Home › Code › prepare_input

prepare_input

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

prepare_input appears in the code Syntology harvested for 17 papers, as 16 distinct code bodies found in 18 places (a place is one code body under one paper). At least one of them ran in 5 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 prepare_input 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 5 of the 16 distinct code bodies named prepare_input; 11 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
0ran · violated contract
2ran · our draft was wrong
0ran · fixture could not drive it
2ran
11unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 8 of the 18 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

17 papers shown of 17, newest first; 18 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; 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
A Language‐Guided Multimodal Foundation Model for Zero‐Shot and Multi‐Task Brain Signal Analysis added by Syntology 2026-09 (from id) mingzhi-c/metis-brain-signal-foundation-model/zero_shot_demo.py a01ea3cf26280cbb unverified Apache-2.0 (permissive)
S$^2$Prune: Spatially Structured Visual Token Pruning for Multimodal Large Language Models added by Syntology 2026-09 (from id) yuanyuanjia71-spec/S2Prune/s2prune/qwen.py fc534c9e968d8820 unverified no licence file found · pointer only
FMIR, A Foundation Model-Based Image Registration Framework for Robust Image Registration added by Syntology 2026-01 (from id) Monday0328/FMIR/compute_complexity_fbir.py a05713e3daac469c unverified no licence file found · pointer only
Beyond Prompt Engineering: Robust Behavior Control in LLMs via Steering Target Atoms 23 May 2025 zjunlp/steer-target-atoms/baseline/generate_vectors.py e6f2de940dfd784f unverified MIT (permissive)
Gradient Equilibrium in Online Learning: Theory and Applications 14 Jan 2025 aangelopoulos/gradient-equilibrium/helpsteer/train_and_generate_rewards.py 58e8f37cc4e7e6c8 unverified MIT (permissive)
Does Unlearning Truly Unlearn? A Black Box Evaluation of LLM Unlearning Methods 18 Nov 2024 jaidoshi/knowledge-erasure/evaluation/common/utils.py ab794752420fda94 unverified no licence file found · pointer only
AmoebaLLM: Constructing Any-Shape Large Language Models for Efficient and Instant Deployment 15 Nov 2024 GATECH-EIC/AmoebaLLM/eval_func.py 5dc37098fd3e0e07 unverified MIT (permissive)
BenTo: Benchmark Task Reduction with In-Context Transferability 17 Oct 2024 tianyi-lab/bento/inference.py 5dc37098fd3e0e07 unverified Apache-2.0 (permissive)
PhysGen: Rigid-Body Physics-Grounded Image-to-Video Generation 27 Sep 2024 stevenlsw/physgen/diffusion/video_diffusion.py f3cc97574b635015 ran · our draft was wrong no licence file found · pointer only
PhysGen: Rigid-Body Physics-Grounded Image-to-Video Generation 27 Sep 2024 stevenlsw/physgen/relight/relight.py 1f38ab013a90c2af ran · our draft was wrong no licence file found · pointer only
Mamba-ST: State Space Model for Efficient Style Transfer 16 Sep 2024 filippobotti/mambast/eval_time.py 9e863e83a72788dd ran no licence file found · pointer only
MambaEVT: Event Stream based Visual Object Tracking using State Space Model 20 Aug 2024 event-ahu/mambaevt/tracking/profile_model.py c7dd3505bfe76c6e unverified MIT (permissive)
Complex Reasoning over Logical Queries on Commonsense Knowledge Graphs 12 Mar 2024 tqfang/complex-commonsense-reasoning/zero_shot_csqa/Evaluation/evaluate_DeBERTa.py c16130fd76be29d9 ran · honoured contract no licence file found · pointer only
Seeing is Believing: Mitigating Hallucination in Large Vision-Language Models via CLIP-Guided Decoding 23 Feb 2024 d-ailin/clip-guided-decoding/model_utils/blip2_vicuna_instruct.py 1b25045b752f96ec ran no licence file found · pointer only
Text2Room: Extracting Textured 3D Meshes from 2D Text-to-Image Models 21 Mar 2023 lukashoel/text2room/model/iron_depth/predict_depth.py 40fe3e5b96d9ed64 unverified MIT (permissive)
Gated-Attention Readers for Text Comprehension 5 Jun 2016 bdhingra/ga-reader/model/GAReader.py 721ddb609b5db880 unverified BSD-2-Clause (permissive)
arXiv:Qian_Reasoning_to_Attend_Try_to_Understand_How_SEG_Token_Works_CVPR_2025_paper rui-qian/READ/utils.py e29e2d47800762b0 unverified MIT (permissive)
arXiv:2023.findings-emnlp.1023 HKUST-KnowComp/QaDynamics/src/Evaluation/evaluate_DeBERTa.py c16130fd76be29d9 ran · honoured contract 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".

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections