Datasets › WikiText-103 › Papers where code ran, page 1

WikiText-103

Papers archive 2025-07-28

papers with a benchmark row: 55 · with a code link: 51 · where Syntology ran a sample: 31 (28 with a run with no instrument failure, 3 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (31 of 55 with a benchmark row: 28 with a run with no instrument failure, 3 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 31 of the 31 papers with a benchmark row here where Syntology ran at least one harvested sample (28 with a run with no instrument failure, 3 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 560. 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
GateLoop: Fully Data-Controlled Linear Recurrence for Sequence Modeling 3 1 3 Nov 2023 official (archive's flag): 2 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 1 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified
Primal-Attention: Self-attention through Asymmetric Kernel SVD in Primal Representation 1 1 31 May 2023 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 (1 pointer-only for licence)
Hyena Hierarchy: Towards Larger Convolutional Language Models 7 2 21 Feb 2023 official (archive's flag): 2 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 (4 pointer-only for licence)
Hungry Hungry Hippos: Towards Language Modeling with State Space Models 3 5 28 Dec 2022 official (archive's flag): 1 ran · 7 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; 4 where Syntology's instrument failed) · 8 unverified
You can't pick your neighbors, or can you? When and how to rely on retrieval in the kNN-LM 1 1 28 Oct 2022 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) · 2 unverified (3 pointer-only for licence)
Mega: Moving Average Equipped Gated Attention 7 1 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)
General-purpose, long-context autoregressive modeling with Perceiver AR 3 1 15 Feb 2022 official (archive's flag): 1 ran · 9 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; 4 where Syntology's instrument failed) · 3 unverified (1 pointer-only for licence)
Improving language models by retrieving from trillions of tokens 2 1 8 Dec 2021 16 ran (of which 5 constructed an object rather than computing a result; 14 with no instrument failure: 0 honoured, 3 violated, 11 with no contract checked; 2 where Syntology's instrument failed) · 7 unverified (3 pointer-only for licence)
Efficiently Modeling Long Sequences with Structured State Spaces 8 1 31 Oct 2021 official (archive's flag): 5 ran · 37 ran (of which 8 constructed an object rather than computing a result; 21 with no instrument failure: 2 honoured, 1 violated, 18 with no contract checked; 16 where Syntology's instrument failed) · 18 unverified (3 pointer-only for licence)
Revisiting Simple Neural Probabilistic Language Models 1 1 8 Apr 2021 official (archive's flag): 2 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) · 1 unverified
Finetuning Pretrained Transformers into RNNs 2 1 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)
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
Rethinking Attention with Performers 7 1 30 Sep 2020 official: harvested, nothing ran · 11 ran (of which 3 constructed an object rather than computing a result; 7 with no instrument failure: 1 honoured, 0 violated, 6 with no contract checked; 4 where Syntology's instrument failed) · 5 unverified (6 pointer-only for licence)
DeLighT: Deep and Light-weight Transformer 2 1 3 Aug 2020 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
Transformers are RNNs: Fast Autoregressive Transformers with Linear Attention 8 1 29 Jun 2020 official: no sample here; runs from other or unrecorded repositories · 6 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 2 violated, 3 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (3 pointer-only for licence)
Efficient Content-Based Sparse Attention with Routing Transformers 2 1 12 Mar 2020 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 2 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
Addressing Some Limitations of Transformers with Feedback Memory 4 2 21 Feb 2020 official: no sample here; runs from other or unrecorded repositories · 3 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; 1 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
Time-aware Large Kernel Convolutions 1 1 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)
Reformer: The Efficient Transformer 10 1 13 Jan 2020 community repositories only · 6 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; 5 where Syntology's instrument failed) · 2 unverified
Compressive Transformers for Long-Range Sequence Modelling 6 1 13 Nov 2019 6 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 2 violated, 3 with no contract checked; 1 where Syntology's instrument failed) · 5 unverified
Generalization through Memorization: Nearest Neighbor Language Models 5 2 1 Nov 2019 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
On the adequacy of untuned warmup for adaptive optimization 1 1 9 Oct 2019 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
Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism 10 1 17 Sep 2019 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 (15 pointer-only for licence)
Deep Equilibrium Models 11 3 3 Sep 2019 community repositories only · 9 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 1 honoured, 0 violated, 6 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified (4 pointer-only for licence)
Augmenting Self-attention with Persistent Memory 2 1 2 Jul 2019 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 2 honoured, 3 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (4 pointer-only for licence)
Language Models with Transformers 1 1 20 Apr 2019 official (archive's flag): 2 ran · 2 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; 1 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context 37 2 9 Jan 2019 official (archive's flag): 8 ran · 67 ran (of which 37 constructed an object rather than computing a result; 49 with no instrument failure: 4 honoured, 1 violated, 44 with no contract checked; 18 where Syntology's instrument failed) · 76 unverified (43 pointer-only for licence)
Trellis Networks for Sequence Modeling 1 1 15 Oct 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: 2 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (2 pointer-only for licence)
Relational recurrent neural networks 2 1 5 Jun 2018 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 1 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
An Analysis of Neural Language Modeling at Multiple Scales 12 1 22 Mar 2018 community repositories only · 14 ran (of which 0 constructed an object rather than computing a result; 13 with no instrument failure: 2 honoured, 0 violated, 11 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified (4 pointer-only for licence)
An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling 35 1 4 Mar 2018 community repositories only · 9 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 1 violated, 7 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)