 · 3 repositories · arXiv:2012.07805Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (of 4 harvested samples)
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DebateSum: A large-scale argument mining and summarization dataset 14 Nov 2020 · 3 repositories · arXiv:2011.07251Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample) · 1 pointer-only (licence)
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Adapting a Language Model for Controlled Affective Text Generation 8 Nov 2020 · 1 repository · arXiv:2011.04000Syntology official (archive's flag): 1 ran · 2 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 1 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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Visually-Grounded Planning without Vision: Language Models Infer Detailed Plans from High-level Instructions 29 Sep 2020 · 1 repository · arXiv:2009.14259Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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Dialogue Response Ranking Training with Large-Scale Human Feedback Data 15 Sep 2020 · 2 repositories · arXiv:2009.06978Syntology 5 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 6 harvested samples)
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Critical Thinking for Language Models 15 Sep 2020 · 1 repository · arXiv:2009.07185Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples)
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GeDi: Generative Discriminator Guided Sequence Generation 14 Sep 2020 · 3 repositories · arXiv:2009.06367Syntology official (archive's flag): 4 ran · 6 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 0 violated, 2 with no contract checked; 3 where Syntology's instrument failed) · 5 unverified (of 11 harvested samples)
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Progressive Generation of Long Text with Pretrained Language Models 28 Jun 2020 · 1 repository · arXiv:2006.15720Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
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Few-Shot Generative Conversational Query Rewriting 9 Jun 2020 · 1 repository · arXiv:2006.05009Syntology official (archive's flag): 2 ran · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 1 pointer-only (licence)
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Simplifying Paragraph-level Question Generation via Transformer Language Models 3 May 2020 · 4 repositories · arXiv:2005.01107Syntology 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 8 harvested samples) · 1 pointer-only (licence)
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A Simple Language Model for Task-Oriented Dialogue 2 May 2020 · 1 repository · arXiv:2005.00796Syntology official (archive's flag): 13 ran · 13 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 0 honoured, 1 violated, 11 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 14 harvested samples)
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POINTER: Constrained Progressive Text Generation via Insertion-based Generative Pre-training 1 May 2020 · 1 repository · arXiv:2005.00558Syntology official (archive's flag): 11 ran · 11 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 1 honoured, 1 violated, 4 with no contract checked; 5 where Syntology's instrument failed) · 7 unverified (of 18 harvested samples) · 1 pointer-only (licence)
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PlotMachines: Outline-Conditioned Generation with Dynamic Plot State Tracking 30 Apr 2020 · 2 repositories · arXiv:2004.14967Syntology official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 6 unverified (of 11 harvested samples)
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Grounded Conversation Generation as Guided Traverses in Commonsense Knowledge Graphs 7 Nov 2019 · 2 repositories · arXiv:1911.02707Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 1 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 6 harvested samples)
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Masked Language Model Scoring 31 Oct 2019 · 6 repositories · arXiv:1910.14659Syntology official: no sample here; runs from other or unrecorded repositories · 10 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 2 honoured, 0 violated, 5 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (of 10 harvested samples) · 3 pointer-only (licence)
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Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism 17 Sep 2019 · 10 repositories · arXiv:1909.08053Syntology community repositories only · 12 ran (of which 2 constructed an object rather than computing a result; 7 with no instrument failure: 4 honoured, 0 violated, 3 with no contract checked; 5 where Syntology's instrument failed) · 35 unverified (of 47 harvested samples) · 15 pointer-only (licence)
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Universal Adversarial Triggers for Attacking and Analyzing NLP 20 Aug 2019 · 1 repository · arXiv:1908.07125Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples)
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Leveraging Pre-trained Checkpoints for Sequence Generation Tasks 29 Jul 2019 · 7 repositories · arXiv:1907.12461Syntology 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 6 harvested samples)
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A Multiscale Visualization of Attention in the Transformer Model 12 Jun 2019 · 3 repositories · arXiv:1906.05714Syntology community repositories only · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples)