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cook_refs

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

cook_refs appears in the code Syntology harvested for 36 papers, as 12 distinct code bodies found in 54 places (a place is one code body under one paper). At least one of them ran in 18 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 cook_refs 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 12 distinct code bodies named cook_refs; 7 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
3ran
7unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 10 of the 54 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

36 papers shown of 36, newest first; 54 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 cdec5e1ad686ef23 ran MIT (permissive)
Graph4MM: Weaving Multimodal Learning with Structural Information added by Syntology 2025-10 (from id) YennNing/Graph4MM/wikiweb2m/cider/cider_scorer.py 4c1b107103b7c856 ran · our draft was wrong 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/cider/cider_scorer.py 4c1b107103b7c856 ran · our draft was wrong 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/bleu/bleu_scorer.py 7586e1d32f7325f7 unverified Apache-2.0 (permissive)
CAPEEN: Image Captioning with Early Exits and Knowledge Distillation 6 Oct 2024 div290/capeen/evaluation/bleu/bleu_scorer.py 7586e1d32f7325f7 unverified 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 4c1b107103b7c856 ran · our draft was wrong 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 7586e1d32f7325f7 unverified 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/cider/cider_scorer.py 4c1b107103b7c856 ran · our draft was wrong MIT (permissive)
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 7586e1d32f7325f7 unverified MIT (permissive)
ACES: Evaluating Automated Audio Captioning Models on the Semantics of Sounds 2024-03 (from id) gljs/aces/evaluation/coco_caption/pycocoevalcap/cider/cider_scorer.py b458d0c75fe390a0 ran 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 7586e1d32f7325f7 unverified 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 4c1b107103b7c856 ran · our draft was wrong 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 4c1b107103b7c856 ran · our draft was wrong no licence file found · pointer only
Multimodal Graph Learning for Generative Tasks 11 Oct 2023 minjiyoon/mmgl/wikiweb2m/cider/cider_scorer.py 9ac7eb4ad21e8dc5 ran no licence file found · pointer only
R2GenGPT: Radiology Report Generation with Frozen LLMs 18 Sep 2023 wang-zhanyu/r2gengpt/evalcap/cider/cider_scorer.py 4c1b107103b7c856 ran · our draft was wrong BSD-3-Clause (permissive)
R2GenGPT: Radiology Report Generation with Frozen LLMs 18 Sep 2023 wang-zhanyu/r2gengpt/evalcap/bleu/bleu_scorer.py 7586e1d32f7325f7 unverified 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 6c465efd98518ed2 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 7586e1d32f7325f7 unverified MIT (permissive)
UniTAB: Unifying Text and Box Outputs for Grounded Vision-Language Modeling 23 Nov 2021 microsoft/UniTAB/cococapeval/cider/cider_scorer.py 4c1b107103b7c856 ran · our draft was wrong MIT (permissive)
UniTAB: Unifying Text and Box Outputs for Grounded Vision-Language Modeling 23 Nov 2021 microsoft/UniTAB/cococapeval/bleu/bleu_scorer.py 7586e1d32f7325f7 unverified MIT (permissive)
CodeQA: A Question Answering Dataset for Source Code Comprehension 17 Sep 2021 jadecxliu/codeqa/codeBERT/code/eval/bleu/bleu_scorer.py 7586e1d32f7325f7 unverified MIT (permissive)
Towards Diverse Paragraph Captioning for Untrimmed Videos 30 May 2021 syuqings/video-paragraph/cap_eval/bleu/bleu_scorer.py 7586e1d32f7325f7 unverified MIT (permissive)
Comprehensive Image Captioning via Scene Graph Decomposition 23 Jul 2020 yiwuzhong/sub-gc/misc/diversity/bleu_scorer.py 39b6c760a9bd2617 unverified 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 5172aba957a32d9e 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/cider/cider_scorer.py 4c1b107103b7c856 ran · our draft was wrong 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 7586e1d32f7325f7 unverified Apache-2.0 (permissive)
Meshed-Memory Transformer for Image Captioning 17 Dec 2019 aimagelab/meshed-memory-transformer/evaluation/bleu/bleu_scorer.py 7586e1d32f7325f7 unverified BSD-3-Clause (permissive)
Meshed-Memory Transformer for Image Captioning 17 Dec 2019 aimagelab/meshed-memory-transformer/evaluation/cider/cider_scorer.py 26e17b0aeb64b34c unverified BSD-3-Clause (permissive)
Abductive Commonsense Reasoning 15 Aug 2019 seungonekim/abductive-commonsense-reasoning/anlg/evaluation/bleu/bleu_scorer.py 7586e1d32f7325f7 unverified Apache-2.0 (permissive)
Multi-Task Deep Neural Networks for Natural Language Understanding 31 Jan 2019 xycforgithub/MultiTask-MRC/my_utils/bleu_scorer.py 7586e1d32f7325f7 unverified 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 758ce8c8ac1b4c71 unverified MIT (permissive)
Describing a Knowledge Base 6 Sep 2018 EagleW/Describing_a_Knowledge_Base/pycocoevalcap/cider/cider_scorer.py 4c1b107103b7c856 ran · our draft was wrong MIT (permissive)
Describing a Knowledge Base 6 Sep 2018 EagleW/Describing_a_Knowledge_Base/pycocoevalcap/bleu/bleu_scorer.py 7586e1d32f7325f7 unverified MIT (permissive)
Learning Semantic Sentence Embeddings using Sequential Pair-wise Discriminator 3 Jun 2018 dev-chauhan/PQG-pytorch/pycocoevalcap/cider/cider_scorer.py 4c1b107103b7c856 ran · our draft was wrong MIT (permissive)
Learning Semantic Sentence Embeddings using Sequential Pair-wise Discriminator 3 Jun 2018 vinodkkurmi/PQG/coco-caption/pycocoevalcap/cider/cider_scorer.py 5172aba957a32d9e unverified MIT (permissive)
Learning Semantic Sentence Embeddings using Sequential Pair-wise Discriminator 3 Jun 2018 dev-chauhan/PQG-pytorch/pycocoevalcap/bleu/bleu_scorer.py 7586e1d32f7325f7 unverified MIT (permissive)
Zero-Shot Question Generation from Knowledge Graphs for Unseen Predicates and Entity Types 19 Feb 2018 NAACL2018Anonymous/submission/evaluator/cider/cider_scorer.py 5172aba957a32d9e unverified MIT (permissive)
Predicting Human Eye Fixations via an LSTM-based Saliency Attentive Model 29 Nov 2016 chenxy99/ANOC/evaluation/bleu/bleu_scorer.py 7586e1d32f7325f7 unverified MIT (permissive)
Predicting Human Eye Fixations via an LSTM-based Saliency Attentive Model 29 Nov 2016 chenxy99/ANOC/evaluation/cider/cider_scorer.py 26e17b0aeb64b34c unverified MIT (permissive)
MS MARCO: A Human Generated MAchine Reading COmprehension Dataset 28 Nov 2016 microsoft/MSMARCO-Question-Answering/Evaluation/bleu_scorer.py 7586e1d32f7325f7 unverified MIT (permissive)
Modeling Context in Referring Expressions 31 Jul 2016 lichengunc/refer/evaluation/cider/cider_scorer.py 5172aba957a32d9e 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 5172aba957a32d9e 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 5172aba957a32d9e 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/cider/cider_scorer.py 4c1b107103b7c856 ran · our draft was wrong 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 5172aba957a32d9e 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 7586e1d32f7325f7 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 ce924695dcab9465 unverified MIT (permissive)
CIDEr: Consensus-based Image Description Evaluation 20 Nov 2014 wenhuchen/data-to-text-evaluation-metric/pycocoevalcap/cider/cider.py 4c1b107103b7c856 ran · our draft was wrong licence not identified · pointer only
CIDEr: Consensus-based Image Description Evaluation 20 Nov 2014 lvapeab/coco-caption/pycocoevalcap/cider/cider_scorer.py fda10f0c39a7dc69 ran · our draft was wrong licence not identified · pointer only
CIDEr: Consensus-based Image Description Evaluation 20 Nov 2014 vrama91/coco-caption/pycocoevalcap/cider/cider.py 5172aba957a32d9e unverified licence not identified · pointer only
arXiv:ijcai2022_0224 zchoi/S2-Transformer/evaluation/bleu/bleu_scorer.py 7586e1d32f7325f7 unverified MIT (permissive)
arXiv:aaai_32596 TengfeiLiu966/HC-LLM/pycocoevalcap/cider/cider_scorer.py 4c1b107103b7c856 ran · our draft was wrong BSD-3-Clause (permissive)
arXiv:aaai_32596 TengfeiLiu966/HC-LLM/pycocoevalcap/bleu/bleu_scorer.py 7586e1d32f7325f7 unverified BSD-3-Clause (permissive)
arXiv:2023.findings-acl.805 iesl/Softmax-CPR/src/summarization/cider.py 4c1b107103b7c856 ran · our draft was wrong 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