Datasets › CNN/Daily Mail › Papers where code ran, page 1

CNN/Daily Mail

Papers archive 2025-07-28

papers with a benchmark row: 89 · with a code link: 63 · where Syntology ran a sample: 30 (24 with a run with no instrument failure, 6 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (30 of 89 with a benchmark row: 24 with a run with no instrument failure, 6 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 30 of the 30 papers with a benchmark row here where Syntology ran at least one harvested sample (24 with a run with no instrument failure, 6 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 530. 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
TextBox 2.0: A Text Generation Library with Pre-trained Language Models 1 1 26 Dec 2022 official (archive's flag): 1 ran · 1 ran (of which 1 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; the one sample that ran constructed an object rather than computing a result
BRIO: Bringing Order to Abstractive Summarization 3 1 31 Mar 2022 community repositories only · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified
SummaReranker: A Multi-Task Mixture-of-Experts Re-ranking Framework for Abstractive Summarization 1 2 13 Mar 2022 official (archive's flag): 2 ran · 2 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; 0 where Syntology's instrument failed) · 1 unverified; every one of the 2 samples that ran constructed an object rather than computing a result
LongT5: Efficient Text-To-Text Transformer for Long Sequences 4 1 15 Dec 2021 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)
Fastformer: Additive Attention Can Be All You Need 13 1 20 Aug 2021 official: no sample here; runs from other or unrecorded repositories · 4 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 2 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)
R-Drop: Regularized Dropout for Neural Networks 8 1 28 Jun 2021 community repositories only · 4 ran (of which 2 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) · 2 unverified
SimCLS: A Simple Framework for Contrastive Learning of Abstractive Summarization 2 1 3 Jun 2021 official (archive's flag): 1 ran · 4 ran (of which 3 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) · 2 unverified (1 pointer-only for licence)
Mask Attention Networks: Rethinking and Strengthen Transformer 1 1 25 Mar 2021 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
GLM: General Language Model Pretraining with Autoregressive Blank Infilling 8 2 18 Mar 2021 community repositories only · 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
Big Bird: Transformers for Longer Sequences 14 1 28 Jul 2020 official (archive's flag): 1 ran · 10 ran (of which 1 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 0 violated, 1 with no contract checked; 8 where Syntology's instrument failed) · 5 unverified (11 pointer-only for licence)
Synthesizer: Rethinking Self-Attention in Transformer Models 1 1 2 May 2020 1 ran (of which 1 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; the one sample that ran constructed an object rather than computing a result
UniLMv2: Pseudo-Masked Language Models for Unified Language Model Pre-Training 3 1 28 Feb 2020 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
Time-aware Large Kernel Convolutions 1 2 8 Feb 2020 official (archive's flag): 6 ran · 6 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; 4 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence)
PEGASUS: Pre-training with Extracted Gap-sentences for Abstractive Summarization 19 1 18 Dec 2019 official (archive's flag): 7 ran · 16 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; 1 where Syntology's instrument failed) · 3 unverified
BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension 47 1 29 Oct 2019 40 ran (of which 7 constructed an object rather than computing a result; 31 with no instrument failure: 1 honoured, 1 violated, 29 with no contract checked; 9 where Syntology's instrument failed) · 13 unverified (13 pointer-only for licence)
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer 57 2 23 Oct 2019 21 ran (of which 0 constructed an object rather than computing a result; 20 with no instrument failure: 1 honoured, 0 violated, 19 with no contract checked; 1 where Syntology's instrument failed) · 10 unverified
Text Summarization with Pretrained Encoders 19 2 22 Aug 2019 community repositories only · 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) · 8 unverified (5 pointer-only for licence)
Fine-tune BERT for Extractive Summarization 12 1 25 Mar 2019 community repositories only · 5 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 1 violated, 3 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
Pretraining-Based Natural Language Generation for Text Summarization 4 1 25 Feb 2019 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)
Bottom-Up Abstractive Summarization 5 2 31 Aug 2018 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) · 1 unverified
Fast Abstractive Summarization with Reinforce-Selected Sentence Rewriting 3 3 28 May 2018 official (archive's flag): 1 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 (2 pointer-only for licence)
A Unified Model for Extractive and Abstractive Summarization using Inconsistency Loss 1 1 16 May 2018 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) · 4 unverified
Attention Is All You Need 595 1 12 Jun 2017 official: no sample here; runs from other or unrecorded repositories · 610 ran (of which 293 constructed an object rather than computing a result; 529 with no instrument failure: 45 honoured, 15 violated, 469 with no contract checked; 81 where Syntology's instrument failed) · 336 unverified (451 pointer-only for licence)
Get To The Point: Summarization with Pointer-Generator Networks 39 5 14 Apr 2017 official: no sample here; runs from other or unrecorded repositories · 30 ran (of which 11 constructed an object rather than computing a result; 25 with no instrument failure: 4 honoured, 2 violated, 19 with no contract checked; 5 where Syntology's instrument failed) · 34 unverified (44 pointer-only for licence)
SummaRuNNer: A Recurrent Neural Network based Sequence Model for Extractive Summarization of Documents 7 2 14 Nov 2016 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) · 1 unverified
Bidirectional Attention Flow for Machine Comprehension 27 1 5 Nov 2016 official (archive's flag): 1 ran · 9 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 2 violated, 1 with no contract checked; 5 where Syntology's instrument failed) · 2 unverified (7 pointer-only for licence)
Gated-Attention Readers for Text Comprehension 4 1 5 Jun 2016 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, 0 violated, 1 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified
Text Understanding with the Attention Sum Reader Network 2 2 4 Mar 2016 community repositories only · 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) · 8 unverified (1 pointer-only for licence)
Abstractive Text Summarization Using Sequence-to-Sequence RNNs and Beyond 4 2 19 Feb 2016 5 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 2 honoured, 1 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified
Teaching Machines to Read and Comprehend 12 3 10 Jun 2015 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) · 1 unverified