Datasets › WMT 2014 › Papers where code ran, page 1

WMT 2014

Papers archive 2025-07-28

papers with a benchmark row: 89 · with a code link: 81 · where Syntology ran a sample: 40 (35 with a run with no instrument failure, 5 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (40 of 89 with a benchmark row: 35 with a run with no instrument failure, 5 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 40 of the 40 papers with a benchmark row here where Syntology ran at least one harvested sample (35 with a run with no instrument failure, 5 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 288. 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
Mega: Moving Average Equipped Gated Attention 7 2 21 Sep 2022 official (archive's flag): 3 ran · 12 ran (of which 6 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 4 where Syntology's instrument failed) · 1 unverified (11 pointer-only for licence)
BERT, mBERT, or BiBERT? A Study on Contextualized Embeddings for Neural Machine Translation 2 2 9 Sep 2021 official (archive's flag): 1 ran · 2 ran (of which 1 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) · 0 unverified (1 pointer-only for licence)
R-Drop: Regularized Dropout for Neural Networks 8 2 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
ResMLP: Feedforward networks for image classification with data-efficient training 19 4 7 May 2021 community repositories only · 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 1 honoured, 1 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified
Lessons on Parameter Sharing across Layers in Transformers 2 1 13 Apr 2021 official (archive's flag): 2 ran · 2 ran (of which 2 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) · 0 unverified; every one of the 2 samples that ran constructed an object rather than computing a result (2 pointer-only for licence)
Rethinking Perturbations in Encoder-Decoders for Fast Training 1 1 5 Apr 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 (1 pointer-only for licence)
Mask Attention Networks: Rethinking and Strengthen Transformer 1 2 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
Finetuning Pretrained Transformers into RNNs 2 2 24 Mar 2021 3 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; 2 where Syntology's instrument failed) · 5 unverified (4 pointer-only for licence)
Incorporating a Local Translation Mechanism into Non-autoregressive Translation 1 4 12 Nov 2020 official (archive's flag): 3 ran · 3 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; 1 where Syntology's instrument failed) · 2 unverified
Very Deep Transformers for Neural Machine Translation 4 3 18 Aug 2020 community repositories only · 8 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; 5 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence)
Multi-branch Attentive Transformer 1 1 18 Jun 2020 3 ran (of which 2 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) · 0 unverified (3 pointer-only for licence)
Language Models are Few-Shot Learners 67 2 28 May 2020 community repositories only · 45 ran (of which 0 constructed an object rather than computing a result; 40 with no instrument failure: 2 honoured, 1 violated, 37 with no contract checked; 5 where Syntology's instrument failed) · 20 unverified (7 pointer-only for licence)
Synthesizer: Rethinking Self-Attention in Transformer Models 1 2 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
Understanding the Difficulty of Training Transformers 2 1 17 Apr 2020 official (archive's flag): 1 ran · 4 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; 1 where Syntology's instrument failed) · 1 unverified
Learning to Encode Position for Transformer with Continuous Dynamical Model 1 2 13 Mar 2020 3 ran (of which 2 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) · 3 unverified (6 pointer-only for licence)
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)
Data Diversification: A Simple Strategy For Neural Machine Translation 2 1 5 Nov 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) · 1 unverified (4 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
FlowSeq: Non-Autoregressive Conditional Sequence Generation with Generative Flow 2 10 5 Sep 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
Adaptively Sparse Transformers 3 2 30 Aug 2019 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
Cross-lingual Language Model Pretraining 17 2 22 Jan 2019 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 1 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence)
Unsupervised Neural Machine Translation with SMT as Posterior Regularization 1 4 14 Jan 2019 official (archive's flag): 7 ran · 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) · 8 unverified
Understanding Back-Translation at Scale 3 2 28 Aug 2018 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
Universal Transformers 8 1 10 Jul 2018 community repositories only · 17 ran (of which 8 constructed an object rather than computing a result; 17 with no instrument failure: 1 honoured, 0 violated, 16 with no contract checked; 0 where Syntology's instrument failed) · 8 unverified (24 pointer-only for licence)
Accelerating Neural Transformer via an Average Attention Network 1 3 2 May 2018 official (archive's flag): 7 ran · 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) · 12 unverified
Self-Attention with Relative Position Representations 13 2 6 Mar 2018 community repositories only · 13 ran (of which 4 constructed an object rather than computing a result; 8 with no instrument failure: 2 honoured, 0 violated, 6 with no contract checked; 5 where Syntology's instrument failed) · 10 unverified (3 pointer-only for licence)
Deterministic Non-Autoregressive Neural Sequence Modeling by Iterative Refinement 2 2 19 Feb 2018 official (archive's flag): 2 ran · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 0 violated, 1 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
Non-Autoregressive Neural Machine Translation 2 2 7 Nov 2017 official (archive's flag): 1 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 (1 pointer-only for licence)
Weighted Transformer Network for Machine Translation 5 2 6 Nov 2017 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)
Unsupervised Neural Machine Translation 2 1 30 Oct 2017 official (archive's flag): 6 ran · 6 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; 5 where Syntology's instrument failed) · 0 unverified (6 pointer-only for licence)
Simple Recurrent Units for Highly Parallelizable Recurrence 11 1 8 Sep 2017 community repositories only · 1 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; 0 where Syntology's instrument failed) · 0 unverified
Attention Is All You Need 595 4 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)
Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer 4 2 23 Jan 2017 4 ran (of which 4 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; every one of the 4 samples that ran constructed an object rather than computing a result (6 pointer-only for licence)
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation 28 2 26 Sep 2016 34 ran (of which 4 constructed an object rather than computing a result; 26 with no instrument failure: 1 honoured, 2 violated, 23 with no contract checked; 8 where Syntology's instrument failed) · 12 unverified (13 pointer-only for licence)
Sequence-Level Knowledge Distillation 6 1 25 Jun 2016 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) · 1 unverified
Effective Approaches to Attention-based Neural Machine Translation 44 3 17 Aug 2015 7 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; 1 where Syntology's instrument failed) · 1 unverified (2 pointer-only for licence)
Sequence to Sequence Learning with Neural Networks 74 2 10 Sep 2014 21 ran (of which 0 constructed an object rather than computing a result; 13 with no instrument failure: 3 honoured, 0 violated, 10 with no contract checked; 8 where Syntology's instrument failed) · 4 unverified (9 pointer-only for licence)
Recurrent Neural Network Regularization 21 1 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)
Neural Machine Translation by Jointly Learning to Align and Translate 124 1 1 Sep 2014 41 ran (of which 2 constructed an object rather than computing a result; 24 with no instrument failure: 4 honoured, 0 violated, 20 with no contract checked; 17 where Syntology's instrument failed) · 3 unverified (16 pointer-only for licence)
Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation 42 1 3 Jun 2014 13 ran (of which 6 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 0 violated, 10 with no contract checked; 3 where Syntology's instrument failed) · 9 unverified (14 pointer-only for licence)