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read_file

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

read_file appears in the code Syntology harvested for 112 papers, as 100 distinct code bodies found in 118 places (a place is one code body under one paper). At least one of them ran in 54 of the papers; 2 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 read_file 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 41 of the 100 distinct code bodies named read_file; 59 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

3ran · honoured contract
0ran · violated contract
13ran · our draft was wrong
0ran · fixture could not drive it
25ran
59unverified
2fingerprinted

Licence is a property of each copy, so it is counted per place: 40 of the 118 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

100 papers shown of 112 (newest first; the JSON twin carries all 118 places); 106 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 9 papers added by Syntology; 7 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
LongNovel: A Multi-Scale Benchmark for Hallucination Detection in Long-Context Novel Summarization added by Syntology 2026-08 (from id) openai/tiktoken/tiktoken/load.py 9df58321185cc8d4 ran MIT (permissive)
A Human-in-the-Loop Corpus for LLM-Based Simplification of Scientific Summaries added by Syntology 2026-07 (from id) faerber-lab/scientific-text-simplification-corpus/evaluation/evaluate_simp.py 47f83b67a25a9c68 ran · our draft was wrong no licence file found · pointer only
Formal Methods Meet LLMs: Auditing, Monitoring, and Intervention for Compliance of Advanced AI Systems added by Syntology 2026-05 (from id) praal/llm-monitoring/Monitoring/utils.py 47f83b67a25a9c68 ran · our draft was wrong MIT (permissive)
PROCESS-2: A Benchmark Speech Corpus for Early Cognitive Impairment Detection added by Syntology 2026-05 (from id) CognoSpeak/PROCESS-2/codes/PROCESS2_BASELINE_class.py f7f99c40d64ffbbf ran Apache-2.0 (permissive)
Enhancing Unsupervised Keyword Extraction in Academic Papers through Integrating Highlights with Abstract added by Syntology 2026-04 (from id) xiangyi-njust/Highlight-KPE/code/MDERank/mderank.py 44bea4cd43fe906e unverified no licence file found · pointer only
AdaExplore: Failure-Driven Adaptation and Diversity-Preserving Search for Efficient Kernel Generation added by Syntology 2026-04 (from id) StigLidu/AdaExplore/src/utils.py 20ac9f8ab3912be1 unverified MIT (permissive)
Semi-Supervised Cross-Domain Imitation Learning added by Syntology 2026-02 (from id) Div-Infinity/IQ-Learn/iq_learn/dataset/expert_dataset.py b7720b032896d9e6 unverified licence not identified · pointer only
Glitter: Visualizing Lexical Surprisal for Readability in Administrative Texts added by Syntology 2026-01 (from id) ufal/Glitter/src/ponk_glitter/glitter_cli.py 17e42607ec525789 unverified GPL-3.0 (copyleft) · pointer only
Generative Annotation for ASR Named Entity Correction added by Syntology 2025-08 (from id) Amiannn/Dancer/src/utils.py e393c6b95fe32f0d unverified no licence file found · pointer only
Enhancing Safe and Controllable Protein Generation via Knowledge Preference Optimization 15 Jul 2025 HICAI-ZJU/KPO/TransE.py e43c371c2dabfe63 unverified no licence file found · pointer only
How Far Can LLMs Improve from Experience? Measuring Test-Time Learning Ability in LLMs with Human Comparison 17 Jun 2025 Alice1998/Test-time-Learning/cumulative_setting/run_benchmark.py 1e510c4d97f6bcd0 ran · our draft was wrong no licence file found · pointer only
How Far Can LLMs Improve from Experience? Measuring Test-Time Learning Ability in LLMs with Human Comparison 17 Jun 2025 Alice1998/Test-time-Learning/cumulative_setting/run_benchmark_multiRound.py bb7014cf8fc8729b unverified no licence file found · pointer only
HopaDIFF: Holistic-Partial Aware Fourier Conditioned Diffusion for Referring Human Action Segmentation in Multi-Person Scenarios 11 Jun 2025 KPeng9510/HopaDIFF/utils.py 2188327bf35280a1 unverified MIT (permissive)
AutoP2C: An LLM-Based Agent Framework for Code Repository Generation from Multimodal Content in Academic Papers 28 Apr 2025 shoushouyu/automated-paper-to-code/code_gen/code_generate.py 47f83b67a25a9c68 ran · our draft was wrong no licence file found · pointer only
Dynamic Cheatsheet: Test-Time Learning with Adaptive Memory 10 Apr 2025 suzgunmirac/dynamic-cheatsheet/run_benchmark.py 1e510c4d97f6bcd0 ran · our draft was wrong MIT (permissive)
Rango: Adaptive Retrieval-Augmented Proving for Automated Software Verification 18 Dec 2024 rkthomps/coq-modeling/src/data_management/line_dict.py cd96465ac9f23efc unverified MIT (permissive)
Interaction2Code: Benchmarking MLLM-based Interactive Webpage Code Generation from Interactive Prototyping 5 Nov 2024 webpai/interaction2code/code/metric/metric_utils.py ce13f063f10284c1 unverified no licence file found · pointer only
Linguistics Theory Meets LLM: Code-Switched Text Generation via Equivalence Constrained Large Language Models 30 Oct 2024 gkuwanto/ezswitch/src/utils.py 45fb5d83e4f5edf1 unverified no licence file found · pointer only
AutoKaggle: A Multi-Agent Framework for Autonomous Data Science Competitions 27 Oct 2024 multimodal-art-projection/AutoKaggle/utils.py 85c8a669541e5326 unverified Apache-2.0 (permissive)
HumanEval-V: Evaluating Visual Understanding and Reasoning Abilities of Large Multimodal Models Through Coding Tasks 16 Oct 2024 HumanEval-V/HumanEval-V-Benchmark/utils.py c0e3e76bb71a2cc8 ran no licence file found · pointer only
Learning to Optimize for Mixed-Integer Non-linear Programming with Feasibility Guarantees 14 Oct 2024 pnnl/neuromancer/src/neuromancer/dataset.py a41bf9e7cfefab28 ran licence not identified · pointer only
ChemEval: A Comprehensive Multi-Level Chemical Evaluation for Large Language Models 21 Sep 2024 ustc-starteam/chemeval/Multimodel/3_code_evaluate/1Extract.py d23978079d307710 ran licence not identified · pointer only
NESTFUL: A Benchmark for Evaluating LLMs on Nested Sequences of API Calls 4 Sep 2024 ibm/nestful/src/utils.py ba6cfefa8094dcb6 ran Apache-2.0 (permissive)
PEFT-U: Parameter-Efficient Fine-Tuning for User Personalization 25 Jul 2024 ChrisIsKing/Parameter-Efficient-Personalization/user_context/generate_user_profiles_n.py fded598915486828 ran no licence file found · pointer only
Follow the Rules: Reasoning for Video Anomaly Detection with Large Language Models 14 Jul 2024 Yuchen413/AnomalyRuler/majority_smooth.py 8e8b17d957510da6 ran · our draft was wrong MIT (permissive)
Suri: Multi-constraint Instruction Following for Long-form Text Generation 27 Jun 2024 chtmp223/suri/eval/automatic/ranking.py 8f7c20be180ad75b unverified no licence file found · pointer only
AFBench: A Large-scale Benchmark for Airfoil Design 2024-06 (from id) hitcslj/Xfoil-cal/check_valid_geo.py 54b2c1ba109bdef5 ran no licence file found · pointer only
On Scaling Up 3D Gaussian Splatting Training 26 Jun 2024 nyu-systems/grendel-gs/analyze_statistic.py 93438892eb42697d unverified Apache-2.0 (permissive)
VRSBench: A Versatile Vision-Language Benchmark Dataset for Remote Sensing Image Understanding 18 Jun 2024 lx709/vrsbench/extract_patch_json.py 990ff33e4c206334 ran no licence file found · pointer only
Enhancing Size Generalization in Graph Neural Networks through Disentangled Representation Learning 7 Jun 2024 graphminddartmouth/disgen/src/graphsst2_dataset.py 60ccd1c98038811b ran · honoured contract no licence file found · pointer only
MentalManip: A Dataset For Fine-grained Analysis of Mental Manipulation in Conversations 26 May 2024 audreycs/MentalManip/statistic_analysis/statistics_comparison.py efea318b5b12f44f ran licence not identified · pointer only
Can Language Beat Numerical Regression? Language-Based Multimodal Trajectory Prediction 27 Mar 2024 inhwanbae/LMTrajectory/utils/dataloader.py 123c2031d3127cc9 ran licence not identified · pointer only
Can LLMs Separate Instructions From Data? And What Do We Even Mean By That? 11 Mar 2024 egozverev/Shold-It-Be-Executed-Or-Processed/SEP_dataset/utils.py e08792f2a461b463 ran MIT (permissive)
Point Mamba: A Novel Point Cloud Backbone Based on State Space Model with Octree-Based Ordering Strategy 11 Mar 2024 irmvlab/point-mamba/datasets/modelnet40.py 1ddbad7728b2f62f ran no licence file found · pointer only
No Free Lunch in LLM Watermarking: Trade-offs in Watermarking Design Choices 25 Feb 2024 qi-pang/llm-watermark-attacks/Exp-Watermark/experiments/attack_multiple_keys.py fc9d1d8c92c8dd16 ran · our draft was wrong MIT (permissive)
No Free Lunch in LLM Watermarking: Trade-offs in Watermarking Design Choices 25 Feb 2024 qi-pang/llm-watermark-attacks/KGW-Watermark/attack_multiple_keys.py 48e3a03b6b0feb73 ran · our draft was wrong MIT (permissive)
API-BLEND: A Comprehensive Corpora for Training and Benchmarking API LLMs 23 Feb 2024 ibm/api-blend/grammar-based-generation/SeqSNIPS_SeqATIS-data-gen.py 5523c76f12760fc3 ran Apache-2.0 (permissive)
ResumeFlow: An LLM-facilitated Pipeline for Personalized Resume Generation and Refinement 9 Feb 2024 Ztrimus/job-llm/zlm/utils/utils.py f5c9579ef0582c29 ran MIT (permissive)
Vertical Symbolic Regression via Deep Policy Gradient 1 Feb 2024 jiangnanhugo/VSR-DPG/E2E/evaluate.py 40b1a20fe12de364 ran · our draft was wrong no licence file found · pointer only
Contextualization Distillation from Large Language Model for Knowledge Graph Completion 28 Jan 2024 David-Li0406/Contextulization-Distillation/CSProm-KG/helper.py f9537cf81348be25 ran no licence file found · pointer only
Contextualization Distillation from Large Language Model for Knowledge Graph Completion 28 Jan 2024 David-Li0406/Contextulization-Distillation/KG-S2S/helper.py c005f30ead3132ac ran no licence file found · pointer only
UMIE: Unified Multimodal Information Extraction with Instruction Tuning 5 Jan 2024 ZUCC-AI/UMIE/src/eval_extraction.py 9e3a4228db43496b ran no licence file found · pointer only
MathPile: A Billion-Token-Scale Pretraining Corpus for Math 28 Dec 2023 GAIR-NLP/MathPile/src/global_data_processing/utils.py b40e45d2f17838f2 ran Apache-2.0 (permissive)
SkillDiffuser: Interpretable Hierarchical Planning via Skill Abstractions in Diffusion-Based Task Execution 18 Dec 2023 Liang-ZX/SkillDiffuser/skilldiffuser/hrl/expert_dataset.py 15eab9eebd751706 ran no licence file found · pointer only
Physical Symbolic Optimization 6 Dec 2023 cavalab/srbench/experiment/read_file.py 134b6bd44843ddc1 ran GPL-3.0 (copyleft) · pointer only
Increasing Coverage and Precision of Textual Information in Multilingual Knowledge Graphs 27 Nov 2023 apple/ml-kge/src/evaluation/evaluate_precision.py 13b53a25d8f585b1 unverified Apache-2.0 (permissive)
The Song Describer Dataset: a Corpus of Audio Captions for Music-and-Language Evaluation 16 Nov 2023 ilaria-manco/song-describer/annotation_tool/backend/utils.py 658cbcdf12d20ff3 ran MIT (permissive)
Prompt Cache: Modular Attention Reuse for Low-Latency Inference 7 Nov 2023 yale-sys/prompt-cache/promptcache/prompt.py 09ee7b4dcf62d65d ran MIT (permissive)
Unified Low-Resource Sequence Labeling by Sample-Aware Dynamic Sparse Finetuning 7 Nov 2023 psunlpgroup/fish-dip/preprocess_multiwoz/extract_examples.py c6855e904db1e7ca unverified Apache-2.0 (permissive)
Interpretable Prototype-based Graph Information Bottleneck 30 Oct 2023 sang-woo-seo/pgib/models/train_gnns.py 60ccd1c98038811b ran · honoured contract no licence file found · pointer only
TLM: Token-Level Masking for Transformers 28 Oct 2023 blcuicall/CCL2022-CLTC/baselines/track1/eval_sent_level.py 40a3d4e153df98ef ran no licence file found · pointer only
We are what we repeatedly do: Inducing and deploying habitual schemas in persona-based responses 10 Oct 2023 bkane2/habitual-response-generation/src/util.py 2042d0318c6bf2e9 ran no licence file found · pointer only
SNIP: Bridging Mathematical Symbolic and Numeric Realms with Unified Pre-training 3 Oct 2023 identical code first harvested elsewhere 40b1a20fe12de364 ran · our draft was wrong licence of this copy not recorded
KDSTM: Neural Semi-supervised Topic Modeling with Knowledge Distillation 4 Jul 2023 yumeng5/WeSTClass/load_data.py d38d5642834c1922 unverified Apache-2.0 (permissive)
Provable Robust Watermarking for AI-Generated Text 30 Jun 2023 xuandongzhao/unigram-watermark/run_generate.py f150aa699a80fbdb ran · our draft was wrong MIT (permissive)
End-to-end Differentiable Clustering with Associative Memories 5 Jun 2023 bsaha205/clam/parser.py 06620495a0b9b97e unverified MIT (permissive)
Direction-oriented Multi-objective Learning: Simple and Provable Stochastic Algorithms 28 May 2023 ml-opt-lab/sdmgrad/experiments/mean_rank.py 1cb4b9ddd1f0d15b unverified MIT (permissive)
OctFormer: Octree-based Transformers for 3D Point Clouds 4 May 2023 octree-nn/octformer/datasets/modelnet40.py 1ddbad7728b2f62f ran MIT (permissive)
PreNAS: Preferred One-Shot Learning Towards Efficient Neural Architecture Search 2023-04 (from id) alibaba/lightweight-neural-architecture-search/modelscope/utils/file_utils.py 0531c04dd4901504 unverified Apache-2.0 (permissive)
Self-collaboration Code Generation via ChatGPT 2023-04 (from id) YihongDong/Self-collaboration-Code-Generation/core/repo_tools.py bac44134ee8d1581 unverified MIT (permissive)
GL-MCM: Global and Local Maximum Concept Matching for Zero-Shot Out-of-Distribution Detection 10 Apr 2023 atsumiyai/gl-mcm/utils/common.py 65aed69fd9c43272 unverified MIT (permissive)
Generative Causal Representation Learning for Out-of-Distribution Motion Forecasting 17 Feb 2023 sshirahmad/GCRL/trajectories.py 123c2031d3127cc9 ran MIT (permissive)
Tackling Ambiguity with Images: Improved Multimodal Machine Translation and Contrastive Evaluation 20 Dec 2022 matthieufp/commute/evaluate.py da8b0d32e86624aa ran · our draft was wrong CC-BY-SA-4.0 (copyleft) · pointer only
A Probabilistic Framework for Lifelong Test-Time Adaptation 19 Dec 2022 dhanajitb/petal/imagenet/eval_corruptionwise.py 253c745e2e017386 unverified MIT (permissive)
A Probabilistic Framework for Lifelong Test-Time Adaptation 19 Dec 2022 dhanajitb/petal/imagenet/eval_corruptionwise_img3d.py ee9939f76f4640cd unverified MIT (permissive)
In-context Examples Selection for Machine Translation 5 Dec 2022 sweta20/incontextmt/run_metrics_eval.py c211341220630f0a ran · our draft was wrong no licence file found · pointer only
The Legal Argument Reasoning Task in Civil Procedure 5 Nov 2022 trusthlt/legal-argument-reasoning-task/src/utils/load_data.py 589bffdd286844da unverified Apache-2.0 (permissive)
Disentanglement of Correlated Factors via Hausdorff Factorized Support 13 Oct 2022 facebookresearch/disentangling-correlated-factors/multischedule.py daf1330a06c84169 unverified MIT recorded; this copy not marked cleared · pointer only
On the Optimal Linear Contraction Order of Tree Tensor Networks, and Beyond 2022-09 (from id) stoianmihail/netzwerk/src/netzwerk/spanning_tree.py 0e877c22a3d08770 unverified MIT (permissive)
No Language Left Behind: Scaling Human-Centered Machine Translation 11 Jul 2022 ragerri/antidote-projections/cross-lingual-argument-mining/correction/post_processing/projection_corrections.py 8f9afa32c236ac4c unverified Apache-2.0 (permissive)
Beyond Real-world Benchmark Datasets: An Empirical Study of Node Classification with GNNs 18 Jun 2022 seijimaekawa/empirical-study-of-gnns/models/dataset_utils.py 623066b29237a22e unverified MIT (permissive)
End-to-end symbolic regression with transformers 22 Apr 2022 facebookresearch/symbolicregression/evaluate.py 40b1a20fe12de364 ran · our draft was wrong Apache-2.0 (permissive)
Net benefit, calibration, threshold selection, and training objectives for algorithmic fairness in healthcare 3 Feb 2022 som-shahlab/net_benefit_ascvd/net_benefit_ascvd/experiments/train_model.py 732bae7d31477943 ran · honoured contract fingerprinted MIT (permissive)
Interpretable and Generalizable Graph Learning via Stochastic Attention Mechanism 31 Jan 2022 Graph-COM/GSAT/src/datasets/graph_sst2.py 60ccd1c98038811b ran · honoured contract MIT (permissive)
Compositionality as Lexical Symmetry 30 Jan 2022 ekinakyurek/lexsym/augmenter.py 0bca38980665a4fd unverified MIT (permissive)
FIGARO: Generating Symbolic Music with Fine-Grained Artistic Control 26 Jan 2022 dvruette/figaro/src/evaluate.py 00ffe13005e97804 unverified MIT (permissive)
Towards Robust and Adaptive Motion Forecasting: A Causal Representation Perspective 29 Nov 2021 vita-epfl/causalmotion/spurious/trajectories.py 123c2031d3127cc9 ran MIT (permissive)
WenetSpeech: A 10000+ Hours Multi-domain Mandarin Corpus for Speech Recognition 7 Oct 2021 wenet-e2e/wenetspeech/toolkits/wenet/local/process_opus.py b7cc041a8cc401d7 unverified Apache-2.0 (permissive)
Simple Entity-Centric Questions Challenge Dense Retrievers 17 Sep 2021 princeton-nlp/EntityQuestions/utils/ion.py e7b94494907985b3 unverified MIT (permissive)
Towards Document-Level Paraphrase Generation with Sentence Rewriting and Reordering 15 Sep 2021 l-zhe/corpg/eval/bleu.py 40eb3071da4a388b unverified MIT (permissive)
Filling the Gaps in Ancient Akkadian Texts: A Masked Language Modelling Approach 9 Sep 2021 SLAB-NLP/Akk/RAW/work_on_files.py 6b76badec7a176c5 unverified MIT (permissive)
A comparison of approaches to improve worst-case predictive model performance over patient subpopulations 27 Aug 2021 som-shahlab/subpopulation_robustness/group_robustness_fairness/omop/train_model.py 732bae7d31477943 ran · honoured contract fingerprinted MIT (permissive)
A comparison of approaches to improve worst-case predictive model performance over patient subpopulations 27 Aug 2021 som-shahlab/subpopulation_robustness/group_robustness_fairness/mimic_eicu/train_model.py 48c2fca73de3d05e unverified MIT (permissive)
RATT: Leveraging Unlabeled Data to Guarantee Generalization 1 May 2021 acmi-lab/ratt_generalization_bound/plots_helper/plot_acc.py eeb3d9b0ff6d3654 unverified Apache-2.0 (permissive)
An Empirical Study on Channel Effects for Synthetic Voice Spoofing Countermeasure Systems 3 Apr 2021 yzyouzhang/asvspoof2021_air/score_fusion.py c331f51bee478856 unverified MIT (permissive)
Fast and Robust Bio-inspired Teach and Repeat Navigation 2020-10 (from id) QVPR/teach-repeat/nodes/localiser.py a5475924efbab98a ran · our draft was wrong BSD-2-Clause (permissive)
It's not a Non-Issue: Negation as a Source of Error in Machine Translation 12 Oct 2020 mosharafhossain/negation-mt/extract_negation.py e48b72f6fb921c89 ran · our draft was wrong no licence file found · pointer only
OWL2Vec*: Embedding of OWL Ontologies 30 Sep 2020 sevinjt/owl2vec4oa/LogmapIntersectionAml.py 7c9db6909a5a3be9 unverified Apache-2.0 (permissive)
OWL2Vec*: Embedding of OWL Ontologies 30 Sep 2020 sevinjt/owl2vec4oa/LogmapUnionAml.py 4534693785a12b2a unverified Apache-2.0 (permissive)
Memory-augmented Dense Predictive Coding for Video Representation Learning 3 Aug 2020 TengdaHan/MemDPC/memdpc/dataset.py 38ccb62cde04dd54 unverified Apache-2.0 (permissive)
An Empirical Characterization of Fair Machine Learning For Clinical Risk Prediction 20 Jul 2020 som-shahlab/fairness_benchmark/fairness_benchmark/train_model.py 1f3965f978a31b1a ran · honoured contract fingerprinted MIT (permissive)
Evaluation of CNN-based Automatic Music Tagging Models 2020-06 (from id) minzwon/sota-music-tagging-models/training/robustness.py 8aa1dec7ce5bdeda unverified MIT (permissive)
DGL-KE: Training Knowledge Graph Embeddings at Scale 2020-04 (from id) idirlab/freebases/ExperimentsScripts/FB1_statistics_domain_triples_relations.py da36ef8474d88ac2 unverified CC0-1.0 (permissive)
How recurrent networks implement contextual processing in sentiment analysis 17 Apr 2020 google-research/computation-thru-dynamics/fixed_point_finder/utils.py 670f241a0a278e35 unverified Apache-2.0 (permissive)
MNN: A Universal and Efficient Inference Engine 27 Feb 2020 alibaba/MNN/apps/frameworks/sherpa-mnn/python-api-examples/http_server.py b6c521a26530e9d3 unverified Apache-2.0 (permissive)
ELI5: Long Form Question Answering 22 Jul 2019 ivabojic/sleepqa/eval/auto_eval.py b127fbfb02fb0632 unverified MIT (permissive)
Neural Shuffle-Exchange Networks -- Sequence Processing in O(n log n) Time 18 Jul 2019 LUMII-Syslab/shuffle-exchange/language/lambada.py 201029f100790c9c unverified MIT (permissive)
Positional Encoding to Control Output Sequence Length 16 Apr 2019 takase/control-length/eval/calculate_variance_from_fixlength.py 46c303dd0a228f2e unverified BSD-3-Clause (permissive)
Fast Graph Representation Learning with PyTorch Geometric 6 Mar 2019 long-9621/splinecnn/torch_geometric/io/planetoid.py 35ef2289cbdcde86 unverified MIT (permissive)
BERT for Joint Intent Classification and Slot Filling 28 Feb 2019 yinghao1019/Joint_learn/predict.py 7b9905a68c0add30 ran · our draft was wrong no licence file found · pointer only
Learning when to Communicate at Scale in Multiagent Cooperative and Competitive Tasks 23 Dec 2018 IC3Net/IC3Net/plot_script.py a9fef680e2912a66 unverified MIT (permissive)
Model Cards for Model Reporting 5 Oct 2018 tensorflow/model-card-toolkit/model_card_toolkit/utils/io_utils.py 71f79125049402a3 unverified Apache-2.0 (permissive)
Copycat CNN: Stealing Knowledge by Persuading Confession with Random Non-Labeled Data 14 Jun 2018 jeiks/Stealing_DL_Models/Copycat_CNN-Expansion/01-classification_space-TSNE/experiment-01-DIG10/tsne.py 2cd7184053135d4d unverified no licence file found · pointer only
Sparse and Constrained Attention for Neural Machine Translation 21 May 2018 Unbabel/sparse_constrained_attention/fertility/utils.py dcf92267cfb613e2 unverified Apache-2.0 (permissive)
MobileFaceNets: Efficient CNNs for Accurate Real-Time Face Verification on Mobile Devices 20 Apr 2018 foamliu/MobileFaceNet/create_lfw_test_pair.py 7e9755b0b787bdf3 unverified Apache-2.0 (permissive)
Universal Sentence Encoder 29 Mar 2018 TAUSBV/sentence-level-domain-classification/src/utils.py 46df1f9c4f68b7a2 unverified MIT (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".

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