Datasets › SST › Papers where code ran, page 1

SST (Stanford Sentiment Treebank)

Papers archive 2025-07-28

papers with a benchmark row: 84 · with a code link: 74 · where Syntology ran a sample: 36 (35 with a run with no instrument failure, 1 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (36 of 84 with a benchmark row: 35 with a run with no instrument failure, 1 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 36 of the 36 papers with a benchmark row here where Syntology ran at least one harvested sample (35 with a run with no instrument failure, 1 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 2,354. 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
Fine-mixing: Mitigating Backdoors in Fine-tuned Language Models 1 1 18 Oct 2022 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) · 10 unverified (19 pointer-only for licence)
LLM.int8(): 8-bit Matrix Multiplication for Transformers at Scale 4 1 15 Aug 2022 official: harvested, nothing 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) · 1 unverified (2 pointer-only for licence)
Differentiable Prompt Makes Pre-trained Language Models Better Few-shot Learners 4 1 30 Aug 2021 official (archive's flag): 2 ran · 3 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; 0 where Syntology's instrument failed) · 1 unverified; every one of the 3 samples that ran constructed an object rather than computing a result
Charformer: Fast Character Transformers via Gradient-based Subword Tokenization 2 1 23 Jun 2021 community repositories only · 7 ran (of which 3 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 3 where Syntology's instrument failed) · 3 unverified
Pay Attention to MLPs 20 1 17 May 2021 34 ran (of which 15 constructed an object rather than computing a result; 31 with no instrument failure: 1 honoured, 4 violated, 26 with no contract checked; 3 where Syntology's instrument failed) · 10 unverified (11 pointer-only for licence)
FNet: Mixing Tokens with Fourier Transforms 12 1 9 May 2021 community repositories only · 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 (1 pointer-only for licence)
Entailment as Few-Shot Learner 3 1 29 Apr 2021 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) · 2 unverified
Nyströmformer: A Nyström-Based Algorithm for Approximating Self-Attention 10 1 7 Feb 2021 official: no sample here; runs from other or unrecorded repositories · 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) · 1 unverified (1 pointer-only for licence)
A Statistical Framework for Low-bitwidth Training of Deep Neural Networks 2 1 27 Oct 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) · 3 unverified (1 pointer-only for licence)
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)
SqueezeBERT: What can computer vision teach NLP about efficient neural networks? 6 1 19 Jun 2020 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
DeBERTa: Decoding-enhanced BERT with Disentangled Attention 14 1 5 Jun 2020 official: no sample here; runs from other or unrecorded repositories · 4 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; 1 where Syntology's instrument failed) · 9 unverified (3 pointer-only for licence)
ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators 19 1 23 Mar 2020 official: no sample here; runs from other or unrecorded repositories · 31 ran (of which 7 constructed an object rather than computing a result; 18 with no instrument failure: 2 honoured, 2 violated, 14 with no contract checked; 13 where Syntology's instrument failed) · 9 unverified (10 pointer-only for licence)
Learning to Encode Position for Transformer with Continuous Dynamical Model 1 1 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)
BP-Transformer: Modelling Long-Range Context via Binary Partitioning 2 1 11 Nov 2019 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) · 5 unverified
SMART: Robust and Efficient Fine-Tuning for Pre-trained Natural Language Models through Principled Regularized Optimization 6 6 8 Nov 2019 official: no sample here; runs from other or unrecorded repositories · 8 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 2 honoured, 1 violated, 2 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer 57 5 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
Q8BERT: Quantized 8Bit BERT 5 1 14 Oct 2019 official (archive's flag): 5 ran · 10 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 2 honoured, 0 violated, 7 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence)
Fine-grained Sentiment Classification using BERT 1 3 4 Oct 2019 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) · 0 unverified
DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter 37 1 2 Oct 2019 official (archive's flag): 1 ran · 21 ran (of which 5 constructed an object rather than computing a result; 13 with no instrument failure: 3 honoured, 1 violated, 9 with no contract checked; 8 where Syntology's instrument failed) · 6 unverified (2 pointer-only for licence)
ALBERT: A Lite BERT for Self-supervised Learning of Language Representations 48 1 26 Sep 2019 official (archive's flag): 6 ran · 81 ran (of which 17 constructed an object rather than computing a result; 59 with no instrument failure: 4 honoured, 0 violated, 55 with no contract checked; 22 where Syntology's instrument failed) · 45 unverified (28 pointer-only for licence)
RoBERTa: A Robustly Optimized BERT Pretraining Approach 67 1 26 Jul 2019 community repositories only · 37 ran (of which 11 constructed an object rather than computing a result; 36 with no instrument failure: 0 honoured, 0 violated, 36 with no contract checked; 1 where Syntology's instrument failed) · 11 unverified (24 pointer-only for licence)
SpanBERT: Improving Pre-training by Representing and Predicting Spans 6 1 24 Jul 2019 official (archive's flag): 2 ran · 9 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; 3 where Syntology's instrument failed) · 6 unverified (6 pointer-only for licence)
XLNet: Generalized Autoregressive Pretraining for Language Understanding 27 2 19 Jun 2019 official (archive's flag): 1 ran · 15 ran (of which 2 constructed an object rather than computing a result; 10 with no instrument failure: 2 honoured, 0 violated, 8 with no contract checked; 5 where Syntology's instrument failed) · 9 unverified (4 pointer-only for licence)
ERNIE: Enhanced Language Representation with Informative Entities 2 1 17 May 2019 official (archive's flag): 2 ran · 3 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; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
Distilling Task-Specific Knowledge from BERT into Simple Neural Networks 4 1 28 Mar 2019 9 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; 6 where Syntology's instrument failed) · 0 unverified
Multi-Task Deep Neural Networks for Natural Language Understanding 7 1 31 Jan 2019 community repositories only · 9 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 1 honoured, 1 violated, 4 with no contract checked; 3 where Syntology's instrument failed) · 4 unverified (4 pointer-only for licence)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 534 1 11 Oct 2018 official: no sample here; runs from other or unrecorded repositories · 300 ran (of which 75 constructed an object rather than computing a result; 235 with no instrument failure: 17 honoured, 4 violated, 214 with no contract checked; 65 where Syntology's instrument failed) · 359 unverified (164 pointer-only for licence)
A La Carte Embedding: Cheap but Effective Induction of Semantic Feature Vectors 1 2 14 May 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: 1 honoured, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified
Universal Sentence Encoder 24 1 29 Mar 2018 18 ran (of which 0 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) · 4 unverified (1 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)
Learned in Translation: Contextualized Word Vectors 5 2 1 Aug 2017 community repositories only · 3 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; 1 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
All-but-the-Top: Simple and Effective Postprocessing for Word Representations 4 1 5 Feb 2017 21 ran (of which 0 constructed an object rather than computing a result; 21 with no instrument failure: 0 honoured, 0 violated, 21 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified (2 pointer-only for licence)
Ask Me Anything: Dynamic Memory Networks for Natural Language Processing 10 1 24 Jun 2015 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
Improved Semantic Representations From Tree-Structured Long Short-Term Memory Networks 16 3 28 Feb 2015 community repositories only · 12 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; 6 where Syntology's instrument failed) · 3 unverified (6 pointer-only for licence)
Convolutional Neural Networks for Sentence Classification 118 1 25 Aug 2014 53 ran (of which 0 constructed an object rather than computing a result; 41 with no instrument failure: 6 honoured, 1 violated, 34 with no contract checked; 12 where Syntology's instrument failed) · 24 unverified (21 pointer-only for licence)