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CoNLL

Papers archive 2025-07-28

papers with a benchmark row: 156 · with a code link: 131 · where Syntology ran a sample: 38 (34 with a run with no instrument failure, 4 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (38 of 156 with a benchmark row: 34 with a run with no instrument failure, 4 where every run was a failure of Syntology's instrument)

Syntology We ran code from the paper's repository; we did not run it on this dataset or check it against this dataset's benchmarks.

Page 1 of 1: papers 1 to 38 of the 38 papers with a benchmark row here where Syntology ran at least one harvested sample (34 with a run with no instrument failure, 4 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.

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 187. 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
Maverick: Efficient and Accurate Coreference Resolution Defying Recent Trends 1 1 31 Jul 2024 official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 2 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (11 pointer-only for licence)
GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction 1 1 5 Oct 2023 official (archive's flag): 18 ran · 18 ran (of which 2 constructed an object rather than computing a result; 17 with no instrument failure: 0 honoured, 0 violated, 17 with no contract checked; 1 where Syntology's instrument failed) · 7 unverified
DeepStruct: Pretraining of Language Models for Structure Prediction 1 8 21 May 2022 official (archive's flag): 11 ran · 11 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 1 violated, 9 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (3 pointer-only for licence)
Semantic Role Labeling as Dependency Parsing: Exploring Latent Tree Structures Inside Arguments 1 4 13 Oct 2021 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
EntQA: Entity Linking as Question Answering 2 1 5 Oct 2021 official (archive's flag): 8 ran · 9 ran (of which 3 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 6 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
Packed Levitated Marker for Entity and Relation Extraction 2 1 13 Sep 2021 official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified (3 pointer-only for licence)
Highly Parallel Autoregressive Entity Linking with Discriminative Correction 1 1 8 Sep 2021 official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
Improving Named Entity Recognition by External Context Retrieving and Cooperative Learning 3 3 8 May 2021 official (archive's flag): 4 ran · 4 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; 0 where Syntology's instrument failed) · 0 unverified
Bootleg: Chasing the Tail with Self-Supervised Named Entity Disambiguation 1 1 20 Oct 2020 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified
LUKE: Deep Contextualized Entity Representations with Entity-aware Self-attention 9 1 2 Oct 2020 official (archive's flag): 3 ran · 3 ran (of which 2 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 7 unverified
AIN: Fast and Accurate Sequence Labeling with Approximate Inference Network 1 2 17 Sep 2020 official: harvested, nothing ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence)
Exploring Cross-sentence Contexts for Named Entity Recognition with BERT 1 2 2 Jun 2020 official (archive's flag): 6 ran · 6 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; 1 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
REL: An Entity Linker Standing on the Shoulders of Giants 1 1 2 Jun 2020 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified
GECToR -- Grammatical Error Correction: Tag, Not Rewrite 3 2 26 May 2020 official (archive's flag): 8 ran · 10 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 1 violated, 8 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified
Named Entity Recognition as Dependency Parsing 1 3 14 May 2020 official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 2 where Syntology's instrument failed) · 4 unverified (2 pointer-only for licence)
Investigating Entity Knowledge in BERT with Simple Neural End-To-End Entity Linking 1 1 11 Mar 2020 official (archive's flag): 4 ran · 4 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; 0 where Syntology's instrument failed) · 0 unverified
TENER: Adapting Transformer Encoder for Named Entity Recognition 6 1 10 Nov 2019 community repositories only · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Dice Loss for Data-imbalanced NLP Tasks 4 1 7 Nov 2019 official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Hierarchical Contextualized Representation for Named Entity Recognition 1 2 6 Nov 2019 official (archive's flag): 9 ran · 9 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified
A Unified MRC Framework for Named Entity Recognition 8 1 25 Oct 2019 official (archive's flag): 2 ran · 3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (2 pointer-only for licence)
Learning Dynamic Context Augmentation for Global Entity Linking 2 1 4 Sep 2019 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 (1 pointer-only for licence)
CrossWeigh: Training Named Entity Tagger from Imperfect Annotations 1 1 3 Sep 2019 official (archive's flag): 4 ran · 4 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; 3 where Syntology's instrument failed) · 0 unverified
An Empirical Study of Incorporating Pseudo Data into Grammatical Error Correction 1 1 2 Sep 2019 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
Variational Sequential Labelers for Semi-Supervised Learning 1 1 23 Jun 2019 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 (1 pointer-only for licence)
Boosting Entity Linking Performance by Leveraging Unlabeled Documents 1 1 4 Jun 2019 official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified
Evaluating the Utility of Hand-crafted Features in Sequence Labelling 1 2 28 Aug 2018 official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 3 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified
End-to-End Neural Entity Linking 1 1 23 Aug 2018 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 8 unverified
NCRF++: An Open-source Neural Sequence Labeling Toolkit 3 1 14 Jun 2018 community repositories only · 9 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified
Sentence-State LSTM for Text Representation 2 1 7 May 2018 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 (1 pointer-only for licence)
Linguistically-Informed Self-Attention for Semantic Role Labeling 1 7 23 Apr 2018 official (archive's flag): 9 ran · 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) · 5 unverified
Higher-order Coreference Resolution with Coarse-to-fine Inference 5 1 15 Apr 2018 official (archive's flag): 5 ran · 17 ran (of which 0 constructed an object rather than computing a result; 15 with no instrument failure: 0 honoured, 0 violated, 15 with no contract checked; 2 where Syntology's instrument failed) · 6 unverified (3 pointer-only for licence)
Deep contextualized word representations 46 1 15 Feb 2018 30 ran (of which 12 constructed an object rather than computing a result; 24 with no instrument failure: 2 honoured, 0 violated, 22 with no contract checked; 6 where Syntology's instrument failed) · 28 unverified (25 pointer-only for licence)
DeepType: Multilingual Entity Linking by Neural Type System Evolution 1 2 3 Feb 2018 official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
End-to-end Neural Coreference Resolution 4 3 21 Jul 2017 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 (3 pointer-only for licence)
Transfer Learning for Sequence Tagging with Hierarchical Recurrent Networks 4 1 18 Mar 2017 official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
End-to-end Sequence Labeling via Bi-directional LSTM-CNNs-CRF 25 1 4 Mar 2016 24 ran (of which 0 constructed an object rather than computing a result; 22 with no instrument failure: 2 honoured, 0 violated, 20 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)
Neural Architectures for Named Entity Recognition 43 1 4 Mar 2016 community repositories only · 29 ran (of which 0 constructed an object rather than computing a result; 22 with no instrument failure: 2 honoured, 1 violated, 19 with no contract checked; 7 where Syntology's instrument failed) · 7 unverified (6 pointer-only for licence)
Named Entity Recognition with Bidirectional LSTM-CNNs 14 1 26 Nov 2015 9 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; 2 where Syntology's instrument failed) · 0 unverified (4 pointer-only for licence)