</> Code with Papers by Syntology

Home › Code › simple_accuracy

simple_accuracy

Syntologyentry name in harvested coderead from the graph 2026-09-24

simple_accuracy appears in the code Syntology harvested for 66 papers, as 2 distinct code bodies found in 66 places (a place is one code body under one paper). At least one of them ran in 0 of the papers; 0 of the code bodies carry a behaviour fingerprint.

What this page is not. Routines are grouped here by the exact string of their function or class name. Nothing asserts that two samples named simple_accuracy do the same thing, share code, or are comparable; the name is a string, not an identity. Behaviour outputs (what a fingerprinted sample returned on the shared battery) are not in this export and are not shown here; the graph at syntology.ai holds them. "Ran" means executed on a synthesized fixture, not that the code is correct or reproduces a paper.

Samples Syntology

Syntology ran 0 of the 2 distinct code bodies named simple_accuracy; 2 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
0ran
2unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 30 of the 66 places are pointer only (Syntology does not serve that copy's text). This site shows no code text for any sample; every row below links to the file in its repository where the record names one.

“Ran” means the sample executed on a synthesized input; it does not mean the output is correct. “Honoured” and “violated” refer to a contract Syntology drafted from the code itself; “our draft was wrong” and “fixture could not drive it” are failures of Syntology's instrument, not of the code, and those samples did run. The ran count above is every status except unverified, the same rule as each paper page.

Papers

66 papers shown of 66, newest first; 66 places in the table. A paper with no recorded date is placed by the month its arXiv id encodes, shown in the Date column as YYYY-MM (from id). One row per place: a paper whose repository defines the name more than once appears more than once, and the same code body held for several papers appears once under each, with the same status. Titles and dates are the archive's archive 2025-07-28 for papers in the archive, and the graph's for 3 papers added by Syntology; 5 papers have no page here and are shown by arXiv id only. Status and fingerprint are Syntology's record of each code body; licence is recorded for each place. The File cell ends with the code body's code_sha256, Syntology's identity for that exact code: an agent fetches the stored sample with Syntology's MCP tool get_code(code_sha256="…") (how to connect); click an identity to copy that call.

PaperDateFileStatus SyntologyLicence
Give it Space! Explicit Disentangling of Positional and Semantic Representations in Encoders added by Syntology 2026-05 (from id) LequeuISIR/DSTG-encoder/src/neobert/glue/evaluate_glue.py 83eba990d34db6a2 unverified no licence file found · pointer only
Reproducibility study on how to find Spurious Correlations, Shortcut Learning, Clever Hans or Group-Distributional nonrobustness and how to fix them added by Syntology 2026-04 (from id) kohpangwei/group_DRO/utils_glue.py 3c241ecfe3749a6d unverified MIT (permissive)
Mitigating Spurious Correlation via Distributionally Robust Learning with Hierarchical Ambiguity Sets added by Syntology 2025-10 (from id) Sung-Ho-Jo/hierarchical-dro/utils_glue.py 3c241ecfe3749a6d unverified no licence file found · pointer only
Reducing Fine-Tuning Memory Overhead by Approximate and Memory-Sharing Backpropagation 24 Jun 2024 yyyyychen/LowMemoryBP/experiments/roberta_exp/metric.py 83eba990d34db6a2 unverified MIT (permissive)
Can Large Language Models Learn Independent Causal Mechanisms? 4 Feb 2024 Strong-AI-Lab/Logical-and-abstract-reasoning/models/run_multiple_choice.py 3c241ecfe3749a6d unverified MIT (permissive)
Sparse is Enough in Fine-tuning Pre-trained Large Language Models 19 Dec 2023 song-wx/SIFT/exp/glue_benchmark/glue_metric.py 83eba990d34db6a2 unverified no licence file found · pointer only
FreeAL: Towards Human-Free Active Learning in the Era of Large Language Models 27 Nov 2023 Justherozen/FreeAL/self_training_slm/utils/utils.py 3c241ecfe3749a6d unverified no licence file found · pointer only
Sparse Low-rank Adaptation of Pre-trained Language Models 20 Nov 2023 tsinghuac3i/sora/glue.py 83eba990d34db6a2 unverified no licence file found · pointer only
Assessing and Enhancing the Robustness of Large Language Models with Task Structure Variations for Logical Reasoning 13 Oct 2023 strong-ai-lab/logical-and-abstract-reasoning/models/run_multiple_choice.py 3c241ecfe3749a6d unverified MIT (permissive)
Efficient Adaptation of Large Vision Transformer via Adapter Re-Composing 10 Oct 2023 DavidYanAnDe/ARC/FGVC_ARC_train.py 3c241ecfe3749a6d unverified MIT (permissive)
Mitigating Simplicity Bias in Deep Learning for Improved OOD Generalization and Robustness 9 Oct 2023 estija/cmid/utils_glue.py 3c241ecfe3749a6d unverified MIT (permissive)
Bias Amplification Enhances Minority Group Performance 13 Sep 2023 motivationss/bam/utils_glue.py 3c241ecfe3749a6d unverified no licence file found · pointer only
$\rm SP^3$: Enhancing Structured Pruning via PCA Projection 31 Aug 2023 hyx1999/sp3/bert/metric/glue.py 83eba990d34db6a2 unverified no licence file found · pointer only
SpikingBERT: Distilling BERT to Train Spiking Language Models Using Implicit Differentiation 21 Aug 2023 neurocomplab-psu/spikingbert/spiking_bert_task_distill.py 3c241ecfe3749a6d unverified no licence file found · pointer only
Simple and Fast Group Robustness by Automatic Feature Reweighting 19 Jun 2023 AndPotap/afr/gdro_fork/utils_glue.py 3c241ecfe3749a6d unverified Apache-2.0 (permissive)
Backdooring Neural Code Search 27 May 2023 wssun/BADCODE/src/CodeBERT/utils.py 3c241ecfe3749a6d unverified MIT (permissive)
AutoPEFT: Automatic Configuration Search for Parameter-Efficient Fine-Tuning 28 Jan 2023 cambridgeltl/autopeft/glue_metrics.py 83eba990d34db6a2 unverified Apache-2.0 recorded; this copy not marked cleared · pointer only
Testing the Ability of Language Models to Interpret Figurative Language 26 Apr 2022 simran-khanuja/multilingual-fig-qa/utils.py 3c241ecfe3749a6d unverified MIT (permissive)
Pretraining Text Encoders with Adversarial Mixture of Training Signal Generators 7 Apr 2022 microsoft/amos/huggingface/utils_for_glue.py 3c241ecfe3749a6d unverified MIT (permissive)
What You See is What You Get: Principled Deep Learning via Distributional Generalization 7 Apr 2022 yangarbiter/dp-dg/utils_glue.py 3c241ecfe3749a6d unverified MIT (permissive)
Unified Visual Transformer Compression 15 Mar 2022 identical code first harvested elsewhere 3c241ecfe3749a6d unverified licence of this copy not recorded
Couplformer:Rethinking Vision Transformer with Coupling Attention Map 10 Dec 2021 wer010/Couplformer/ddp_train.py 3c241ecfe3749a6d unverified no licence file found · pointer only
NLP From Scratch Without Large-Scale Pretraining: A Simple and Efficient Framework 7 Nov 2021 yaoxingcheng/TLM/src/metrics.py 3c241ecfe3749a6d unverified MIT (permissive)
CrossAug: A Contrastive Data Augmentation Method for Debiasing Fact Verification Models 30 Sep 2021 minwhoo/crossaug/utils_fever.py 3c241ecfe3749a6d unverified MIT (permissive)
TOGA: A Neural Method for Test Oracle Generation 2021-09 (from id) microsoft/toga/model/assertions/utils.py 3c241ecfe3749a6d unverified MIT (permissive)
Raise a Child in Large Language Model: Towards Effective and Generalizable Fine-tuning 13 Sep 2021 pkunlp-icler/childtuning/metric.py 3c241ecfe3749a6d unverified MIT (permissive)
Nearest Neighbour Few-Shot Learning for Cross-lingual Classification 6 Sep 2021 amazon-research/nearest-neighbor-crosslingual-classification/processors.py 3c241ecfe3749a6d unverified Apache-2.0 (permissive)
From LSAT: The Progress and Challenges of Complex Reasoning 2 Aug 2021 zhongwanjun/AR-LSAT/LSTM/main_large.py 3c241ecfe3749a6d unverified MIT (permissive)
R-Drop: Regularized Dropout for Neural Networks 28 Jun 2021 zpc-666/Paddle-R-Drop/R_Drop/utils/utils.py 3c241ecfe3749a6d unverified Apache-2.0 (permissive)
CBLUE: A Chinese Biomedical Language Understanding Evaluation Benchmark 15 Jun 2021 cbluebenchmark/cblue/cblue/metrics/cblue_metrics.py 3c241ecfe3749a6d unverified Apache-2.0 (permissive)
Common Sense Beyond English: Evaluating and Improving Multilingual Language Models for Commonsense Reasoning 13 Jun 2021 INK-USC/XCSR/xcsr_experiments/run_mcqa.py 3c241ecfe3749a6d unverified MIT (permissive)
How Did This Get Funded?! Automatically Identifying Quirky Scientific Achievements 6 Jun 2021 nadavborenstein/Iggy/model_training/run_classifier_dataset_utils_refactored.py 3c241ecfe3749a6d unverified Apache-2.0 (permissive)
Sub-Character Tokenization for Chinese Pretrained Language Models 1 Jun 2021 identical code first harvested elsewhere 3c241ecfe3749a6d unverified licence of this copy not recorded
Re-TACRED: Addressing Shortcomings of the TACRED Dataset 16 Apr 2021 identical code first harvested elsewhere 3c241ecfe3749a6d unverified licence of this copy not recorded
ExplaGraphs: An Explanation Graph Generation Task for Structured Commonsense Reasoning 15 Apr 2021 swarnaHub/ExplaGraphs/structured_model/utils_joint_model.py 3c241ecfe3749a6d unverified MIT (permissive)
Blow the Dog Whistle: A Chinese Dataset for Cant Understanding with Common Sense and World Knowledge 6 Apr 2021 JetRunner/dogwhistle/run_multiple_choice.py 3c241ecfe3749a6d unverified Apache-2.0 (permissive)
Refining Language Models with Compositional Explanations 18 Mar 2021 ink-usc/expl-refinement/expl-reg/run_model.py 3c241ecfe3749a6d unverified MIT (permissive)
BinaryBERT: Pushing the Limit of BERT Quantization 31 Dec 2020 identical code first harvested elsewhere 3c241ecfe3749a6d unverified licence of this copy not recorded
EXAMS: A Multi-Subject High School Examinations Dataset for Cross-Lingual and Multilingual Question Answering 5 Nov 2020 identical code first harvested elsewhere 3c241ecfe3749a6d unverified licence of this copy not recorded
A Frustratingly Easy Approach for Entity and Relation Extraction 24 Oct 2020 identical code first harvested elsewhere 3c241ecfe3749a6d unverified licence of this copy not recorded
PRover: Proof Generation for Interpretable Reasoning over Rules 6 Oct 2020 swarnaHub/PRover/utils.py 3c241ecfe3749a6d unverified MIT (permissive)
Mining Knowledge for Natural Language Inference from Wikipedia Categories 3 Oct 2020 ZeweiChu/WikiNLI/code/utils.py 3c241ecfe3749a6d unverified CC0-1.0 (permissive)
GeDi: Generative Discriminator Guided Sequence Generation 14 Sep 2020 salesforce/GeDi/train_GeDi.py 3c241ecfe3749a6d unverified BSD-3-Clause (permissive)
NILE : Natural Language Inference with Faithful Natural Language Explanations 25 May 2020 SawanKumar28/nile/nli_utils.py 3c241ecfe3749a6d unverified Apache-2.0 (permissive)
Contextualizing Hate Speech Classifiers with Post-hoc Explanation 5 May 2020 owaisCS/TestHateSpeech/run_model.py 3c241ecfe3749a6d unverified MIT (permissive)
Generative Data Augmentation for Commonsense Reasoning 24 Apr 2020 identical code first harvested elsewhere 3c241ecfe3749a6d unverified licence of this copy not recorded
MuTual: A Dataset for Multi-Turn Dialogue Reasoning 9 Apr 2020 Nealcly/MuTual/baseline/multi-choice/run_multiple_choice.py 3c241ecfe3749a6d unverified no licence file found · pointer only
ReClor: A Reading Comprehension Dataset Requiring Logical Reasoning 11 Feb 2020 identical code first harvested elsewhere 3c241ecfe3749a6d unverified licence of this copy not recorded
LayoutLM: Pre-training of Text and Layout for Document Image Understanding 31 Dec 2019 identical code first harvested elsewhere 3c241ecfe3749a6d unverified licence of this copy not recorded
Inducing brain-relevant bias in natural language processing models 29 Oct 2019 identical code first harvested elsewhere 3c241ecfe3749a6d unverified licence of this copy not recorded
BERT for Evidence Retrieval and Claim Verification 7 Oct 2019 identical code first harvested elsewhere 3c241ecfe3749a6d unverified licence of this copy not recorded
KG-BERT: BERT for Knowledge Graph Completion 7 Sep 2019 identical code first harvested elsewhere 3c241ecfe3749a6d unverified licence of this copy not recorded
TabFact: A Large-scale Dataset for Table-based Fact Verification 5 Sep 2019 identical code first harvested elsewhere 3c241ecfe3749a6d unverified licence of this copy not recorded
Commonsense Knowledge Mining from Pretrained Models 2 Sep 2019 identical code first harvested elsewhere 3c241ecfe3749a6d unverified licence of this copy not recorded
Benchmarking Zero-shot Text Classification: Datasets, Evaluation and Entailment Approach 31 Aug 2019 identical code first harvested elsewhere 3c241ecfe3749a6d unverified licence of this copy not recorded
Patient Knowledge Distillation for BERT Model Compression 25 Aug 2019 Daniel-H-99/Patient-Knowledge-Distillation/src/nli_data_processing.py 3c241ecfe3749a6d unverified MIT recorded; this copy not marked cleared · pointer only
SpanBERT: Improving Pre-training by Representing and Predicting Spans 24 Jul 2019 identical code first harvested elsewhere 3c241ecfe3749a6d unverified licence of this copy not recorded
Semantically Conditioned Dialog Response Generation via Hierarchical Disentangled Self-Attention 30 May 2019 identical code first harvested elsewhere 3c241ecfe3749a6d unverified licence of this copy not recorded
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 Microsoft/AzureML-BERT/finetune/run_classifier_azureml.py 3c241ecfe3749a6d unverified MIT (permissive)
Character-level Convolutional Networks for Text Classification 4 Sep 2015 ZeweiChu/NatCat/code/utils.py 3c241ecfe3749a6d unverified CC0-1.0 (permissive)
LCSTS: A Large Scale Chinese Short Text Summarization Dataset 19 Jun 2015 jessie0624/Automatic-Text-Summarization/1_bertClassifcation.py 3c241ecfe3749a6d unverified MIT (permissive)
arXiv:aaai_29850 ozyyshr/FocalReasoner/run_multiple_choice.py 3c241ecfe3749a6d unverified MIT (permissive)
arXiv:2023.emnlp-main.1005 YichenZW/Coh-MGT-Detection/util.py 3c241ecfe3749a6d unverified MIT (permissive)
arXiv:2023.acl-long.264 DAMO-NLP-SG/MVCR/src/data.py 3c241ecfe3749a6d unverified MIT recorded; this copy not marked cleared · pointer only
arXiv:2023.acl-long.182 Yuanhy1997/HyPe/metric.py 3c241ecfe3749a6d unverified MIT (permissive)
arXiv:2020.emnlp-main.750 salesforce/factCC/modeling/utils.py 3c241ecfe3749a6d unverified BSD-3-Clause (permissive)

This site shows no code text; each File cell links to the file on GitHub at the repository's current default branch, which may have changed since the harvest. "Pointer only" means Syntology does not serve that copy's text, for one of four reasons: no licence file was found; the licence was not identified; the licence is recorded as permissive but that copy's record is not marked cleared; or the licence is outside the permissive list Syntology serves text under (MIT, Apache-2.0, BSD and similar). Some licences outside that list permit redistribution, such as WTFPL, and GPL-3.0 under its conditions; they are simply not on the list. Hover a licence cell for the reason. Per-sample records for a paper are on its paper page under "Code Syntology ran".

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections