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split_to_even_chunks
split_to_even_chunks appears in the code Syntology harvested for 41 papers, as 2 distinct code bodies found in 41 places (a place is one code body under one paper). At least one of them ran in 40 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 split_to_even_chunks 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 1 of the 2 distinct code bodies named split_to_even_chunks; 1 is unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:
Licence is a property of each copy, so it is counted per place: 26 of the 41 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
41 papers shown of 41, newest first; 41 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; 1 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.
| Paper | Date | File | Status Syntology | Licence |
|---|---|---|---|---|
| Evaluating the Diagnostic Classification Ability of Multimodal Large Language Models: Insights from the Osteoarthritis Initiative added by Syntology | 2026-01 (from id) | wanglihx/LLaVA-OA/llava_trainer_weighted.py 10893c4608c08075 |
ran · fixture could not drive it | no licence file found · pointer only |
| COIDO: Efficient Data Selection for Visual Instruction Tuning via Coupled Importance-Diversity Optimization added by Syntology | 2025-10 (from id) | SuDIS-ZJU/CoIDO/coido_scorer/coido_trainer.py cb6ff0f0d579059e |
unverified | AGPL-3.0 (copyleft) · pointer only |
| arXiv:2507.15504 | 2025-07 (from id) | PKU-YuanGroup/Video-LLaVA/videollava/train/llava_trainer.py 10893c4608c08075 |
ran · fixture could not drive it | Apache-2.0 (permissive) |
| SECOND: Mitigating Perceptual Hallucination in Vision-Language Models via Selective and Contrastive Decoding | 10 Jun 2025 | identical code first harvested elsewhere 10893c4608c08075 |
ran · fixture could not drive it | licence of this copy not recorded |
| Daily-Omni: Towards Audio-Visual Reasoning with Temporal Alignment across Modalities | 23 May 2025 | identical code first harvested elsewhere 10893c4608c08075 |
ran · fixture could not drive it | licence of this copy not recorded |
| BLIP3-o: A Family of Fully Open Unified Multimodal Models-Architecture, Training and Dataset | 14 May 2025 | identical code first harvested elsewhere 10893c4608c08075 |
ran · fixture could not drive it | licence of this copy not recorded |
| T2I-R1: Reinforcing Image Generation with Collaborative Semantic-level and Token-level CoT | 1 May 2025 | identical code first harvested elsewhere 10893c4608c08075 |
ran · fixture could not drive it | licence of this copy not recorded |
| MP-GUI: Modality Perception with MLLMs for GUI Understanding | 18 Mar 2025 | BigTaige/MP-GUI/model/internvl/patch/train_sampler_patch.py 10893c4608c08075 |
ran · fixture could not drive it | MIT (permissive) |
| Safety Mirage: How Spurious Correlations Undermine VLM Safety Fine-tuning | 14 Mar 2025 | OPTML-Group/VLM-Safety-Unlearn/llava/train/llava_unlearn_full_trainer.py 10893c4608c08075 |
ran · fixture could not drive it | MIT (permissive) |
| Magma: A Foundation Model for Multimodal AI Agents | 18 Feb 2025 | microsoft/Magma/trainer/trainer.py 10893c4608c08075 |
ran · fixture could not drive it | MIT (permissive) |
| GeoX: Geometric Problem Solving Through Unified Formalized Vision-Language Pre-training | 16 Dec 2024 | alpha-innovator/geox/models/geox.py 10893c4608c08075 |
ran · fixture could not drive it | no licence file found · pointer only |
| MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization | 9 Dec 2024 | aiming-lab/mmedpo/train/dpo/llava_trainer_weighted.py 10893c4608c08075 |
ran · fixture could not drive it | Apache-2.0 (permissive) |
| Align-KD: Distilling Cross-Modal Alignment Knowledge for Mobile Vision-Language Model | 2 Dec 2024 | fqhank/align-kd/mobilevlm/train/trainer.py 10893c4608c08075 |
ran · fixture could not drive it | no licence file found · pointer only |
| Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models | 21 Nov 2024 | identical code first harvested elsewhere 10893c4608c08075 |
ran · fixture could not drive it | licence of this copy not recorded |
| PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance | 4 Nov 2024 | identical code first harvested elsewhere 10893c4608c08075 |
ran · fixture could not drive it | licence of this copy not recorded |
| Senna: Bridging Large Vision-Language Models and End-to-End Autonomous Driving | 29 Oct 2024 | hustvl/senna/llava/senna/senna_llava_trainer.py 10893c4608c08075 |
ran · fixture could not drive it | Apache-2.0 (permissive) |
| LongVU: Spatiotemporal Adaptive Compression for Long Video-Language Understanding | 22 Oct 2024 | Vision-CAIR/LongVU/longvu/mm_trainer.py 10893c4608c08075 |
ran · fixture could not drive it | Apache-2.0 (permissive) |
| MMed-RAG: Versatile Multimodal RAG System for Medical Vision Language Models | 16 Oct 2024 | richard-peng-xia/MMed-RAG/train/dpo/llava_trainer_2stages.py 10893c4608c08075 |
ran · fixture could not drive it | MIT (permissive) |
| Reconstructive Visual Instruction Tuning | 12 Oct 2024 | haochen-wang409/ross/ross/ross_trainer.py 10893c4608c08075 |
ran · fixture could not drive it | Apache-2.0 (permissive) |
| TRACE: Temporal Grounding Video LLM via Causal Event Modeling | 8 Oct 2024 | gyxxyg/TRACE/trace/trace_trainer.py 10893c4608c08075 |
ran · fixture could not drive it | Apache-2.0 (permissive) |
| FakeShield: Explainable Image Forgery Detection and Localization via Multi-modal Large Language Models | 3 Oct 2024 | identical code first harvested elsewhere 10893c4608c08075 |
ran · fixture could not drive it | licence of this copy not recorded |
| Recoverable Compression: A Multimodal Vision Token Recovery Mechanism Guided by Text Information | 2 Sep 2024 | identical code first harvested elsewhere 10893c4608c08075 |
ran · fixture could not drive it | licence of this copy not recorded |
| STLLaVA-Med: Self-Training Large Language and Vision Assistant for Medical Question-Answering | 28 Jun 2024 | heliossun/stllava-med/llava_dpo_trainer.py 10893c4608c08075 |
ran · fixture could not drive it | MIT (permissive) |
| VoCo-LLaMA: Towards Vision Compression with Large Language Models | 18 Jun 2024 | identical code first harvested elsewhere 10893c4608c08075 |
ran · fixture could not drive it | licence of this copy not recorded |
| MMDU: A Multi-Turn Multi-Image Dialog Understanding Benchmark and Instruction-Tuning Dataset for LVLMs | 17 Jun 2024 | identical code first harvested elsewhere 10893c4608c08075 |
ran · fixture could not drive it | licence of this copy not recorded |
| Unveiling Encoder-Free Vision-Language Models | 17 Jun 2024 | identical code first harvested elsewhere 10893c4608c08075 |
ran · fixture could not drive it | licence of this copy not recorded |
| Parrot: Multilingual Visual Instruction Tuning | 4 Jun 2024 | AIDC-AI/Parrot/parrot/train/parrot_trainer.py 10893c4608c08075 |
ran · fixture could not drive it | Apache-2.0 (permissive) |
| Data-augmented phrase-level alignment for mitigating object hallucination | 28 May 2024 | pritamqu/HALVA/llava/train/halva_trainer.py 10893c4608c08075 |
ran · fixture could not drive it | no licence file found · pointer only |
| MoVA: Adapting Mixture of Vision Experts to Multimodal Context | 19 Apr 2024 | identical code first harvested elsewhere 10893c4608c08075 |
ran · fixture could not drive it | licence of this copy not recorded |
| ST-LLM: Large Language Models Are Effective Temporal Learners | 30 Mar 2024 | identical code first harvested elsewhere 10893c4608c08075 |
ran · fixture could not drive it | licence of this copy not recorded |
| SQ-LLaVA: Self-Questioning for Large Vision-Language Assistant | 17 Mar 2024 | heliossun/sq-llava/llava_trainer.py 10893c4608c08075 |
ran · fixture could not drive it | MIT (permissive) |
| Images are Achilles' Heel of Alignment: Exploiting Visual Vulnerabilities for Jailbreaking Multimodal Large Language Models | 14 Mar 2024 | identical code first harvested elsewhere 10893c4608c08075 |
ran · fixture could not drive it | licence of this copy not recorded |
| Your Vision-Language Model Itself Is a Strong Filter: Towards High-Quality Instruction Tuning with Data Selection | 19 Feb 2024 | rayruibochen/self-filter/self_filter/self_filter_trainer.py 10893c4608c08075 |
ran · fixture could not drive it | AGPL-3.0 (copyleft) · pointer only |
| LLaGA: Large Language and Graph Assistant | 13 Feb 2024 | chenrunjin/llaga/train/llaga_trainer.py 10893c4608c08075 |
ran · fixture could not drive it | Apache-2.0 (permissive) |
| G-LLaVA: Solving Geometric Problem with Multi-Modal Large Language Model | 18 Dec 2023 | pipilurj/g-llava/gllava/train/llava_trainer.py 10893c4608c08075 |
ran · fixture could not drive it | no licence file found · pointer only |
| Osprey: Pixel Understanding with Visual Instruction Tuning | 15 Dec 2023 | identical code first harvested elsewhere 10893c4608c08075 |
ran · fixture could not drive it | licence of this copy not recorded |
| GeoChat: Grounded Large Vision-Language Model for Remote Sensing | 24 Nov 2023 | identical code first harvested elsewhere 10893c4608c08075 |
ran · fixture could not drive it | licence of this copy not recorded |
| mPLUG-Owl2: Revolutionizing Multi-modal Large Language Model with Modality Collaboration | 7 Nov 2023 | identical code first harvested elsewhere 10893c4608c08075 |
ran · fixture could not drive it | licence of this copy not recorded |
| Improved Baselines with Visual Instruction Tuning | 5 Oct 2023 | identical code first harvested elsewhere 10893c4608c08075 |
ran · fixture could not drive it | licence of this copy not recorded |
| Visual Instruction Tuning | 17 Apr 2023 | haotian-liu/LLaVA/llava/train/llava_trainer.py 10893c4608c08075 |
ran · fixture could not drive it | Apache-2.0 (permissive) |
| Unicom: Universal and Compact Representation Learning for Image Retrieval | 12 Apr 2023 | identical code first harvested elsewhere 10893c4608c08075 |
ran · fixture could not drive it | licence of this copy not recorded |
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