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gelu_new

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

gelu_new appears in the code Syntology harvested for 55 papers, as 14 distinct code bodies found in 61 places (a place is one code body under one paper). At least one of them ran in 49 of the papers; 9 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 gelu_new 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 9 of the 14 distinct code bodies named gelu_new; 5 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

4ran · honoured contract
0ran · violated contract
1ran · our draft was wrong
0ran · fixture could not drive it
4ran
5unverified
9fingerprinted

Licence is a property of each copy, so it is counted per place: 18 of the 61 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

55 papers shown of 55, newest first; 61 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; 2 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
PRVQL: Progressive Knowledge-guided Refinement for Robust Egocentric Visual Query Localization 11 Feb 2025 fb-reps/PRVQL/bert_model/bert_module.py 77601724cad03f95 ran · honoured contract fingerprinted MIT (permissive)
Label Confidence Weighted Learning for Target-level Sentence Simplification 8 Oct 2024 astro-jon/LCWL/src/transformers/activations.py 45bb87451230d5e8 ran fingerprinted no licence file found · pointer only
ESCoT: Towards Interpretable Emotional Support Dialogue Systems 16 Jun 2024 thu-coai/Emotional-Support-Conversation/codes/src/transformers/activations.py 45bb87451230d5e8 ran fingerprinted no licence file found · pointer only
ESCoT: Towards Interpretable Emotional Support Dialogue Systems 16 Jun 2024 thu-coai/Emotional-Support-Conversation/codes/src/transformers/activations_tf.py b01a23b01774f91e ran fingerprinted licence not identified · pointer only
VB-LoRA: Extreme Parameter Efficient Fine-Tuning with Vector Banks 24 May 2024 leo-yangli/VB-LoRA/NLU/NLU/src/transformers/activations.py 45bb87451230d5e8 ran fingerprinted no licence file found · pointer only
RepEval: Effective Text Evaluation with LLM Representation 30 Apr 2024 shikib/usr/transformers/modeling_bert.py 77601724cad03f95 ran · honoured contract fingerprinted Apache-2.0 (permissive)
ScanTalk: 3D Talking Heads from Unregistered Scans 16 Mar 2024 miccunifi/ScanTalk/src/hubert/activations.py 45bb87451230d5e8 ran fingerprinted no licence file found · pointer only
Riemannian Preconditioned LoRA for Fine-Tuning Foundation Models 4 Feb 2024 identical code first harvested elsewhere dc9ffc0f29e7fa3d ran · our draft was wrong fingerprinted licence of this copy not recorded
Generative Dense Retrieval: Memory Can Be a Burden 19 Jan 2024 ypw0102/gdr/GDR_model/transformers/activations.py aef07bb1e2787431 ran fingerprinted no licence file found · pointer only
Generative Dense Retrieval: Memory Can Be a Burden 19 Jan 2024 ypw0102/gdr/GDR_model/transformers/activations_tf.py 13718ddda6b66f8e ran fingerprinted no licence file found · pointer only
Mask Grounding for Referring Image Segmentation 19 Dec 2023 yxchng/mask-grounding/bert/activations.py dc9ffc0f29e7fa3d ran · our draft was wrong fingerprinted AGPL-3.0 (copyleft) · pointer only
Learning Knowledge-Enhanced Contextual Language Representations for Domain Natural Language Understanding 12 Nov 2023 alibaba/EasyNLP/easynlp/modelzoo/activations.py 45bb87451230d5e8 ran fingerprinted Apache-2.0 (permissive)
NOLA: Compressing LoRA using Linear Combination of Random Basis 4 Oct 2023 UCDvision/NOLA/gpt/examples/NLG/src/model_nola.py dc9ffc0f29e7fa3d ran · our draft was wrong fingerprinted MIT (permissive)
Learning to Predict Concept Ordering for Common Sense Generation 12 Sep 2023 tianhuizhang/concept_ordering/bart/src/model/activations.py dc9ffc0f29e7fa3d ran · our draft was wrong fingerprinted no licence file found · pointer only
Contrastive Grouping with Transformer for Referring Image Segmentation 2 Sep 2023 toneyaya/cgformer/bert/activations.py dc9ffc0f29e7fa3d ran · our draft was wrong fingerprinted MIT (permissive)
DNABERT-2: Efficient Foundation Model and Benchmark For Multi-Species Genome 26 Jun 2023 jerryji1993/dnabert/src/transformers/activations.py 77601724cad03f95 ran · honoured contract fingerprinted Apache-2.0 (permissive)
Interleaving Pre-Trained Language Models and Large Language Models for Zero-Shot NL2SQL Generation 15 Jun 2023 ruc-datalab/zeronl2sql/src/utils/aligner.py 227f586d79c9675d unverified MIT (permissive)
WIDER & CLOSER: Mixture of Short-channel Distillers for Zero-shot Cross-lingual Named Entity Recognition 7 Dec 2022 mckysse/msd/transformers/modeling_bert.py 77601724cad03f95 ran · honoured contract fingerprinted Apache-2.0 (permissive)
WIDER & CLOSER: Mixture of Short-channel Distillers for Zero-shot Cross-lingual Named Entity Recognition 7 Dec 2022 mckysse/msd/transformers/modeling_tf_bert.py 83257a2b015273fa unverified Apache-2.0 (permissive)
PASTA: Table-Operations Aware Fact Verification via Sentence-Table Cloze Pre-training 5 Nov 2022 ruc-datalab/PASTA/src/utils/pasta_mlm_model.py 283f4bd4ad4cc1ed unverified MIT (permissive)
Chinese CLIP: Contrastive Vision-Language Pretraining in Chinese 2 Nov 2022 ofa-sys/chinese-clip/cn_clip/clip/modeling_bert.py 77601724cad03f95 ran · honoured contract fingerprinted MIT (permissive)
Selective Query-guided Debiasing for Video Corpus Moment Retrieval 17 Oct 2022 dbstjswo505/SQuiDNet/model/squidnet.py de48fec0ec9764b0 ran · honoured contract fingerprinted MIT (permissive)
Task-guided Disentangled Tuning for Pretrained Language Models 22 Mar 2022 lemon0830/TDT/TDT/transformers/modeling_bert.py 77601724cad03f95 ran · honoured contract fingerprinted Apache-2.0 (permissive)
Locally Typical Sampling 1 Feb 2022 cimeister/typical-sampling/src/transformers/activations.py 45bb87451230d5e8 ran fingerprinted Apache-2.0 recorded; this copy not marked cleared · pointer only
Attention Approximates Sparse Distributed Memory 10 Nov 2021 trentbrick/attention-approximates-sdm/HugFace/src/transformers/activations.py 45bb87451230d5e8 ran fingerprinted MIT (permissive)
DSEE: Dually Sparsity-embedded Efficient Tuning of Pre-trained Language Models 30 Oct 2021 vita-group/dsee/non-GPT-2/src/transformers/activations.py 45bb87451230d5e8 ran fingerprinted MIT (permissive)
Towards a Unified View of Parameter-Efficient Transfer Learning 8 Oct 2021 jxhe/unify-parameter-efficient-tuning/src/transformers/activations.py 45bb87451230d5e8 ran fingerprinted Apache-2.0 recorded; this copy not marked cleared · pointer only
Packed Levitated Marker for Entity and Relation Extraction 13 Sep 2021 thunlp/pl-marker/transformers/src/transformers/activations.py 77601724cad03f95 ran · honoured contract fingerprinted MIT (permissive)
Smelting Gold and Silver for Improved Multilingual AMR-to-Text Generation 8 Sep 2021 UKPLab/m-AMR2Text/transformers/activations.py 45bb87451230d5e8 ran fingerprinted Apache-2.0 (permissive)
Learned Token Pruning for Transformers 2 Jul 2021 kssteven418/ltp/src/transformers/activations.py 45bb87451230d5e8 ran fingerprinted Apache-2.0 recorded; this copy not marked cleared · pointer only
Towards Long-Form Video Understanding 21 Jun 2021 chaoyuaw/lvu/src/models/modeling_bert.py 77601724cad03f95 ran · honoured contract fingerprinted MIT (permissive)
X-FACT: A New Benchmark Dataset for Multilingual Fact Checking 17 Jun 2021 utahnlp/x-fact/transformers/src/transformers/activations.py dc9ffc0f29e7fa3d ran · our draft was wrong fingerprinted MIT (permissive)
VALUE: A Multi-Task Benchmark for Video-and-Language Understanding Evaluation 8 Jun 2021 VALUE-Leaderboard/StarterCode/model/layers.py de48fec0ec9764b0 ran · honoured contract fingerprinted MIT (permissive)
Dialogue-oriented Pre-training 1 Jun 2021 xyease/Dialog-PrLM/src/transformers/activations.py aef07bb1e2787431 ran fingerprinted Apache-2.0 (permissive)
Dialogue-oriented Pre-training 1 Jun 2021 xyease/Dialog-PrLM/src/transformers/activations_tf.py 13718ddda6b66f8e ran fingerprinted Apache-2.0 (permissive)
Super Tickets in Pre-Trained Language Models: From Model Compression to Improving Generalization 25 May 2021 cliang1453/super-structured-lottery-tickets/module/modeling_bert.py 77601724cad03f95 ran · honoured contract fingerprinted MIT recorded; this copy not marked cleared · pointer only
Structure-Aware Abstractive Conversation Summarization via Discourse and Action Graphs 16 Apr 2021 GT-SALT/Structure-Aware-BART/transformers/src/transformers/activations.py aef07bb1e2787431 ran fingerprinted MIT (permissive)
Structure-Aware Abstractive Conversation Summarization via Discourse and Action Graphs 16 Apr 2021 GT-SALT/Structure-Aware-BART/transformers/src/transformers/activations_tf.py 13718ddda6b66f8e ran fingerprinted MIT (permissive)
Effect of Visual Extensions on Natural Language Understanding in Vision-and-Language Models 16 Apr 2021 alab-nii/eval_vl_glue/eval_vl_glue/transformers_volta/activations.py 45bb87451230d5e8 ran fingerprinted Apache-2.0 (permissive)
Kaleido-BERT: Vision-Language Pre-training on Fashion Domain 30 Mar 2021 mczhuge/Kaleido-BERT/easytransfer/layers/activations.py 83257a2b015273fa unverified MIT (permissive)
CharBERT: Character-aware Pre-trained Language Model 3 Nov 2020 wtma/CharBERT/modeling/modeling_bert.py 77601724cad03f95 ran · honoured contract fingerprinted Apache-2.0 (permissive)
CharacterBERT: Reconciling ELMo and BERT for Word-Level Open-Vocabulary Representations From Characters 20 Oct 2020 IMPLabUniPr/UniParma-at-semeval-2021-task-5/transformers/modeling_bert.py 77601724cad03f95 ran · honoured contract fingerprinted Apache-2.0 (permissive)
Transformers for Modeling Physical Systems 4 Oct 2020 zabaras/transformer-physx/trphysx/transformer/utils.py 32d5035f6c9444f0 unverified MIT (permissive)
Stylized Dialogue Response Generation Using Stylized Unpaired Texts 27 Sep 2020 silverriver/Stylized_Dialog/TCFC/bt_beam/model/activations.py 77601724cad03f95 ran · honoured contract fingerprinted MIT (permissive)
FILTER: An Enhanced Fusion Method for Cross-lingual Language Understanding 10 Sep 2020 yuwfan/FILTER/src/transformers/activations.py 77601724cad03f95 ran · honoured contract fingerprinted MIT (permissive)
The Lottery Ticket Hypothesis for Pre-trained BERT Networks 23 Jul 2020 TAMU-VITA/BERT-Tickets/transformers-master/src/transformers/modeling_tf_bert.py 83257a2b015273fa unverified MIT (permissive)
On the Stability of Fine-tuning BERT: Misconceptions, Explanations, and Strong Baselines 8 Jun 2020 uds-lsv/bert-stable-fine-tuning/src/transformers/activations.py 77601724cad03f95 ran · honoured contract fingerprinted Apache-2.0 (permissive)
On the Stability of Fine-tuning BERT: Misconceptions, Explanations, and Strong Baselines 8 Jun 2020 uds-lsv/bert-stable-fine-tuning/src/transformers/modeling_tf_bert.py 83257a2b015273fa unverified Apache-2.0 (permissive)
FastSpeech 2: Fast and High-Quality End-to-End Text to Speech 8 Jun 2020 dathudeptrai/TensorflowTTS/tensorflow_tts/models/fastspeech2.py f6c9754063b07733 ran · honoured contract fingerprinted Apache-2.0 (permissive)
CoCon: A Self-Supervised Approach for Controlled Text Generation 5 Jun 2020 identical code first harvested elsewhere 77601724cad03f95 ran · honoured contract fingerprinted licence of this copy not recorded
Exploring and Predicting Transferability across NLP Tasks 2 May 2020 tuvuumass/task-transferability/transformers/modeling_task_embeddings.py 77601724cad03f95 ran · honoured contract fingerprinted Apache-2.0 (permissive)
HERO: Hierarchical Encoder for Video+Language Omni-representation Pre-training 1 May 2020 linjieli222/HERO/model/layers.py de48fec0ec9764b0 ran · honoured contract fingerprinted MIT recorded; this copy not marked cleared · pointer only
Don't Stop Pretraining: Adapt Language Models to Domains and Tasks 23 Apr 2020 shizhediao/t-dna/TDNA/util.py aef07bb1e2787431 ran fingerprinted Apache-2.0 (permissive)
On the Effect of Dropping Layers of Pre-trained Transformer Models 8 Apr 2020 hsajjad/transformers/src/transformers/activations.py 77601724cad03f95 ran · honoured contract fingerprinted Apache-2.0 (permissive)
Improving BERT Fine-Tuning via Self-Ensemble and Self-Distillation 24 Feb 2020 lonePatient/BERT-SDA/models/transformers/modeling_bert.py 77601724cad03f95 ran · honoured contract fingerprinted no licence file found · pointer only
Hierarchical Graph Network for Multi-hop Question Answering 9 Nov 2019 yuwfan/HGN/transformers/modeling_bert.py 77601724cad03f95 ran · honoured contract fingerprinted MIT recorded; this copy not marked cleared · pointer only
DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter 2 Oct 2019 mkavim/finetune_bert/finetune/modeling_distilbert.py 5b3fd00218623502 ran · honoured contract fingerprinted Apache-2.0 (permissive)
ALBERT: A Lite BERT for Self-supervised Learning of Language Representations 26 Sep 2019 Soikonomou/albert_final/src/model/ALBERT/modeling_bert.py 77601724cad03f95 ran · honoured contract fingerprinted Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 lonePatient/Bert-Multi-Label-Text-Classification/pybert/model/albert/modeling_bert.py 77601724cad03f95 ran · honoured contract fingerprinted MIT (permissive)
arXiv:2025.findings-emnlp.70 passing2961/EmpGPT-3/from_epitome/activations.py 4a4442fe138425f8 unverified MIT (permissive)
arXiv:2022.naacl-main.130 parovicm/BADX/src/transformers/activations.py 45bb87451230d5e8 ran fingerprinted 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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