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pretty_print_semaphore

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

pretty_print_semaphore appears in the code Syntology harvested for 55 papers, as 1 distinct code body found in 55 places (a place is one code body under one paper). At least one of them ran in 0 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 pretty_print_semaphore 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 0 of the 1 distinct code body named pretty_print_semaphore; 1 is unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

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

Licence is a property of each copy, so it is counted per place: 20 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

55 papers shown of 55, 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 3 papers added by Syntology; 4 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
OralAgent: Integrating Reasoning, Tools, and Knowledge for Interactive Dental Image Analysis added by Syntology 2026-05 (from id) isjinghao/OralAgent/oralagent/llava/utils.py 37899f22fb191b37 unverified Apache-2.0 (permissive)
Natural Language Instructions for Scene-Responsive Human-in-the-Loop Motion Planning in Autonomous Driving using Vision-Language-Action Models added by Syntology 2026-02 (from id) Mi3-Lab/doScenes-VLM-Planning/src/llava/utils.py 37899f22fb191b37 unverified AGPL-3.0 (copyleft) · pointer only
Benchmarking Direct Preference Optimization for Medical Large Vision-Language Models added by Syntology 2026-01 (from id) dmis-lab/med-vlm-dpo/inference/LLaVA-Med/llava/utils.py 37899f22fb191b37 unverified no licence file found · pointer only
arXiv:2507.18300 2025-07 (from id) 360CVGroup/LMM-Det/llava/utils.py 37899f22fb191b37 unverified Apache-2.0 (permissive)
Hunyuan3D 2.5: Towards High-Fidelity 3D Assets Generation with Ultimate Details 19 Jun 2025 tencent/hunyuan3d-2/api_server.py 37899f22fb191b37 unverified no licence file found · pointer only
Modality Curation: Building Universal Embeddings for Advanced Multimodal Information Retrieval 26 May 2025 friedrichor/UNITE/unite/utils.py 37899f22fb191b37 unverified Apache-2.0 (permissive)
SegEarth-R1: Geospatial Pixel Reasoning via Large Language Model 13 Apr 2025 earth-insights/segearth-r1/segearth_r1/utils.py 37899f22fb191b37 unverified Apache-2.0 (permissive)
MedRAX: Medical Reasoning Agent for Chest X-ray 4 Feb 2025 bowang-lab/medrax/medrax/llava/utils.py 37899f22fb191b37 unverified Apache-2.0 (permissive)
Lyra: An Efficient and Speech-Centric Framework for Omni-Cognition 12 Dec 2024 dvlab-research/Lyra/lyra/utils.py 37899f22fb191b37 unverified Apache-2.0 (permissive)
Agri-LLaVA: Knowledge-Infused Large Multimodal Assistant on Agricultural Pests and Diseases 3 Dec 2024 kki2eve/agri-llava/agri_llava/utils.py 37899f22fb191b37 unverified Apache-2.0 (permissive)
LongVALE: Vision-Audio-Language-Event Benchmark Towards Time-Aware Omni-Modal Perception of Long Videos 29 Nov 2024 ttgeng233/LongVALE/longvalellm/utils.py 37899f22fb191b37 unverified MIT (permissive)
HyperSeg: Towards Universal Visual Segmentation with Large Language Model 26 Nov 2024 congvvc/HyperSeg/hyperseg/model/mipha/utils.py 37899f22fb191b37 unverified Apache-2.0 (permissive)
TS-LLaVA: Constructing Visual Tokens through Thumbnail-and-Sampling for Training-Free Video Large Language Models 17 Nov 2024 tingyu215/ts-llava/llava/utils.py 37899f22fb191b37 unverified Apache-2.0 (permissive)
VidEgoThink: Assessing Egocentric Video Understanding Capabilities for Embodied AI 15 Oct 2024 adacheng/egothink/models/lego/utils.py 37899f22fb191b37 unverified Apache-2.0 (permissive)
Reconstructive Visual Instruction Tuning 12 Oct 2024 haochen-wang409/ross/ross/utils.py 37899f22fb191b37 unverified Apache-2.0 (permissive)
TRACE: Temporal Grounding Video LLM via Causal Event Modeling 8 Oct 2024 gyxxyg/TRACE/trace/utils.py 37899f22fb191b37 unverified Apache-2.0 (permissive)
One Token to Seg Them All: Language Instructed Reasoning Segmentation in Videos 29 Sep 2024 showlab/videolisa/model/llava/utils.py 37899f22fb191b37 unverified Apache-2.0 (permissive)
CDChat: A Large Multimodal Model for Remote Sensing Change Description 24 Sep 2024 techmn/cdchat/cdchat/utils.py 37899f22fb191b37 unverified no licence file found · pointer only
Oryx MLLM: On-Demand Spatial-Temporal Understanding at Arbitrary Resolution 19 Sep 2024 Oryx-mllm/Oryx/oryx/utils.py 37899f22fb191b37 unverified MIT (permissive)
IAA: Inner-Adaptor Architecture Empowers Frozen Large Language Model with Multimodal Capabilities 23 Aug 2024 360cvgroup/inner-adaptor-architecture/iaa/utils.py 37899f22fb191b37 unverified Apache-2.0 (permissive)
GalleryGPT: Analyzing Paintings with Large Multimodal Models 1 Aug 2024 steven640pixel/gallerygpt/llava/utils.py 37899f22fb191b37 unverified Apache-2.0 (permissive)
SlowFast-LLaVA: A Strong Training-Free Baseline for Video Large Language Models 22 Jul 2024 apple/ml-slowfast-llava/slowfast_llava/llava/utils.py 37899f22fb191b37 unverified no licence file found · pointer only
EVALALIGN: Supervised Fine-Tuning Multimodal LLMs with Human-Aligned Data for Evaluating Text-to-Image Models 24 Jun 2024 sais-fuxi/evalalign/evalalign/utils.py 37899f22fb191b37 unverified Apache-2.0 (permissive)
Biomedical Visual Instruction Tuning with Clinician Preference Alignment 19 Jun 2024 mao1207/BioMed-VITAL/backbone/utils.py 37899f22fb191b37 unverified no licence file found · pointer only
mDPO: Conditional Preference Optimization for Multimodal Large Language Models 17 Jun 2024 luka-group/mDPO/bunny/bunny_utils/util/utils.py 37899f22fb191b37 unverified no licence file found · pointer only
ClawMachine: Learning to Fetch Visual Tokens for Referential Comprehension 17 Jun 2024 martian422/ClawMachine/ClawMachine/utils.py 37899f22fb191b37 unverified no licence file found · pointer only
Concept-skill Transferability-based Data Selection for Large Vision-Language Models 16 Jun 2024 g-jwlee/coincide_code/COINCIDE_cluster/tinyllava/utils.py 37899f22fb191b37 unverified no licence file found · pointer only
RLAIF-V: Open-Source AI Feedback Leads to Super GPT-4V Trustworthiness 27 May 2024 openbmb/omnilmm/omnilmm/utils.py 37899f22fb191b37 unverified Apache-2.0 (permissive)
ConvLLaVA: Hierarchical Backbones as Visual Encoder for Large Multimodal Models 24 May 2024 alibaba/conv-llava/llava/utils.py 37899f22fb191b37 unverified Apache-2.0 (permissive)
FreeVA: Offline MLLM as Training-Free Video Assistant 13 May 2024 whwu95/freeva/llava/utils.py 37899f22fb191b37 unverified Apache-2.0 (permissive)
Detecting and Mitigating Hallucination in Large Vision Language Models via Fine-Grained AI Feedback 22 Apr 2024 Mr-Loevan/HSA-DPO/hsa_dpo/models/llava-v1_5/llava/utils.py 37899f22fb191b37 unverified no licence file found · pointer only
Groma: Localized Visual Tokenization for Grounding Multimodal Large Language Models 19 Apr 2024 FoundationVision/Groma/groma/utils.py 37899f22fb191b37 unverified Apache-2.0 (permissive)
LaSagnA: Language-based Segmentation Assistant for Complex Queries 12 Apr 2024 congvvc/lasagna/model/llava/utils.py 37899f22fb191b37 unverified Apache-2.0 (permissive)
PSALM: Pixelwise SegmentAtion with Large Multi-Modal Model 21 Mar 2024 zamling/PSALM/psalm/utils.py 37899f22fb191b37 unverified Apache-2.0 (permissive)
Towards a clinically accessible radiology foundation model: open-access and lightweight, with automated evaluation 12 Mar 2024 microsoft/llava-rad/llava/utils.py 37899f22fb191b37 unverified no licence file found · pointer only
CAT: Enhancing Multimodal Large Language Model to Answer Questions in Dynamic Audio-Visual Scenarios 7 Mar 2024 rikeilong/bay-cat/ADPO_CAT/model/utils.py 37899f22fb191b37 unverified Apache-2.0 (permissive)
ImgTrojan: Jailbreaking Vision-Language Models with ONE Image 5 Mar 2024 xijia-tao/imgtrojan/finetune/llava/utils.py 37899f22fb191b37 unverified no licence file found · pointer only
Here Comes The AI Worm: Unleashing Zero-click Worms that Target GenAI-Powered Applications 2024-03 (from id) stavc/compromptmized/Legacy_Arxiv_V1/FlowSteering/llava/utils.py 37899f22fb191b37 unverified no licence file found · pointer only
GroundingGPT:Language Enhanced Multi-modal Grounding Model 11 Jan 2024 lzw-lzw/groundinggpt/lego/utils.py 37899f22fb191b37 unverified Apache-2.0 (permissive)
LISA++: An Improved Baseline for Reasoning Segmentation with Large Language Model 28 Dec 2023 dvlab-research/lisa/model/llava/utils.py 37899f22fb191b37 unverified Apache-2.0 (permissive)
Osprey: Pixel Understanding with Visual Instruction Tuning 15 Dec 2023 circleradon/osprey/osprey/utils.py 37899f22fb191b37 unverified Apache-2.0 (permissive)
SMILE: Multimodal Dataset for Understanding Laughter in Video with Language Models 15 Dec 2023 postech-ami/smile-dataset/FastChat/fastchat/utils.py 37899f22fb191b37 unverified no licence file found · pointer only
VTimeLLM: Empower LLM to Grasp Video Moments 30 Nov 2023 huangb23/vtimellm/vtimellm/utils.py 37899f22fb191b37 unverified no licence file found · pointer only
GeoChat: Grounded Large Vision-Language Model for Remote Sensing 24 Nov 2023 mbzuai-oryx/geochat/geochat/utils.py 37899f22fb191b37 unverified no licence file found · pointer only
PG-Video-LLaVA: Pixel Grounding Large Video-Language Models 22 Nov 2023 mbzuai-oryx/video-llava/video_chatgpt/utils.py 37899f22fb191b37 unverified no licence file found · pointer only
Exploring the Reliability of Large Language Models as Customized Evaluators for Diverse NLP Tasks 30 Oct 2023 qtli/coeval/webapp/utils.py 37899f22fb191b37 unverified Apache-2.0 (permissive)
Qilin-Med-VL: Towards Chinese Large Vision-Language Model for General Healthcare 27 Oct 2023 williamliujl/qilin-med-vl/llava/utils.py 37899f22fb191b37 unverified no licence file found · pointer only
Reformulating Vision-Language Foundation Models and Datasets Towards Universal Multimodal Assistants 1 Oct 2023 thunlp/muffin/muffin/utils.py 37899f22fb191b37 unverified no licence file found · pointer only
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning 27 Sep 2023 farewellthree/BT-Adapter/llava_base/bt_adapter/utils.py 37899f22fb191b37 unverified Apache-2.0 (permissive)
Sight Beyond Text: Multi-Modal Training Enhances LLMs in Truthfulness and Ethics 13 Sep 2023 ucsc-vlaa/sight-beyond-text/llava/utils.py 37899f22fb191b37 unverified Apache-2.0 (permissive)
Position-Enhanced Visual Instruction Tuning for Multimodal Large Language Models 25 Aug 2023 pvit-official/pvit/pvit/utils.py 37899f22fb191b37 unverified no licence file found · pointer only
GigaSpeech: An Evolving, Multi-domain ASR Corpus with 10,000 Hours of Transcribed Audio 13 Jun 2021 maikezuefle/contr-pretraining/llava/utils.py 37899f22fb191b37 unverified Apache-2.0 (permissive)
arXiv:Zhang_Beyond_Training_Dynamic_Token_Merging_for_Zero-Shot_Video_Understanding_ICCV_2025_paper Jam1ezhang/DYTO/dyto/llava/utils.py 37899f22fb191b37 unverified Apache-2.0 (permissive)
arXiv:2025.findings-acl.458 DCDmllm/Align2LLaVA/reward_model/llava/utils.py 37899f22fb191b37 unverified Apache-2.0 (permissive)
arXiv:2024.findings-emnlp.268 HZQ950419/Math-LLaVA/llava/utils.py 37899f22fb191b37 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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