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Penn Treebank

Papers archive 2025-07-28

papers with a benchmark row: 108 · with a code link: 93 · where Syntology ran a sample: 41 (34 with a run with no instrument failure, 7 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (41 of 108 with a benchmark row: 34 with a run with no instrument failure, 7 where every run was a failure of Syntology's instrument)

Page 2 of 2: papers 101 to 108 of 108 with a leaderboard row on this dataset's benchmarks, newest first by the archive's date (ties by slug; undated papers last).

The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset, not that list; the archive's count for this dataset is 1,006. The Syntology column is from Syntology's graph, stated per sample; it is not part of any archive number. A line reads “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” (C is a part of N, never taken away from it); the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. When the archive marks a repository official for the paper, the cell 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. Syntology's record for this page has not changed since , the first build that kept a record date for it; when this build read Syntology's graph is in the build record.

PaperCodeResultsDateSamples run Syntology
Unsupervised Dependency Parsing: Let's Use Supervised Parsers 0 1 18 Apr 2015 not harvested
Grammar as a Foreign Language 7 1 23 Dec 2014 9 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 8 unverified
Recurrent Neural Network Regularization 21 2 8 Sep 2014 community repositories only · 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) · 4 unverified (6 pointer-only for licence)
Breaking Out of Local Optima with Count Transforms and Model Recombination: A Study in Grammar Induction 0 1 1 Oct 2013 not harvested
Unsupervised Induction of Tree Substitution Grammars for Dependency Parsing 0 1 1 Oct 2010 not harvested
Shared Logistic Normal Distributions for Soft Parameter Tying in Unsupervised Grammar Induction 0 1 1 Jun 2009 not harvested
Effective Self-Training for Parsing 1 1 1 Jun 2006 not harvested
Corpus-Based Induction of Syntactic Structure: Models of Dependency and Constituency 0 1 1 Jul 2004 not harvested