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encode_prompt

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

encode_prompt appears in the code Syntology harvested for 54 papers, as 45 distinct code bodies found in 58 places (a place is one code body under one paper). At least one of them ran in 30 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 encode_prompt 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 45 distinct code bodies named encode_prompt; 24 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
6ran · our draft was wrong
1ran · fixture could not drive it
14ran
24unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 22 of the 58 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

54 papers shown of 54, newest first; 58 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 4 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
Modelpedia: A Catalog of Model Findings for the Meta-Science of AI added by Syntology 2026-09 (from id) tatsu-lab/stanford_alpaca/generate_instruction.py 9b2dd0265fc6e6b6 ran · our draft was wrong Apache-2.0 (permissive)
DGNet: Dual-knowledge Guided Network for Infrared Small Target Detection added by Syntology 2026-09 (from id) iLearn-Lab/MM26-DGNet/prepare_text_features.py 107a6ad0d5281629 unverified Apache-2.0 (permissive)
AMATA: Adaptive Multi-Agent Trajectory Alignment for Knowledge-Intensive Question Answering added by Syntology 2026-05 (from id) tatsu-lab/stanford_alpaca/generate_instruction.py 9b2dd0265fc6e6b6 ran · our draft was wrong Apache-2.0 (permissive)
Perturb a Model, Not an Image: Towards Robust Privacy Protection via Anti-Personalized Diffusion Models added by Syntology 2025-11 (from id) KU-VGI/APDM/protect.py 24a0be604862ac52 unverified no licence file found · pointer only
arXiv:2507.18537 2025-07 (from id) ali-vilab/TTS-VAR/tts-var/utils_run.py 17efe355dd8c0401 unverified MIT (permissive)
T-LoRA: Single Image Diffusion Model Customization Without Overfitting 8 Jul 2025 controlgenai/t-lora/flux/model/encode.py a4b9b4e076ac221d unverified MIT (permissive)
ORV: 4D Occupancy-centric Robot Video Generation 3 Jun 2025 orangesodahub/orv/orv/models/text_encoder.py 59483a2ba1d88b48 unverified MIT (permissive)
Fine-tuning Quantized Neural Networks with Zeroth-order Optimization 19 May 2025 maifoundations/qzo/large_language_models/utils.py e82be1ebda714ec3 unverified MIT (permissive)
Lumina-Image 2.0: A Unified and Efficient Image Generative Framework 27 Mar 2025 Alpha-VLLM/Lumina-Image-2.0/sample.py 2efc694c55219099 unverified Apache-2.0 (permissive)
InsViE-1M: Effective Instruction-based Video Editing with Elaborate Dataset Construction 26 Mar 2025 langmanbusi/insvie/CogVideo/finetune/train_cogvideox_image_to_video_lora.py e1f46e5593d36bb6 unverified MIT (permissive)
ART: Anonymous Region Transformer for Variable Multi-Layer Transparent Image Generation 25 Feb 2025 microsoft/art-msra/multi_layer_gen/custom_pipeline.py 06d07c5e65ea4167 unverified MIT (permissive)
FantasyID: Face Knowledge Enhanced ID-Preserving Video Generation 2025-02 (from id) Fantasy-AMAP/fantasy-id/models/utils.py 70450d0b824cf3e6 unverified Apache-2.0 (permissive)
Ingredients: Blending Custom Photos with Video Diffusion Transformers 3 Jan 2025 feizc/ingredients/models/utils.py 9ca4e9fb5eb8034d unverified Apache-2.0 (permissive)
EraseAnything: Enabling Concept Erasure in Rectified Flow Transformers 29 Dec 2024 tomguluson92/eraseanything/prompt_process.py 39f2be6188e09424 unverified BSD-3-Clause (permissive)
CLEAR: Conv-Like Linearization Revs Pre-Trained Diffusion Transformers Up 20 Dec 2024 huage001/clear/cache_prompt_embeds.py 67daa643d2f19a49 unverified Apache-2.0 (permissive)
Infinity: Scaling Bitwise AutoRegressive Modeling for High-Resolution Image Synthesis 5 Dec 2024 FoundationVision/Infinity/tools/run_infinity.py c490ce79bba70918 ran · fixture could not drive it MIT (permissive)
PhyT2V: LLM-Guided Iterative Self-Refinement for Physics-Grounded Text-to-Video Generation 30 Nov 2024 pittisl/phyt2v/finetune/train_cogvideox_lora.py e1f46e5593d36bb6 unverified no licence file found · pointer only
SplatFlow: Multi-View Rectified Flow Model for 3D Gaussian Splatting Synthesis 25 Nov 2024 gohyojun15/SplatFlow/model/multiview_rf/text_embedding.py eba7c5bb84f9ef7a unverified no licence file found · pointer only
SelfCodeAlign: Self-Alignment for Code Generation 31 Oct 2024 sahil280114/codealpaca/generate_instruction.py 9b2dd0265fc6e6b6 ran · our draft was wrong Apache-2.0 (permissive)
Meta-Unlearning on Diffusion Models: Preventing Relearning Unlearned Concepts 16 Oct 2024 sail-sg/Meta-Unlearning/src/esd_meta.py afadc09b5d93d079 ran no licence file found · pointer only
Zeroth-Order Fine-Tuning of LLMs in Random Subspaces 11 Oct 2024 zimingyy/subzero/large_models/utils.py f53e3216ab15d617 ran GPL-3.0 (copyleft) · pointer only
T2V-Turbo-v2: Enhancing Video Generation Model Post-Training through Data, Reward, and Conditional Guidance Design 8 Oct 2024 Ji4chenLi/t2v-turbo/train_t2v_turbo_v1_lora.py 7f3df606111e13f3 ran no licence file found · pointer only
TweedieMix: Improving Multi-Concept Fusion for Diffusion-based Image/Video Generation 8 Oct 2024 kwongihyun/tweediemix/concept_training/diffusers_training_xl_lora.py aaeaf6d5b92e765e unverified no licence file found · pointer only
TweedieMix: Improving Multi-Concept Fusion for Diffusion-based Image/Video Generation 8 Oct 2024 kwongihyun/tweediemix/fusion_generation/fusion_sampling.py 6acfa115a97ea2a8 unverified no licence file found · pointer only
PixWizard: Versatile Image-to-Image Visual Assistant with Open-Language Instructions 23 Sep 2024 afeng-x/pixwizard/sample_pixwizard.py a36c1723b0978202 ran MIT (permissive)
I-SHEEP: Self-Alignment of LLM from Scratch through an Iterative Self-Enhancement Paradigm 15 Aug 2024 multimodal-art-projection/I-SHEEP/seed_ppl/generate_instruction.py ca84d7c5495591c0 ran no licence file found · pointer only
UltraEdit: Instruction-based Fine-Grained Image Editing at Scale 7 Jul 2024 pkunlp-icler/ultraedit/traning/train_sd3_pix2pix.py 1b3f076c87d15223 unverified no licence file found · pointer only
GLAD: Towards Better Reconstruction with Global and Local Adaptive Diffusion Models for Unsupervised Anomaly Detection 11 Jun 2024 hyao1/glad/main_multi.py d846bc783d914e10 ran MIT (permissive)
TLCM: Training-efficient Latent Consistency Model for Image Generation with 2-8 Steps 9 Jun 2024 oppo-mente-lab/tlcm/inference.py 72d7509c87ae204d ran · our draft was wrong no licence file found · pointer only
Long and Short Guidance in Score identity Distillation for One-Step Text-to-Image Generation 3 Jun 2024 mingyuanzhou/SiD-LSG/training/sid_sd_util.py b4e975940805a660 ran Apache-2.0 (permissive)
QuanTA: Efficient High-Rank Fine-Tuning of LLMs with Quantum-Informed Tensor Adaptation 31 May 2024 quanta-fine-tuning/quanta/run/utils/utils.py f53e3216ab15d617 ran Apache-2.0 (permissive)
Exploring Backdoor Vulnerabilities of Chat Models 3 Apr 2024 hychaochao/chat-models-backdoor-attacking/Instructional_Model_Backdoor/generate_instruction.py 9b2dd0265fc6e6b6 ran · our draft was wrong Apache-2.0 (permissive)
LLM2LLM: Boosting LLMs with Novel Iterative Data Enhancement 22 Mar 2024 squeezeailab/llm2llm/GSM8K/generate_data.py 74a36abacb50f6d4 unverified MIT (permissive)
Distribution-Aware Data Expansion with Diffusion Models 11 Mar 2024 haoweiz23/distdiff/dataloader.py a8377f4852c0c2ce ran no licence file found · pointer only
How Susceptible are Large Language Models to Ideological Manipulation? 18 Feb 2024 kaichen23/llm_ideo_manipulate/code/generate_instruction.py c67ba3938cb8e42e ran MIT (permissive)
Revisiting Zeroth-Order Optimization for Memory-Efficient LLM Fine-Tuning: A Benchmark 18 Feb 2024 zo-bench/zo-llm/zo-bench/utils.py f53e3216ab15d617 ran GPL-3.0 (copyleft) · pointer only
Improving Weak-to-Strong Generalization with Scalable Oversight and Ensemble Learning 1 Feb 2024 adam-bjtu/w2sg/src/icl-based-W2SG/7b_icl_noprob_percent.py 3873716656168a03 ran no licence file found · pointer only
Improving Weak-to-Strong Generalization with Scalable Oversight and Ensemble Learning 1 Feb 2024 adam-bjtu/w2sg/src/icl-based-W2SG/7b_icl_prob_3_percent.py 4776f43dacd6fc88 ran no licence file found · pointer only
RotationDrag: Point-based Image Editing with Rotated Diffusion Features 12 Jan 2024 tony-lowe/rotationdrag/utils/lora_utils.py 328d82b219eefea6 ran Apache-2.0 (permissive)
ZO-AdaMU Optimizer: Adapting Perturbation by the Momentum and Uncertainty in Zeroth-order Optimization 23 Dec 2023 mathisall/zo-adamu/utils.py 7c5d9ba063f6642c ran no licence file found · pointer only
Sparse is Enough in Fine-tuning Pre-trained Large Language Models 19 Dec 2023 song-wx/SIFT/exp/instruction_finetuning/generate_instruction.py 9b2dd0265fc6e6b6 ran · our draft was wrong no licence file found · pointer only
RTLCoder: Fully Open-Source and Efficient LLM-Assisted RTL Code Generation Technique 2023-12 (from id) hkust-zhiyao/rtl-coder/data_generation/instruction_gen.py 4d13a0dab511543a unverified no licence file found · pointer only
SwiftBrush: One-Step Text-to-Image Diffusion Model with Variational Score Distillation 8 Dec 2023 vinairesearch/swiftbrush/train_swiftbrush.py 1d3562ea7817fc97 ran licence not identified · pointer only
SwiftBrush: One-Step Text-to-Image Diffusion Model with Variational Score Distillation 8 Dec 2023 vinairesearch/swiftbrush/infer.py 24114a88cc0719ad unverified licence not identified · pointer only
DPZero: Private Fine-Tuning of Language Models without Backpropagation 14 Oct 2023 Liang137/DPZero/opt/src/utils.py 7c5d9ba063f6642c ran MIT (permissive)
Extrapolating Large Language Models to Non-English by Aligning Languages 9 Aug 2023 NJUNLP/x-LLM/generate_instruction.py 9b2dd0265fc6e6b6 ran · our draft was wrong Apache-2.0 (permissive)
Fine-Tuning Language Models with Just Forward Passes 27 May 2023 princeton-nlp/mezo/large_models/utils.py 7c5d9ba063f6642c ran MIT (permissive)
Large Language Models are In-Context Semantic Reasoners rather than Symbolic Reasoners 24 May 2023 xiaojuantang/icsr/finetune/generate_instruction.py 9b2dd0265fc6e6b6 ran · our draft was wrong Apache-2.0 (permissive)
Lion: Adversarial Distillation of Proprietary Large Language Models 22 May 2023 yjiangcm/lion/src/generate_easy_instruction.py e19e3003e9840448 unverified MIT (permissive)
LLaMA: Open and Efficient Foundation Language Models 27 Feb 2023 beomi/koalpaca/generate_instruction.py 9b2dd0265fc6e6b6 ran · our draft was wrong Apache-2.0 (permissive)
T2I-Adapter: Learning Adapters to Dig out More Controllable Ability for Text-to-Image Diffusion Models 16 Feb 2023 tencentarc/t2i-adapter/train_sketch.py 9bea602aecc8946a ran · our draft was wrong no licence file found · pointer only
Muse: Text-To-Image Generation via Masked Generative Transformers 2 Jan 2023 huggingface/amused/training/train_amused.py af6cdb4b6a4b5860 ran · our draft was wrong no licence file found · pointer only
Self-Instruct: Aligning Language Models with Self-Generated Instructions 20 Dec 2022 fsoft-ai4code/codecapybara/data_generation/data_generation.py bde7f9e76c0f398c ran · our draft was wrong Apache-2.0 (permissive)
Self-Instruct: Aligning Language Models with Self-Generated Instructions 20 Dec 2022 yizhongw/self-instruct/self_instruct/bootstrap_instructions.py e0456866b386ce58 ran · our draft was wrong Apache-2.0 (permissive)
arXiv:Wang_SleeperMark_Towards_Robust_Watermark_against_Fine-Tuning_Text-to-image_Diffusion_Models_CVPR_2025_paper taco-group/SleeperMark/Stage2/utils.py dfba7fd8b7ddfd03 unverified Apache-2.0 (permissive)
arXiv:Chung_Fine-Tuning_Visual_Autogressive_Models_for_Subject-Driven_Generation_ICCV_2025_paper jiwoogit/ARBooth/booth_train_final.py 13d25dba33e24ca1 unverified MIT (permissive)
arXiv:2024.findings-acl.388 SqueezeAILab/LLM2LLM/GSM8K/generate_data.py 74a36abacb50f6d4 unverified MIT (permissive)
arXiv:2023.findings-emnlp.836 IBM/ensemble-instruct/ensemble_instruct/gen_instructions.py 9591238d0a386380 unverified 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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