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quick_gelu

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

quick_gelu appears in the code Syntology harvested for 43 papers, as 4 distinct code bodies found in 43 places (a place is one code body under one paper). At least one of them ran in 26 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 quick_gelu 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 3 of the 4 distinct code bodies named quick_gelu; 1 is 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
3ran
1unverified
3fingerprinted

Licence is a property of each copy, so it is counted per place: 24 of the 43 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

43 papers shown of 43, newest first; 43 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 2 papers added by Syntology; 3 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
CORE: Conflict-Oriented Reasoning for General Multimodal Manipulation Detection added by Syntology 2026-06 (from id) shen8424/CORE/libs/transformers/modeling_flax_utils.py a66d2b78670c85e1 ran fingerprinted no licence file found · pointer only
DSCD: Large Language Model Detoxification with Self-Constrained Decoding added by Syntology 2025-10 (from id) ZHANGJINKUI/DSCD/transformers/modeling_flax_utils.py a66d2b78670c85e1 ran fingerprinted MIT (permissive)
Cautious Next Token Prediction 3 Jul 2025 wyzjack/CNTP/custom_transformers_packages/gsm8k_strategyqa/transformers/modeling_flax_utils.py a66d2b78670c85e1 ran fingerprinted MIT (permissive)
CoreMatching: A Co-adaptive Sparse Inference Framework with Token and Neuron Pruning for Comprehensive Acceleration of Vision-Language Models 25 May 2025 wangqinsi1/2025-ICML-CoreMatching/transformers/modeling_flax_utils.py a66d2b78670c85e1 ran fingerprinted Apache-2.0 (permissive)
MuDAF: Long-Context Multi-Document Attention Focusing through Contrastive Learning on Attention Heads 19 Feb 2025 NeosKnight233/MuDAF/transformers/modeling_flax_utils.py a66d2b78670c85e1 ran fingerprinted Apache-2.0 (permissive)
Read-ME: Refactorizing LLMs as Router-Decoupled Mixture of Experts with System Co-Design 24 Oct 2024 VITA-Group/READ-ME/src/transformers/activations_tf.py e2d56cb91f999bef unverified no licence file found · pointer only
Model Balancing Helps Low-data Training and Fine-tuning 16 Oct 2024 zihanghliu/modelbalancing/transformers/src/transformers/activations_tf.py e2d56cb91f999bef unverified no licence file found · pointer only
Looped Transformers for Length Generalization 24 Sep 2024 UW-Madison-Lee-Lab/looped-tf/src/transformers/activations_tf.py e2d56cb91f999bef unverified no licence file found · pointer only
Lookback Lens: Detecting and Mitigating Contextual Hallucinations in Large Language Models Using Only Attention Maps 9 Jul 2024 voidism/lookback-lens/transformers-4.32.0/src/transformers/activations_tf.py e2d56cb91f999bef unverified no licence file found · pointer only
Increasing Model Capacity for Free: A Simple Strategy for Parameter Efficient Fine-tuning 1 Jul 2024 LINs-lab/CapaBoost/src/transformers/activations_tf.py e2d56cb91f999bef unverified Apache-2.0 (permissive)
UDON: Universal Dynamic Online distillatioN for generic image representations 12 Jun 2024 nikosips/UDON/universal_embedding/udon_clip_vit_with_embedding.py 387ba0de72d89d99 ran fingerprinted no licence file found · pointer only
Scaling Laws for Reward Model Overoptimization in Direct Alignment Algorithms 5 Jun 2024 openai/summarize-from-feedback/summarize_from_feedback/models/ops.py e21f72f1a9834aef ran fingerprinted licence not identified · pointer only
GrootVL: Tree Topology is All You Need in State Space Model 4 Jun 2024 easonxiao-888/grootvl/GrootL/transformers/modeling_flax_utils.py a66d2b78670c85e1 ran fingerprinted no licence file found · pointer only
HydraLoRA: An Asymmetric LoRA Architecture for Efficient Fine-Tuning 30 Apr 2024 clin0212/hydralora/HydraLoRA/transformers/modeling_flax_utils.py a66d2b78670c85e1 ran fingerprinted no licence file found · pointer only
Learning Syntax Without Planting Trees: Understanding When and Why Transformers Generalize Hierarchically 25 Apr 2024 kabirahuja2431/transformers-hg/transformers/src/transformers/activations_tf.py e2d56cb91f999bef unverified no licence file found · pointer only
SC-Tune: Unleashing Self-Consistent Referential Comprehension in Large Vision Language Models 20 Mar 2024 ivattyue/SC-Tune/transformers/modeling_flax_utils.py a66d2b78670c85e1 ran fingerprinted MIT (permissive)
ScanTalk: 3D Talking Heads from Unregistered Scans 16 Mar 2024 miccunifi/ScanTalk/src/hubert/activations.py e21f72f1a9834aef ran fingerprinted no licence file found · pointer only
An Image Is Worth 1000 Lies: Adversarial Transferability across Prompts on Vision-Language Models 14 Mar 2024 Haochen-Luo/CroPA/transformers/modeling_flax_utils.py a66d2b78670c85e1 ran fingerprinted no licence file found · pointer only
Improving Open-Ended Text Generation via Adaptive Decoding 28 Feb 2024 zwhong714/adaptive_decoding/transformers-main/src/transformers/activations_tf.py e2d56cb91f999bef unverified no licence file found · pointer only
Self-Guided Masked Autoencoders for Domain-Agnostic Self-Supervised Learning 22 Feb 2024 johnathan-xie/sma/src/transformers/activations_tf.py e2d56cb91f999bef unverified Apache-2.0 (permissive)
HyperMoE: Towards Better Mixture of Experts via Transferring Among Experts 20 Feb 2024 bumble666/hypermoe_early_version/gpt-2-moe/transformers/modeling_flax_utils.py a66d2b78670c85e1 ran fingerprinted Apache-2.0 (permissive)
On the Robustness of Editing Large Language Models 8 Feb 2024 xbmxb/edit_analysis/code/transformers/modeling_flax_utils.py a66d2b78670c85e1 ran fingerprinted no licence file found · pointer only
LoRAMoE: Alleviate World Knowledge Forgetting in Large Language Models via MoE-Style Plugin 15 Dec 2023 ablustrund/loramoe/transformers/modeling_flax_utils.py a66d2b78670c85e1 ran fingerprinted no licence file found · pointer only
An Analysis and Mitigation of the Reversal Curse 13 Nov 2023 trestad/mitigating-reversal-curse/transformers/src/transformers/activations_tf.py e2d56cb91f999bef unverified no licence file found · pointer only
Learning Knowledge-Enhanced Contextual Language Representations for Domain Natural Language Understanding 12 Nov 2023 alibaba/EasyNLP/easynlp/modelzoo/activations.py e21f72f1a9834aef ran fingerprinted Apache-2.0 (permissive)
TLM: Token-Level Masking for Transformers 28 Oct 2023 Young1993/tlm/transformers/modeling_flax_utils.py a66d2b78670c85e1 ran fingerprinted no licence file found · pointer only
Merging Experts into One: Improving Computational Efficiency of Mixture of Experts 15 Oct 2023 shwai-he/meo/transformers/modeling_flax_utils.py a66d2b78670c85e1 ran fingerprinted no licence file found · pointer only
OV-PARTS: Towards Open-Vocabulary Part Segmentation 8 Oct 2023 openrobotlab/ov_parts/transformers/modeling_flax_utils.py a66d2b78670c85e1 ran fingerprinted no licence file found · pointer only
UniTRec: A Unified Text-to-Text Transformer and Joint Contrastive Learning Framework for Text-based Recommendation 25 May 2023 veason-silverbullet/unitrec/transformers/modeling_flax_utils.py a66d2b78670c85e1 ran fingerprinted MIT (permissive)
Token-wise Decomposition of Autoregressive Language Model Hidden States for Analyzing Model Predictions 17 May 2023 byungdoh/llm_decomposition/huggingface/src/transformers/activations_tf.py e2d56cb91f999bef unverified Apache-2.0 (permissive)
Identification of Negative Transfers in Multitask Learning Using Surrogate Models 25 Mar 2023 neu-statsml-research/task-modeling/transformers/modeling_flax_utils.py a66d2b78670c85e1 ran fingerprinted MIT (permissive)
AutoPEFT: Automatic Configuration Search for Parameter-Efficient Fine-Tuning 28 Jan 2023 cambridgeltl/autopeft/adapter-transformers-adapters3.1.0/src/transformers/activations_tf.py e2d56cb91f999bef unverified Apache-2.0 recorded; this copy not marked cleared · pointer only
Entropy- and Distance-Based Predictors From GPT-2 Attention Patterns Predict Reading Times Over and Above GPT-2 Surprisal 21 Dec 2022 byungdoh/attn_dist/huggingface/src/transformers/activations_tf.py e2d56cb91f999bef unverified Apache-2.0 (permissive)
AGRO: Adversarial Discovery of Error-prone groups for Robust Optimization 2 Dec 2022 bhargaviparanjape/robust-transformers/src/transformers/activations_tf.py e2d56cb91f999bef unverified Apache-2.0 recorded; this copy not marked cleared · pointer only
EvEntS ReaLM: Event Reasoning of Entity States via Language Models 10 Nov 2022 spilioeve/eventsrealm/transformers-single-all-attribute-prompt-experiments/src/transformers/activations_tf.py e2d56cb91f999bef unverified MIT (permissive)
Locally Typical Sampling 1 Feb 2022 cimeister/typical-sampling/src/transformers/activations_tf.py e2d56cb91f999bef unverified 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 e21f72f1a9834aef 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 e21f72f1a9834aef 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 e21f72f1a9834aef ran fingerprinted Apache-2.0 recorded; this copy not marked cleared · pointer only
AdapterHub: A Framework for Adapting Transformers 15 Jul 2020 adapter-hub/adapter-transformers-legacy/src/transformers/activations_tf.py e2d56cb91f999bef unverified Apache-2.0 recorded; this copy not marked cleared · pointer only
arXiv:2024.findings-naacl.117 qqplot/dcpmi/transformers/src/transformers/activations_tf.py e2d56cb91f999bef unverified MIT (permissive)
arXiv:2022.naacl-main.130 parovicm/BADX/src/transformers/activations.py e21f72f1a9834aef ran fingerprinted Apache-2.0 (permissive)
arXiv:2022.findings-emnlp.427 kgarg8/FullTextKP/transformers/modeling_flax_utils.py a66d2b78670c85e1 ran fingerprinted 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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