Home › Code › itm_eval

itm_eval

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

itm_eval appears in the code Syntology harvested for 27 papers, as 11 distinct code bodies found in 29 places (a place is one code body under one paper). At least one of them ran in 22 of the papers; 2 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 itm_eval 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 6 of the 11 distinct code bodies named itm_eval; 5 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
1ran · our draft was wrong
2ran · fixture could not drive it
3ran
5unverified
2fingerprinted

Licence is a property of each copy, so it is counted per place: 10 of the 29 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

27 papers shown of 27, newest first; 29 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 1 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
Generative Retrieval for Unsupervised Text-Based Person Search added by Syntology 2026-09 (from id) Flame-Chasers/GTR/pretrain_ps.py c6527ef1dd35e7f1 unverified no licence file found · pointer only
Leveraging Customer Feedback for Multi-modal Insight Extraction 13 Oct 2024 salesforce/ALBEF/Retrieval.py c7f85279d772ea19 ran · fixture could not drive it BSD-3-Clause (permissive)
Low-Rank Similarity Mining for Multimodal Dataset Distillation 6 Jun 2024 silicx/LoRS_Distill/src/epoch.py c7f85279d772ea19 ran · fixture could not drive it BSD-3-Clause (permissive)
MADTP: Multimodal Alignment-Guided Dynamic Token Pruning for Accelerating Vision-Language Transformer 5 Mar 2024 double125/madtp/compress_retrieval_clip_dtp.py c7f85279d772ea19 ran · fixture could not drive it Apache-2.0 (permissive)
VQAttack: Transferable Adversarial Attacks on Visual Question Answering via Pre-trained Models 16 Feb 2024 ericyinyzy/VQAttack/ALBEF_VQAttack/ALBEF_attack/Retrieval.py c7f85279d772ea19 ran · fixture could not drive it no licence file found · pointer only
Multimodal Pretraining of Medical Time Series and Notes 11 Dec 2023 kingrc15/multimodal-clinical-pretraining/experiments/measurement_notes/measurement_notes_pretraining.py 2f06e2dc87dcc983 ran · our draft was wrong fingerprinted no licence file found · pointer only
The BLA Benchmark: Investigating Basic Language Abilities of Pre-Trained Multimodal Models 23 Oct 2023 shin-ee-chen/BLA/evaluation_models/blip2/train_retrieval.py c7f85279d772ea19 ran · fixture could not drive it MIT (permissive)
The BLA Benchmark: Investigating Basic Language Abilities of Pre-Trained Multimodal Models 23 Oct 2023 shin-ee-chen/BLA/evaluation_models/blip2/eval_retrieval_video.py e19e22cd7641eb82 ran MIT (permissive)
Box-based Refinement for Weakly Supervised and Unsupervised Localization Tasks 7 Sep 2023 eyalgomel/box-based-refinement/BLIP/eval_retrieval_video.py e19e22cd7641eb82 ran no licence file found · pointer only
Decoding Natural Images from EEG for Object Recognition 25 Aug 2023 xiaozhangyes/cognitioncapturer/src/models/components/utils.py c7f85279d772ea19 ran · fixture could not drive it MIT (permissive)
Simple Baselines for Interactive Video Retrieval with Questions and Answers 21 Aug 2023 kevinliang888/IVR-QA-baselines/eval_retrieval_video.py e19e22cd7641eb82 ran no licence file found · pointer only
CTP: Towards Vision-Language Continual Pretraining via Compatible Momentum Contrast and Topology Preservation 14 Aug 2023 kevinlight831/ctp/product_evaluation.py 7ceaadad301f8eb8 ran MIT (permissive)
Set-level Guidance Attack: Boosting Adversarial Transferability of Vision-Language Pre-training Models 26 Jul 2023 Zoky-2020/Set-level_Guidance_Attack/eval_albef2clip-vit_flickr.py 98ae1974cb453187 ran MIT (permissive)
CrossGET: Cross-Guided Ensemble of Tokens for Accelerating Vision-Language Transformers 27 May 2023 sdc17/CrossGET/CLIP/train_retrieval_clip.py c7f85279d772ea19 ran · fixture could not drive it BSD-3-Clause (permissive)
RaSa: Relation and Sensitivity Aware Representation Learning for Text-based Person Search 23 May 2023 Flame-Chasers/RaSa/Retrieval.py c6527ef1dd35e7f1 unverified MIT (permissive)
EDIS: Entity-Driven Image Search over Multimodal Web Content 23 May 2023 emerisly/edis/train_edis.py 7d204c7dfd8d5085 ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
Measuring Progress in Fine-grained Vision-and-Language Understanding 12 May 2023 e-bug/fine-grained-evals/models/ALBEF/Retrieval.py 28a5f825fad88b15 unverified MIT (permissive)
Contrastive Alignment of Vision to Language Through Parameter-Efficient Transfer Learning 21 Mar 2023 identical code first harvested elsewhere c7f85279d772ea19 ran · fixture could not drive it licence of this copy not recorded
UniAdapter: Unified Parameter-Efficient Transfer Learning for Cross-modal Modeling 13 Feb 2023 rerv/uniadapter/train_retrieval.py c7f85279d772ea19 ran · fixture could not drive it BSD-3-Clause recorded; this copy not marked cleared · pointer only
Position-guided Text Prompt for Vision-Language Pre-training 19 Dec 2022 sail-sg/ptp/src/blip_src/train_retrieval.py c7f85279d772ea19 ran · fixture could not drive it Apache-2.0 (permissive)
X$^2$-VLM: All-In-One Pre-trained Model For Vision-Language Tasks 22 Nov 2022 zengyan-97/x2-vlm/Retrieval.py c7f85279d772ea19 ran · fixture could not drive it BSD-3-Clause recorded; this copy not marked cleared · pointer only
Cross-View Language Modeling: Towards Unified Cross-Lingual Cross-Modal Pre-training 1 Jun 2022 zengyan-97/cclm/Retrieval.py c7f85279d772ea19 ran · fixture could not drive it BSD-3-Clause recorded; this copy not marked cleared · pointer only
Language Models with Image Descriptors are Strong Few-Shot Video-Language Learners 22 May 2022 mikewangwzhl/vidil/eval_retrieval_video.py e19e22cd7641eb82 ran MIT (permissive)
Vision-Language Pre-Training with Triple Contrastive Learning 21 Feb 2022 uta-smile/TCL/Retrieval.py c7f85279d772ea19 ran · fixture could not drive it MIT (permissive)
Align before Fuse: Vision and Language Representation Learning with Momentum Distillation 16 Jul 2021 yuliangcai2022/clumo/Retrieval.py c7f85279d772ea19 ran · fixture could not drive it BSD-3-Clause recorded; this copy not marked cleared · pointer only
Fashion IQ: A New Dataset Towards Retrieving Images by Natural Language Feedback 30 May 2019 hssip/fashionsap/fashion_retrieval.py a27c5ba736300cb3 unverified BSD-3-Clause (permissive)
Fashion IQ: A New Dataset Towards Retrieving Images by Natural Language Feedback 30 May 2019 hssip/fashionsap/fashion_tgir.py 7ccaf9ff38a2204b unverified BSD-3-Clause (permissive)
arXiv:openreview_yMYRr00HFS XLearning-SCU/2025-ICLR-TCR/evaluation.py 2bb9dbc8eb563360 unverified Apache-2.0 (permissive)
arXiv:aaai_35495 salesforce/BLIP/eval_retrieval_video.py e19e22cd7641eb82 ran BSD-3-Clause (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