Home › Code › precook

precook

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

precook appears in the code Syntology harvested for 38 papers, as 9 distinct code bodies found in 55 places (a place is one code body under one paper). At least one of them ran in 30 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 precook 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 4 of the 9 distinct code bodies named precook; 5 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
2ran · our draft was wrong
0ran · fixture could not drive it
2ran
5unverified
3fingerprinted

Licence is a property of each copy, so it is counted per place: 9 of the 55 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

38 papers shown of 38, newest first; 55 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
A Tree-of-Thoughts Hybrid Approach for Legal Case Judgement Summarization using LLMs added by Syntology 2026-06 (from id) Yale-LILY/SummEval/evaluation/summ_eval/cider_utils.py eaa4133f5d797afc ran fingerprinted MIT (permissive)
Graph4MM: Weaving Multimodal Learning with Structural Information added by Syntology 2025-10 (from id) YennNing/Graph4MM/wikiweb2m/cider/cider_scorer.py 9560e3e3e41bc1b2 ran · our draft was wrong fingerprinted no licence file found · pointer only
CCExpert: Advancing MLLM Capability in Remote Sensing Change Captioning with Difference-Aware Integration and a Foundational Dataset 18 Nov 2024 meize0729/ccexpert/eval_func/bleu/bleu_scorer.py ec4448373d72d636 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
CCExpert: Advancing MLLM Capability in Remote Sensing Change Captioning with Difference-Aware Integration and a Foundational Dataset 18 Nov 2024 meize0729/ccexpert/eval_func/cider/cider_scorer.py 9560e3e3e41bc1b2 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
CAPEEN: Image Captioning with Early Exits and Knowledge Distillation 6 Oct 2024 div290/capeen/evaluation/bleu/bleu_scorer.py ec4448373d72d636 ran · our draft was wrong fingerprinted no licence file found · pointer only
RSCaMa: Remote Sensing Image Change Captioning with State Space Model 29 Apr 2024 chen-yang-liu/rscama/eval_func/bleu/bleu_scorer.py ec4448373d72d636 ran · our draft was wrong fingerprinted no licence file found · pointer only
RSCaMa: Remote Sensing Image Change Captioning with State Space Model 29 Apr 2024 chen-yang-liu/rscama/eval_func/cider/cider_scorer.py 9560e3e3e41bc1b2 ran · our draft was wrong fingerprinted no licence file found · pointer only
RSMamba: Remote Sensing Image Classification with State Space Model 28 Mar 2024 chen-yang-liu/change-agent/Multi_change/eval_func/bleu/bleu_scorer.py ec4448373d72d636 ran · our draft was wrong fingerprinted MIT (permissive)
RSMamba: Remote Sensing Image Classification with State Space Model 28 Mar 2024 chen-yang-liu/change-agent/Multi_change/eval_func/cider/cider_scorer.py 9560e3e3e41bc1b2 ran · our draft was wrong fingerprinted MIT (permissive)
ACES: Evaluating Automated Audio Captioning Models on the Semantics of Sounds 2024-03 (from id) gljs/aces/evaluation/coco_caption/pycocoevalcap/bleu/bleu_scorer.py ec4448373d72d636 ran · our draft was wrong fingerprinted MIT (permissive)
B-AVIBench: Towards Evaluating the Robustness of Large Vision-Language Model on Black-box Adversarial Visual-Instructions 14 Mar 2024 zhanghao5201/b-avibench/image_attack_tool/models/cider.py 9560e3e3e41bc1b2 ran · our draft was wrong fingerprinted no licence file found · pointer only
ImgTrojan: Jailbreaking Vision-Language Models with ONE Image 5 Mar 2024 xijia-tao/imgtrojan/evaluation/caption_accur_metric/script/cider_scorer.py 9560e3e3e41bc1b2 ran · our draft was wrong fingerprinted no licence file found · pointer only
Multimodal Graph Learning for Generative Tasks 11 Oct 2023 minjiyoon/mmgl/wikiweb2m/cider/cider_scorer.py 3c8be62d555690eb ran no licence file found · pointer only
R2GenGPT: Radiology Report Generation with Frozen LLMs 18 Sep 2023 wang-zhanyu/r2gengpt/evalcap/bleu/bleu_scorer.py ec4448373d72d636 ran · our draft was wrong fingerprinted BSD-3-Clause (permissive)
R2GenGPT: Radiology Report Generation with Frozen LLMs 18 Sep 2023 wang-zhanyu/r2gengpt/evalcap/cider/cider_scorer.py 9560e3e3e41bc1b2 ran · our draft was wrong fingerprinted BSD-3-Clause (permissive)
VAST: A Vision-Audio-Subtitle-Text Omni-Modality Foundation Model and Dataset 29 May 2023 TXH-mercury/VALOR/scorer/bleu_scorer.py aad08f61905b40a5 unverified MIT (permissive)
Multimedia Generative Script Learning for Task Planning 25 Aug 2022 EagleW/Multimedia-Generative-Script-Learning-for-Task-Planning/bleu/bleu_scorer.py ec4448373d72d636 ran · our draft was wrong fingerprinted MIT (permissive)
UniTAB: Unifying Text and Box Outputs for Grounded Vision-Language Modeling 23 Nov 2021 microsoft/UniTAB/cococapeval/bleu/bleu_scorer.py ec4448373d72d636 ran · our draft was wrong fingerprinted MIT (permissive)
UniTAB: Unifying Text and Box Outputs for Grounded Vision-Language Modeling 23 Nov 2021 microsoft/UniTAB/cococapeval/cider/cider_scorer.py 9560e3e3e41bc1b2 ran · our draft was wrong fingerprinted MIT (permissive)
CodeQA: A Question Answering Dataset for Source Code Comprehension 17 Sep 2021 jadecxliu/codeqa/codeBERT/code/eval/bleu/bleu_scorer.py ec4448373d72d636 ran · our draft was wrong fingerprinted MIT (permissive)
Towards Diverse Paragraph Captioning for Untrimmed Videos 30 May 2021 syuqings/video-paragraph/cap_eval/bleu/bleu_scorer.py ec4448373d72d636 ran · our draft was wrong fingerprinted MIT (permissive)
Comprehensive Image Captioning via Scene Graph Decomposition 23 Jul 2020 yiwuzhong/sub-gc/misc/diversity/bleu_scorer.py ec4448373d72d636 ran · our draft was wrong fingerprinted MIT (permissive)
Generating Diverse and Consistent QA pairs from Contexts with Information-Maximizing Hierarchical Conditional VAEs 28 May 2020 seanie12/Info-HCVAE/vae/qgevalcap/cider/cider_scorer.py 422c41f5b22cf9c3 unverified Apache-2.0 (permissive)
CheXbert: Combining Automatic Labelers and Expert Annotations for Accurate Radiology Report Labeling Using BERT 20 Apr 2020 wjhou/recap/pycocoevalcap/bleu/bleu_scorer.py ec4448373d72d636 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
CheXbert: Combining Automatic Labelers and Expert Annotations for Accurate Radiology Report Labeling Using BERT 20 Apr 2020 wjhou/recap/pycocoevalcap/cider/cider_scorer.py 9560e3e3e41bc1b2 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Meshed-Memory Transformer for Image Captioning 17 Dec 2019 aimagelab/meshed-memory-transformer/evaluation/bleu/bleu_scorer.py ec4448373d72d636 ran · our draft was wrong fingerprinted BSD-3-Clause (permissive)
Meshed-Memory Transformer for Image Captioning 17 Dec 2019 aimagelab/meshed-memory-transformer/evaluation/cider/cider_scorer.py ca007f4b8a45fbdc unverified BSD-3-Clause (permissive)
Abductive Commonsense Reasoning 15 Aug 2019 seungonekim/abductive-commonsense-reasoning/anlg/evaluation/bleu/bleu_scorer.py ec4448373d72d636 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Multi-Task Deep Neural Networks for Natural Language Understanding 31 Jan 2019 xycforgithub/MultiTask-MRC/my_utils/bleu_scorer.py ec4448373d72d636 ran · our draft was wrong fingerprinted BSD-3-Clause (permissive)
Learning to Caption Images through a Lifetime by Asking Questions 1 Dec 2018 shenkev/Caption-Lifetime-by-Asking-Questions/Utils/preprocess/preprocess_cider.py 3ae4fdcfc43afe37 unverified MIT (permissive)
Describing a Knowledge Base 6 Sep 2018 EagleW/Describing_a_Knowledge_Base/pycocoevalcap/bleu/bleu_scorer.py ec4448373d72d636 ran · our draft was wrong fingerprinted MIT (permissive)
Describing a Knowledge Base 6 Sep 2018 EagleW/Describing_a_Knowledge_Base/pycocoevalcap/cider/cider_scorer.py 9560e3e3e41bc1b2 ran · our draft was wrong fingerprinted MIT (permissive)
Learning Semantic Sentence Embeddings using Sequential Pair-wise Discriminator 3 Jun 2018 dev-chauhan/PQG-pytorch/pycocoevalcap/bleu/bleu_scorer.py ec4448373d72d636 ran · our draft was wrong fingerprinted MIT (permissive)
Learning Semantic Sentence Embeddings using Sequential Pair-wise Discriminator 3 Jun 2018 dev-chauhan/PQG-pytorch/pycocoevalcap/cider/cider_scorer.py 9560e3e3e41bc1b2 ran · our draft was wrong fingerprinted MIT (permissive)
Learning Semantic Sentence Embeddings using Sequential Pair-wise Discriminator 3 Jun 2018 vinodkkurmi/PQG/coco-caption/pycocoevalcap/cider/cider_scorer.py 422c41f5b22cf9c3 unverified MIT (permissive)
A Call for Clarity in Reporting BLEU Scores 23 Apr 2018 jchenghu/sacreeos/sacreeos/metric/py_core/ngram_utils.py ca007f4b8a45fbdc unverified Apache-2.0 (permissive)
Zero-Shot Question Generation from Knowledge Graphs for Unseen Predicates and Entity Types 19 Feb 2018 NAACL2018Anonymous/submission/evaluator/cider/cider_scorer.py 422c41f5b22cf9c3 unverified MIT (permissive)
Predicting Human Eye Fixations via an LSTM-based Saliency Attentive Model 29 Nov 2016 chenxy99/ANOC/evaluation/bleu/bleu_scorer.py ec4448373d72d636 ran · our draft was wrong fingerprinted MIT (permissive)
Predicting Human Eye Fixations via an LSTM-based Saliency Attentive Model 29 Nov 2016 chenxy99/ANOC/evaluation/cider/cider_scorer.py ca007f4b8a45fbdc unverified MIT (permissive)
MS MARCO: A Human Generated MAchine Reading COmprehension Dataset 28 Nov 2016 microsoft/MSMARCO-Question-Answering/Evaluation/bleu_scorer.py ec4448373d72d636 ran · our draft was wrong fingerprinted MIT (permissive)
Modeling Context in Referring Expressions 31 Jul 2016 lichengunc/refer/evaluation/cider/cider_scorer.py 422c41f5b22cf9c3 unverified Apache-2.0 (permissive)
The Ubuntu Dialogue Corpus: A Large Dataset for Research in Unstructured Multi-Turn Dialogue Systems 30 Jun 2015 yangliuy/HybridNCM/generation/pycocoevalcap/cider/cider_scorer.py 422c41f5b22cf9c3 unverified Apache-2.0 (permissive)
YFCC100M: The New Data in Multimedia Research 2015-03 (from id) cesc-park/attend2u/utils/pycocoevalcap/cider/cider_scorer.py 422c41f5b22cf9c3 unverified MIT (permissive)
Show, Attend and Tell: Neural Image Caption Generation with Visual Attention 10 Feb 2015 coldmanck/show-attend-and-tell/utils/coco/pycocoevalcap/bleu/bleu_scorer.py ec4448373d72d636 ran · our draft was wrong fingerprinted MIT (permissive)
Show, Attend and Tell: Neural Image Caption Generation with Visual Attention 10 Feb 2015 coldmanck/show-attend-and-tell/utils/coco/pycocoevalcap/cider/cider_scorer.py 9560e3e3e41bc1b2 ran · our draft was wrong fingerprinted MIT (permissive)
Show, Attend and Tell: Neural Image Caption Generation with Visual Attention 10 Feb 2015 DeepRNN/image_captioning/utils/coco/pycocoevalcap/cider/cider_scorer.py 422c41f5b22cf9c3 unverified MIT (permissive)
Show, Attend and Tell: Neural Image Caption Generation with Visual Attention 10 Feb 2015 maxy0524/image_captioning/utils/coco/pycocoevalcap/bleu/bleu_scorer.py 1f8818c755aa7d9a unverified MIT (permissive)
CIDEr: Consensus-based Image Description Evaluation 20 Nov 2014 wenhuchen/data-to-text-evaluation-metric/pycocoevalcap/cider/cider.py 9560e3e3e41bc1b2 ran · our draft was wrong fingerprinted licence not identified · pointer only
CIDEr: Consensus-based Image Description Evaluation 20 Nov 2014 vrama91/coco-caption/pycocoevalcap/cider/cider.py 422c41f5b22cf9c3 unverified licence not identified · pointer only
Show and Tell: A Neural Image Caption Generator 17 Nov 2014 yurayli/image-caption-pytorch/eval_metrics.py ec4448373d72d636 ran · our draft was wrong fingerprinted MIT (permissive)
arXiv:ijcai2022_0224 zchoi/S2-Transformer/evaluation/bleu/bleu_scorer.py ec4448373d72d636 ran · our draft was wrong fingerprinted MIT (permissive)
arXiv:ijcai2022_0224 zchoi/S2-Transformer/evaluation/cider/cider_scorer.py ca007f4b8a45fbdc unverified MIT (permissive)
arXiv:aaai_32596 TengfeiLiu966/HC-LLM/pycocoevalcap/bleu/bleu_scorer.py ec4448373d72d636 ran · our draft was wrong fingerprinted BSD-3-Clause (permissive)
arXiv:aaai_32596 TengfeiLiu966/HC-LLM/pycocoevalcap/cider/cider_scorer.py 9560e3e3e41bc1b2 ran · our draft was wrong fingerprinted BSD-3-Clause (permissive)
arXiv:2023.findings-acl.805 iesl/Softmax-CPR/src/summarization/cider.py 9560e3e3e41bc1b2 ran · our draft was wrong 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".

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