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batchify

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

batchify appears in the code Syntology harvested for 71 papers, as 50 distinct code bodies found in 76 places (a place is one code body under one paper). At least one of them ran in 38 of the papers; 3 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 batchify 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 21 of the 50 distinct code bodies named batchify; 29 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

2ran · honoured contract
0ran · violated contract
16ran · our draft was wrong
0ran · fixture could not drive it
3ran
29unverified
3fingerprinted

Licence is a property of each copy, so it is counted per place: 24 of the 76 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

71 papers shown of 71, newest first; 76 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; 4 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
Representing and Parsing Korean Constituency Structure at Different Levels of Granularity * added by Syntology 2026-08 (from id) stanfordnlp/stanza/stanza/models/charlm.py a1799307dea67f8d ran licence not identified · pointer only
RETLLM: Training and Data-Free MLLMs for Multimodal Information Retrieval added by Syntology 2026-02 (from id) alivecat05/RETLLM/Codes/main_retrieval_long_module.py 4d3f99af6174569e unverified Apache-2.0 (permissive)
Contrastive Language-Image Mamba Pretraining added by Syntology 2026-01 (from id) NimrodShabtay/CLIMP/eval_nocaps.py 23e45b8dd25f1b84 unverified no licence file found · pointer only
Ad-Hoc Human-AI Coordination Challenge 26 Jun 2025 flairox/ah2ac2/ah2ac2/training/bc.py ff158e179742d569 ran · honoured contract no licence file found · pointer only
CAFe: Unifying Representation and Generation with Contrastive-Autoregressive Finetuning 25 Mar 2025 haoyu-bu/CAFe/eval/eval_retrieval.py caddaff3835cd018 ran · our draft was wrong Apache-2.0 (permissive)
VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation 9 Mar 2025 Hritikbansal/videophy/VIDEOPHY2/utils.py 8c4acc117a97109b unverified MIT (permissive)
HyperMARL: Adaptive Hypernetworks for Multi-Agent RL 5 Dec 2024 KaleabTessera/HyperMARL/baselines/IPPO/ippo_rnn_smax_mlp_hypernets_eval.py 199a93e72a7ef243 unverified Apache-2.0 (permissive)
HyperMARL: Adaptive Hypernetworks for Multi-Agent RL 5 Dec 2024 KaleabTessera/HyperMARL/baselines/MAPPO/mappo_rnn_smax_mlp_hypernets_eval.py 3425052e6f822468 unverified Apache-2.0 (permissive)
No Regrets: Investigating and Improving Regret Approximations for Curriculum Discovery 27 Aug 2024 amacrutherford/sampling-for-learnability/sfl/train/jaxnav_sfl.py 7233fc046405e22b ran · honoured contract Apache-2.0 (permissive)
E5-V: Universal Embeddings with Multimodal Large Language Models 17 Jul 2024 kongds/e5-v/retrieval.py 23e45b8dd25f1b84 unverified Apache-2.0 (permissive)
Learning High-Frequency Functions Made Easy with Sinusoidal Positional Encoding 12 Jul 2024 identical code first harvested elsewhere fd57e365830d09de ran · our draft was wrong licence of this copy not recorded
Neural Implicit Representation for Building Digital Twins of Unknown Articulated Objects 1 Apr 2024 nvlabs/digitaltwinart/model.py fd57e365830d09de ran · our draft was wrong no licence file found · pointer only
SpikeNeRF: Learning Neural Radiance Fields from Continuous Spike Stream 17 Mar 2024 identical code first harvested elsewhere fd57e365830d09de ran · our draft was wrong licence of this copy not recorded
VLKEB: A Large Vision-Language Model Knowledge Editing Benchmark 12 Mar 2024 X-PLUG/mPLUG-Owl/mPLUG-Owl/pipeline/utils.py a3aac05439340a66 ran MIT (permissive)
CorresNeRF: Image Correspondence Priors for Neural Radiance Fields 11 Dec 2023 yxlao/corres-nerf/src/tools/run_nerf.py 8d89f8aeefab46e3 ran · our draft was wrong MIT (permissive)
Spiking NeRF: Representing the Real-World Geometry by a Discontinuous Representation 15 Nov 2023 liaozhanfeng/spiking-nerf/nerf_vth2.py fd57e365830d09de ran · our draft was wrong no licence file found · pointer only
Transformers as Graph-to-Graph Models 27 Oct 2023 idiap/g2g-transformer/parser/utils/data.py 58b4674a536cbdef unverified GPL-2.0 (copyleft) · pointer only
ManifoldNeRF: View-dependent Image Feature Supervision for Few-shot Neural Radiance Fields 20 Oct 2023 identical code first harvested elsewhere fd57e365830d09de ran · our draft was wrong licence of this copy not recorded
UReader: Universal OCR-free Visually-situated Language Understanding with Multimodal Large Language Model 8 Oct 2023 lukeforeveryoung/ureader/pipeline/utils.py d05ffe7e5265888d ran Apache-2.0 (permissive)
EvoPrompt: Connecting LLMs with Evolutionary Algorithms Yields Powerful Prompt Optimizers 15 Sep 2023 beeevita/EvoPrompt/evoluter.py b330c6d185528db2 ran · our draft was wrong MIT (permissive)
2D3D-MATR: 2D-3D Matching Transformer for Detection-free Registration between Images and Point Clouds 10 Aug 2023 minhaolee/2d3dmatr/experiments/2d3dmatr.7scenes.stage4.level3.stage1/utils.py dcb1b78c4c1d654c unverified no licence file found · pointer only
RL4CO: an Extensive Reinforcement Learning for Combinatorial Optimization Benchmark 29 Jun 2023 ai4co/rl4co/rl4co/utils/ops.py e899117c9df4359e unverified MIT (permissive)
NeMF: Inverse Volume Rendering with Neural Microflake Field 3 Apr 2023 YoujiaZhang/NeMF/run_nerf.py ce716d3807564106 ran · our draft was wrong no licence file found · pointer only
Differentiable Rendering with Reparameterized Volume Sampling 21 Feb 2023 greatdrake/reparameterized-volume-sampling/nerf/run_nerf.py fd57e365830d09de ran · our draft was wrong MIT (permissive)
IntrinsicNeRF: Learning Intrinsic Neural Radiance Fields for Editable Novel View Synthesis 2 Oct 2022 identical code first harvested elsewhere fd57e365830d09de ran · our draft was wrong licence of this copy not recorded
Loc-NeRF: Monte Carlo Localization using Neural Radiance Fields 2022-09 (from id) mit-spark/loc-nerf/src/full_nerf_helpers.py fd57e365830d09de ran · our draft was wrong MIT (permissive)
Regularizing Deep Neural Networks with Stochastic Estimators of Hessian Trace 11 Aug 2022 iclrsubmission1596/regularizing-deep-neural-networks-with-stochastic-estimators-of-hessian-trace/WT2/wt2_lstm.py c077f321f63362e6 ran · our draft was wrong fingerprinted no licence file found · pointer only
A Communication-Efficient Distributed Gradient Clipping Algorithm for Training Deep Neural Networks 10 May 2022 mingruiliu-ml-lab/communication-efficient-local-gradient-clipping/nlp/main_lstm.py 9efb556e868426ed ran · our draft was wrong GPL-3.0 (copyleft) · pointer only
DFNet: Enhance Absolute Pose Regression with Direct Feature Matching 1 Apr 2022 activevisionlab/dfnet/script/models/nerf.py fd57e365830d09de ran · our draft was wrong MIT (permissive)
Annotating the Tweebank Corpus on Named Entity Recognition and Building NLP Models for Social Media Analysis 18 Jan 2022 social-machines/tweebanknlp/twitter-stanza/stanza/models/charlm.py 61f19438f05e0d95 unverified Apache-2.0 (permissive)
Instant Neural Graphics Primitives with a Multiresolution Hash Encoding 16 Jan 2022 identical code first harvested elsewhere fd57e365830d09de ran · our draft was wrong licence of this copy not recorded
CLIP-NeRF: Text-and-Image Driven Manipulation of Neural Radiance Fields 9 Dec 2021 cassiePython/CLIPNeRF/supplyment/run_nerf_clip.py d2db52c47d9a9deb ran · our draft was wrong Apache-2.0 (permissive)
Dense Depth Priors for Neural Radiance Fields from Sparse Input Views 6 Dec 2021 identical code first harvested elsewhere fd57e365830d09de ran · our draft was wrong licence of this copy not recorded
DialFact: A Benchmark for Fact-Checking in Dialogue 15 Oct 2021 iit-nlp-research/chatgpt-crawler/fact_check.py cab069678b3d497a unverified MIT (permissive)
Curriculum learning for language modeling 4 Aug 2021 spacemanidol/CurriculumLearningForLanguageModels/utils.py 1f32d831b2c4c04b ran · our draft was wrong fingerprinted MIT (permissive)
Depth-supervised NeRF: Fewer Views and Faster Training for Free 6 Jul 2021 identical code first harvested elsewhere fd57e365830d09de ran · our draft was wrong licence of this copy not recorded
Polygonal Unadjusted Langevin Algorithms: Creating stable and efficient adaptive algorithms for neural networks 28 May 2021 fin-young/THEO_POULA/train_lstm.py 1f32d831b2c4c04b ran · our draft was wrong fingerprinted no licence file found · pointer only
Neural RGB-D Surface Reconstruction 9 Apr 2021 dazinovic/neural-rgbd-surface-reconstruction/optimize.py 11f60106fe3fe6b6 ran · our draft was wrong no licence file found · pointer only
Neural RGB-D Surface Reconstruction 9 Apr 2021 HengyiWang/neural-rgbd-torch/optimize.py e90e16ef8f5ca4a5 ran · our draft was wrong MIT (permissive)
Direct-PoseNet: Absolute Pose Regression with Photometric Consistency 8 Apr 2021 ActiveVisionLab/direct-posenet/script/run_nerf.py fd57e365830d09de ran · our draft was wrong MIT (permissive)
NeRF--: Neural Radiance Fields Without Known Camera Parameters 14 Feb 2021 identical code first harvested elsewhere fd57e365830d09de ran · our draft was wrong licence of this copy not recorded
Compositional Demographic Word Embeddings 6 Oct 2020 salesforce/awd-lstm-lm/utils.py 6bd10c3dd56c2b8c unverified BSD-3-Clause (permissive)
Improved Analysis of Clipping Algorithms for Non-convex Optimization 5 Oct 2020 zbh2047/clipping-algorithms/main_lstm.py 96d4db57e5c2248f ran · our draft was wrong no licence file found · pointer only
CoLAKE: Contextualized Language and Knowledge Embedding 1 Oct 2020 txsun1997/CoLAKE/lama/batch_eval_KB_completion.py 11b8618df0ea9846 unverified MIT (permissive)
Profile Consistency Identification for Open-domain Dialogue Agents 21 Sep 2020 songhaoyu/KvPI/kvbert.py 53b9359ddf7fc172 unverified Apache-2.0 (permissive)
Revisiting Pre-Trained Models for Chinese Natural Language Processing 29 Apr 2020 ymcui/Chinese-PreTrained-XLNet/src/data_utils.py 8fa4efe75d3345a4 unverified Apache-2.0 (permissive)
SongNet: Rigid Formats Controlled Text Generation 17 Apr 2020 lipiji/SongNet/data.py 5b1381db92ce6ba5 unverified MIT (permissive)
NeRF: Representing Scenes as Neural Radiance Fields for View Synthesis 19 Mar 2020 identical code first harvested elsewhere fd57e365830d09de ran · our draft was wrong licence of this copy not recorded
NeRF: Representing Scenes as Neural Radiance Fields for View Synthesis 19 Mar 2020 bmild/nerf/run_nerf.py ce716d3807564106 ran · our draft was wrong MIT (permissive)
Capacity of Continuous Channels with Memory via Directed Information Neural Estimator 9 Mar 2020 omerlux/DINE/dine/utils.py 2943dadcb85e6e3c ran · our draft was wrong no licence file found · pointer only
pyannote.audio: neural building blocks for speaker diarization 4 Nov 2019 pyannote/pyannote-audio/src/pyannote/audio/pipelines/speaker_diarization.py aeda3b12a68db8ee ran · our draft was wrong MIT (permissive)
Select, Answer and Explain: Interpretable Multi-hop Reading Comprehension over Multiple Documents 1 Nov 2019 jd-ai-research-silicon-valley/sae/dataset.py f02424fc99b0d00d unverified MIT (permissive)
Ordered Memory 29 Oct 2019 yikangshen/Ordered-Memory/utils/utils.py 6bd10c3dd56c2b8c unverified MIT (permissive)
Code Generation as a Dual Task of Code Summarization 14 Oct 2019 code-gen/cgcs/language_model/lm_train.py bbb1abc416d6331e unverified MIT (permissive)
Continual and Multi-Task Architecture Search 12 Jun 2019 ramakanth-pasunuru/CAS-MAS/utils.py 6a9eb2feb0882395 unverified MIT (permissive)
Why gradient clipping accelerates training: A theoretical justification for adaptivity 28 May 2019 JingzhaoZhang/why-clipping-accelerates/utils.py 6bd10c3dd56c2b8c unverified BSD-3-Clause (permissive)
Multi-step Retriever-Reader Interaction for Scalable Open-domain Question Answering 14 May 2019 rajarshd/Multi-Step-Reasoning/paragraph_encoder/model/vector.py df76adfce12ed67e unverified Apache-2.0 (permissive)
Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context 9 Jan 2019 TimDettmers/transformer-xl/tf/data_utils.py 36eed0b265968be7 unverified Apache-2.0 (permissive)
Ordered Neurons: Integrating Tree Structures into Recurrent Neural Networks 22 Oct 2018 IanTheColder/ONLSTM-analysis/utils.py 6bd10c3dd56c2b8c unverified BSD-3-Clause (permissive)
Trellis Networks for Sequence Modeling 15 Oct 2018 locuslab/trellisnet/TrellisNet/word_PTB/utils.py 82c927821e8de854 unverified MIT (permissive)
Pyramidal Recurrent Unit for Language Modeling 27 Aug 2018 sacmehta/PRU/utils.py 6bd10c3dd56c2b8c unverified MIT (permissive)
Sharp Nearby, Fuzzy Far Away: How Neural Language Models Use Context 12 May 2018 urvashik/lm-context-analysis/utils.py 6bd10c3dd56c2b8c unverified Apache-2.0 (permissive)
Spell Once, Summon Anywhere: A Two-Level Open-Vocabulary Language Model 23 Apr 2018 sjmielke/spell-once/utils.py 4d7f0358b6e7da28 unverified BSD-3-Clause (permissive)
An Analysis of Neural Language Modeling at Multiple Scales 22 Mar 2018 ari-holtzman/genlm/utils.py 1f32d831b2c4c04b ran · our draft was wrong fingerprinted BSD-3-Clause (permissive)
An Analysis of Neural Language Modeling at Multiple Scales 22 Mar 2018 SachinIchake/KALM/utils.py 6bd10c3dd56c2b8c unverified BSD-3-Clause (permissive)
An Analysis of Neural Language Modeling at Multiple Scales 22 Mar 2018 ari-holtzman/genlm/utils.py 6696579704cf7e5b unverified BSD-3-Clause (permissive)
An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling 4 Mar 2018 linxi159/TCN/TCN/lambada_language/utils.py 4697c6d353f07d76 unverified MIT (permissive)
Breaking the Softmax Bottleneck: A High-Rank RNN Language Model 10 Nov 2017 yfreedomliTHU/mos-pytorch1.1/utils.py 2943dadcb85e6e3c ran · our draft was wrong MIT (permissive)
Dilated Recurrent Neural Networks 5 Oct 2017 zalandoresearch/pytorch-dilated-rnn/lm.py 70277a5008135fcc unverified MIT (permissive)
Regularizing and Optimizing LSTM Language Models 7 Aug 2017 ahmetumutdurmus/awd-lstm/finetune.py 5edffb2dfb36c8c4 ran · our draft was wrong fingerprinted no licence file found · pointer only
Show, Attend and Tell: Neural Image Caption Generation with Visual Attention 10 Feb 2015 yurayli/image_caption_pytorch/encode_image.py a454bc2657b5d55b unverified MIT (permissive)
Machine learning of hierarchical clustering to segment 2D and 3D images 25 Mar 2013 janelia-flyem/gala/gala/agglo.py 073e8929ea3ef730 ran · our draft was wrong BSD-3-Clause (permissive)
arXiv:Zhan_NeRFrac_Neural_Radiance_Fields_through_Refractive_Surface_ICCV_2023_paper Yifever20002/NeRFrac/run_nerfrac.py 8ac917923e924ada unverified MIT (permissive)
arXiv:2024.findings-emnlp.918 CLMBRs/targeted-xlms/src/eval_finetune.py 11429523cb4e2aaf unverified MIT (permissive)
arXiv:2023.findings-emnlp.228 victor7246/TransJect/language_modeling.py ff7d69d043a273af unverified MIT (permissive)
arXiv:2023.findings-emnlp.187 LukeForeverYoung/UReader/pipeline/utils.py d05ffe7e5265888d ran Apache-2.0 (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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