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encode_image

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

encode_image appears in the code Syntology harvested for 131 papers, as 66 distinct code bodies found in 142 places (a place is one code body under one paper). At least one of them ran in 98 of the papers; 1 of the code bodies carries 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 encode_image 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 28 of the 66 distinct code bodies named encode_image; 38 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
6ran · our draft was wrong
0ran · fixture could not drive it
22ran
38unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 50 of the 142 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

100 papers shown of 131 (newest first; the JSON twin carries all 142 places); 110 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 21 papers added by Syntology; 11 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
Do Video Generators Track the World Across Segments? A Benchmark and Method for World-State Reasoning in Video Continuation added by Syntology 2026-09 (from id) AMAP-ML/StateAgent/stateagent/utils.py d9a8f3eeba92ed3f unverified MIT (permissive)
WIDER-FAIR: An Annotated Version of the WIDER-FACE Dataset for Fairness Evaluation added by Syntology 2026-06 (from id) bronval/Wider-Fair-Dataset/paper_experiments/Annotator/ui.py 703a6b572693d8f8 ran fingerprinted no licence file found · pointer only
Unlimited OCR Works Welcome the Era of One-shot Long-horizon Parsing added by Syntology 2026-06 (from id) baidu/Unlimited-OCR/infer.py 85dc65aa2564f6c1 unverified MIT (permissive)
BLUEX v2: Benchmarking LLMs on Open-Ended Questions from Brazilian University Entrance Exams added by Syntology 2026-06 (from id) TropicAI-Research/BLUEXv2/dataset_pipeline/generate_captions.py 7628c496f9145193 unverified no licence file found · pointer only
KCSAT-ML: Probing Reasoning Models with Nationwide-Cohort Human Difficulty added by Syntology 2026-06 (from id) naver-ai/KCSAT-ML/src/utils/image_utils.py 0cf01235db87302e ran AGPL-3.0 (copyleft) · pointer only
PACT: Self-Evolving Physical Safety Alignment for Diffusion Policies in Embodied Manipulation added by Syntology 2026-06 (from id) robotwin-Platform/RoboTwin/code_gen/observation_agent.py 73c070397fc27811 ran MIT (permissive)
CRAFTER: A Multi-Agent Harness for Editable Scientific Figure Generation from Diverse Inputs added by Syntology 2026-05 (from id) HaozheZhao/Crafter/crafter/editor/raster_to_svg/model_router.py 5639ab5d5241466a ran MIT (permissive)
WindowsWorld: A Process-Centric Benchmark of Autonomous GUI Agents in Professional Cross-Application Environments added by Syntology 2026-04 (from id) HITsz-TMG/WindowsWorld/mm_agents/agent.py 78ee6b46cebd99ee ran · our draft was wrong Apache-2.0 (permissive)
More Than Sum of Its Parts: Deciphering Intent Shifts in Multimodal Hate Speech Detection added by Syntology 2026-03 (from id) Sayur1n/H-VLI/utils.py 74b640f100721700 unverified licence not identified · pointer only
Mobile-Agent-v3.5: Multi-platform Fundamental GUI Agents added by Syntology 2026-02 (from id) X-PLUG/MobileAgent/Mobile-Agent-v1/MobileAgent/api.py f41cb1a19b154297 ran · our draft was wrong MIT (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/utils.py f41cb1a19b154297 ran · our draft was wrong AGPL-3.0 (copyleft) · pointer only
Brazilian Portuguese Image Captioning with Transformers: A Study on Cross-Native-Translated Dataset added by Syntology 2026-02 (from id) laicsiifes/transformer-caption-ptbr/vlm_zero_shot/src/inference_sambanova_openai.py 9303356715a06b3c unverified no licence file found · pointer only
Q-Hawkeye: Reliable Visual Policy Optimization for Image Quality Assessment added by Syntology 30 Jan 2026 AMAP-ML/Q-Hawkeye/src/Dataset/Degradation_Dataset/VLM_filter.py 587a00453d7c872e unverified no licence file found · pointer only
UniFinEval: Towards Unified Evaluation of Financial Multimodal Models across Text, Images and Videos added by Syntology 2026-01 (from id) aifinlab/UniFinEval/evaluate_py/model_api.py 625809a36981482c unverified Apache-2.0 (permissive)
TEMPVIZ: On the Evaluation of Temporal Knowledge in Text-to-Image Models added by Syntology 2026-01 (from id) TAI-HAMBURG/TempViz/code/get_answers_openai.py f41cb1a19b154297 ran · our draft was wrong no licence file found · pointer only
INFINITEWEB: Scalable Web Environment Synthesis for GUI Agent Training added by Syntology 2026-01 (from id) microsoft/FIVE-UI-Evol/InfiniteWeb/src/llm_caller.py d6d6f575b423041b unverified MIT (permissive)
RAG-IGBench: Innovative Evaluation for RAG-based Interleaved Generation in Open-domain Question Answering added by Syntology 2025-12 (from id) USTC-StarTeam/RAG-IGBench/model_generation/claude.py f41cb1a19b154297 ran · our draft was wrong Apache-2.0 (permissive)
ImageSentinel: Protecting Visual Datasets from Unauthorized Retrieval-Augmented Image Generation added by Syntology 2025-10 (from id) luo-ziyuan/ImageSentinel/ImageSentinel/utils.py f41cb1a19b154297 ran · our draft was wrong no licence file found · pointer only
GUI-Spotlight: Adaptive Iterative Focus Refinement for Enhanced GUI Visual Grounding added by Syntology 5 Oct 2025 bin123apple/GUI_Spotlight/screenspot_pro_evaluation.py 78ee6b46cebd99ee ran · our draft was wrong MIT (permissive)
GenExam: A Multidisciplinary Text-to-Image Exam added by Syntology 2025-09 (from id) OpenGVLab/GenExam/run_eval.py c780d21931c485a1 unverified MIT (permissive)
Effective Training Data Synthesis for Improving MLLM Chart Understanding added by Syntology 2025-08 (from id) yuweiyang-anu/ECD/data_generation_pipeline/chart_image_filtering.py 852ef01643a7f02e unverified MIT (permissive)
arXiv:2507.19969 2025-07 (from id) vis-nlp/Text2Vis/eval_predictions.py 6ad02ea0ba44bcaf unverified GPL-3.0 (copyleft) · pointer only
arXiv:2507.17539 2025-07 (from id) MeteorElf/FundusExpert/src/eval/eval_api/call_api.py 6ad02ea0ba44bcaf unverified Apache-2.0 (permissive)
GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement Learning 1 Jul 2025 thudm/glm-4.1v-thinking/glmv_reward/src/glmv_reward/utils/image.py 107e2008fcd35451 unverified Apache-2.0 (permissive)
MIRAGE: A Benchmark for Multimodal Information-Seeking and Reasoning in Agricultural Expert-Guided Conversations 25 Jun 2025 mirage-benchmark/mirage-benchmark/MMST/chat_models/Client.py f41cb1a19b154297 ran · our draft was wrong no licence file found · pointer only
Detecting Harmful Memes with Decoupled Understanding and Guided CoT Reasoning 10 Jun 2025 panFJCharlotte98/HMC/call_gpt.py f41cb1a19b154297 ran · our draft was wrong MIT (permissive)
RedTeamCUA: Realistic Adversarial Testing of Computer-Use Agents in Hybrid Web-OS Environments 28 May 2025 osu-nlp-group/redteamcua/mm_agents/agent.py 78ee6b46cebd99ee ran · our draft was wrong Apache-2.0 (permissive)
VisCRA: A Visual Chain Reasoning Attack for Jailbreaking Multimodal Large Language Models 26 May 2025 DyMessi/VisCRA/evaluation/gemini.py f41cb1a19b154297 ran · our draft was wrong Apache-2.0 (permissive)
VisCRA: A Visual Chain Reasoning Attack for Jailbreaking Multimodal Large Language Models 26 May 2025 DyMessi/VisCRA/evaluation/QvQ_Max.py cfe427db2f2f5fcc unverified Apache-2.0 (permissive)
VTool-R1: VLMs Learn to Think with Images via Reinforcement Learning on Multimodal Tool Use 25 May 2025 VTOOL-R1/vtool-r1/eval/eval_gpt_no_tool.py 1104c28afa7dd8d2 unverified Apache-2.0 (permissive)
VTool-R1: VLMs Learn to Think with Images via Reinforcement Learning on Multimodal Tool Use 25 May 2025 VTOOL-R1/vtool-r1/eval/eval_gpt_tableqa_with_tool.py 67161499de84ab96 unverified Apache-2.0 (permissive)
Can Multimodal Large Language Models Understand Spatial Relations? 25 May 2025 ziyan-xiaoyu/spatialmqa/Code/close_models/gpt4_1_shot.py b60704e5254f6958 unverified Apache-2.0 (permissive)
DanmakuTPPBench: A Multi-modal Benchmark for Temporal Point Process Modeling and Understanding 23 May 2025 identical code first harvested elsewhere f41cb1a19b154297 ran · our draft was wrong licence of this copy not recorded
ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback 23 May 2025 EnVision-Research/ComfyMind/script/evaluation.py 0ea99cab0cdb51ab ran · our draft was wrong MIT (permissive)
ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback 23 May 2025 EnVision-Research/ComfyMind/script/evaluation_wise.py 393004fc099595af unverified MIT (permissive)
DriveAgent: Multi-Agent Structured Reasoning with LLM and Multimodal Sensor Fusion for Autonomous Driving 2025-05 (from id) paparare/driveagent/enviroment.py 735a954e94f37a3f unverified MIT (permissive)
arXiv:2504.15485 2025-04 (from id) atinpothiraj/CAPTURe/occluded_scripts/gpt.py f41cb1a19b154297 ran · our draft was wrong MIT (permissive)
Why We Feel: Breaking Boundaries in Emotional Reasoning with Multimodal Large Language Models 10 Apr 2025 lum1104/eibench/EIBench/baselines/ChatGPT-4/gpt4-score-complex.py f41cb1a19b154297 ran · our draft was wrong Apache-2.0 (permissive)
An Illusion of Progress? Assessing the Current State of Web Agents 2 Apr 2025 osu-nlp-group/online-mind2web/src/utils.py 6bffa3dffc4ecf77 unverified MIT (permissive)
CoE: Chain-of-Explanation via Automatic Visual Concept Circuit Description and Polysemanticity Quantification 19 Mar 2025 YuWLong666/CoE/closeai.py f41cb1a19b154297 ran · our draft was wrong BSD-3-Clause (permissive)
MDocAgent: A Multi-Modal Multi-Agent Framework for Document Understanding 18 Mar 2025 aiming-lab/mdocagent/models/openai.py f41cb1a19b154297 ran · our draft was wrong MIT (permissive)
CoLMDriver: LLM-based Negotiation Benefits Cooperative Autonomous Driving 11 Mar 2025 cxliu0314/CoLMDriver/simulation/leaderboard/team_code/colmdriver_action.py f41cb1a19b154297 ran · our draft was wrong Apache-2.0 (permissive)
VEM: Environment-Free Exploration for Training GUI Agent with Value Environment Model 26 Feb 2025 microsoft/gui-agent-rl/data_preprocess/gpt.py 7802770e6818ba35 unverified MIT (permissive)
ArtMentor: AI-Assisted Evaluation of Artworks to Explore Multimodal Large Language Models Capabilities 2025-02 (from id) identical code first harvested elsewhere f41cb1a19b154297 ran · our draft was wrong licence of this copy not recorded
Manual2Skill: Learning to Read Manuals and Acquire Robotic Skills for Furniture Assembly Using Vision-Language Models 14 Feb 2025 owensun2004/Manual2Skill/VLM_assembly_plan_gen/inference/utils.py c15f0525475c47c9 unverified Apache-2.0 (permissive)
Kimi k1.5: Scaling Reinforcement Learning with LLMs 22 Jan 2025 mathllm/math-v/models/GPT4V.py a7b8d145010c3bfa unverified MIT (permissive)
Kimi k1.5: Scaling Reinforcement Learning with LLMs 22 Jan 2025 mathllm/math-v/models/GPT_with_caption.py 7f16ba077ded04a3 unverified MIT (permissive)
EmbodiedEval: Evaluate Multimodal LLMs as Embodied Agents 21 Jan 2025 thunlp/embodiedeval/agent.py b72ccf9df612250c unverified MIT (permissive)
AutoPresent: Designing Structured Visuals from Scratch 1 Jan 2025 para-lost/AutoPresent/evaluate/reference_free_eval.py f41cb1a19b154297 ran · our draft was wrong MIT (permissive)
AutoTrust: Benchmarking Trustworthiness in Large Vision Language Models for Autonomous Driving 19 Dec 2024 taco-group/autotrust/utils.py f41cb1a19b154297 ran · our draft was wrong Apache-2.0 (permissive)
SPHERE: A Hierarchical Evaluation on Spatial Perception and Reasoning for Vision-Language Models 17 Dec 2024 zwenyu/SPHERE-VLM/models/vision_language_models/gpt.py f41cb1a19b154297 ran · our draft was wrong no licence file found · pointer only
TeamCraft: A Benchmark for Multi-Modal Multi-Agent Systems in Minecraft 6 Dec 2024 teamcraft-bench/teamcraft/teamcraft/openai_api.py 65bac3f0167d9a59 unverified MIT (permissive)
VLSBench: Unveiling Visual Leakage in Multimodal Safety 29 Nov 2024 ai45lab/vlsbench/eval_utils.py f41cb1a19b154297 ran · our draft was wrong no licence file found · pointer only
MovieBench: A Hierarchical Movie Level Dataset for Long Video Generation 22 Nov 2024 showlab/moviebecnh/MovieBench/utils.py f41cb1a19b154297 ran · our draft was wrong no licence file found · pointer only
The Dawn of GUI Agent: A Preliminary Case Study with Claude 3.5 Computer Use 15 Nov 2024 showlab/computer_use_ootb/computer_use_demo/gui_agent/llm_utils/llm_utils.py fef879c33995e69e unverified Apache-2.0 (permissive)
The Dawn of GUI Agent: A Preliminary Case Study with Claude 3.5 Computer Use 15 Nov 2024 showlab/computer_use_ootb/computer_use_demo/gui_agent/llm_utils/qwen.py f6a0e025afd2766e unverified Apache-2.0 (permissive)
Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents 10 Nov 2024 identical code first harvested elsewhere f41cb1a19b154297 ran · our draft was wrong licence of this copy not recorded
HourVideo: 1-Hour Video-Language Understanding 7 Nov 2024 keshik6/HourVideo/hourvideo/gpt4_utils.py f41cb1a19b154297 ran · our draft was wrong Apache-2.0 (permissive)
Both Text and Images Leaked! A Systematic Analysis of Multimodal LLM Data Contamination 6 Nov 2024 MLLM-Data-Contamination/MM-Detect/mm_detect/mllms/gpt.py e7b40194e0800766 unverified Apache-2.0 (permissive)
Constrained Human-AI Cooperation: An Inclusive Embodied Social Intelligence Challenge 4 Nov 2024 UMass-Embodied-AGI/CHAIC/LM_agent/VLM.py f41cb1a19b154297 ran · our draft was wrong no licence file found · pointer only
TurtleBench: A Visual Programming Benchmark in Turtle Geometry 31 Oct 2024 sinaris76/turtlebench/models/gpt.py f41cb1a19b154297 ran · our draft was wrong no licence file found · pointer only
AndroidLab: Training and Systematic Benchmarking of Android Autonomous Agents 31 Oct 2024 THUDM/Android-Lab/agent/utils.py f41cb1a19b154297 ran · our draft was wrong MIT (permissive)
AndroidLab: Training and Systematic Benchmarking of Android Autonomous Agents 31 Oct 2024 THUDM/Android-Lab/evaluation/definition.py 392fd89baad47e29 unverified MIT (permissive)
Implementation and Application of an Intelligibility Protocol for Interaction with an LLM 27 Oct 2024 karannb/interact/src/utils.py d193df7c20c2973f unverified MIT (permissive)
OpenWebVoyager: Building Multimodal Web Agents via Iterative Real-World Exploration, Feedback and Optimization 25 Oct 2024 minorjerry/openwebvoyager/WebVoyager/utils.py f41cb1a19b154297 ran · our draft was wrong Apache-2.0 (permissive)
UGotMe: An Embodied System for Affective Human-Robot Interaction 2024-10 (from id) lipzh5/amecavle/models/emotion_rec.py f41cb1a19b154297 ran · our draft was wrong no licence file found · pointer only
Chain of Ideas: Revolutionizing Research Via Novel Idea Development with LLM Agents 17 Oct 2024 damo-nlp-sg/coi-agent/LLM.py f41cb1a19b154297 ran · our draft was wrong Apache-2.0 (permissive)
VidEgoThink: Assessing Egocentric Video Understanding Capabilities for Embodied AI 15 Oct 2024 adacheng/egothink/gpt_eval.py f41cb1a19b154297 ran · our draft was wrong Apache-2.0 (permissive)
Towards Foundation Models for 3D Vision: How Close Are We? 14 Oct 2024 princeton-vl/uniqa-3d/LLM_evaluations/clevr_vqa/generate_gpt_response.py f41cb1a19b154297 ran · our draft was wrong BSD-3-Clause (permissive)
LiveXiv -- A Multi-Modal Live Benchmark Based on Arxiv Papers Content 14 Oct 2024 nimrodshabtay/livexiv/vqa_generation/model_utils/claude_utils.py beb4056b7230f14f ran Apache-2.0 (permissive)
LiveXiv -- A Multi-Modal Live Benchmark Based on Arxiv Papers Content 14 Oct 2024 nimrodshabtay/livexiv/vqa_generation/model_utils/gpt_utils.py 826cad294a32186a ran Apache-2.0 (permissive)
VideoAgent: Self-Improving Video Generation 14 Oct 2024 video-as-agent/videoagent/flowdiffusion/feedback_binary_rf.py f41cb1a19b154297 ran · our draft was wrong MIT (permissive)
VLFeedback: A Large-Scale AI Feedback Dataset for Large Vision-Language Models Alignment 12 Oct 2024 yuweihao/MM-Vet/inference/utils.py f41cb1a19b154297 ran · our draft was wrong Apache-2.0 (permissive)
ETA: Evaluating Then Aligning Safety of Vision Language Models at Inference Time 9 Oct 2024 dripnowhy/eta/helpfulscore_ai.py f41cb1a19b154297 ran · our draft was wrong no licence file found · pointer only
Unlocking the Capabilities of Thought: A Reasoning Boundary Framework to Quantify and Optimize Chain-of-Thought 8 Oct 2024 LightChen233/reasoning-boundary/request_multimodal.py f41cb1a19b154297 ran · our draft was wrong no licence file found · pointer only
Towards World Simulator: Crafting Physical Commonsense-Based Benchmark for Video Generation 7 Oct 2024 opengvlab/phygenbench/PhyGenEval/multi/GPT4o.py f41cb1a19b154297 ran · our draft was wrong no licence file found · pointer only
Visual Perception in Text Strings 2 Oct 2024 JiaQiSJTU/VisionInText/src/utils/data_utils.py f41cb1a19b154297 ran · our draft was wrong no licence file found · pointer only
MECD: Unlocking Multi-Event Causal Discovery in Video Reasoning 26 Sep 2024 tychen-SJTU/MECD-Benchmark/mecd_llm_fewshot/gpt4o.py 6163d22216816e96 ran MIT (permissive)
MediConfusion: Can you trust your AI radiologist? Probing the reliability of multimodal medical foundation models 23 Sep 2024 AIF4S/MediConfusion/Models/gpt.py f41cb1a19b154297 ran · our draft was wrong no licence file found · pointer only
LIME: Less Is More for MLLM Evaluation 10 Sep 2024 kangreen0210/lime/data_curation_pipeline/gpt.py f41cb1a19b154297 ran · our draft was wrong no licence file found · pointer only
CMM-Math: A Chinese Multimodal Math Dataset To Evaluate and Enhance the Mathematics Reasoning of Large Multimodal Models 4 Sep 2024 ecnu-icalk/educhat-math/model/answer_in_testdata/GPT4o-shot.py a7b8d145010c3bfa unverified no licence file found · pointer only
CMM-Math: A Chinese Multimodal Math Dataset To Evaluate and Enhance the Mathematics Reasoning of Large Multimodal Models 4 Sep 2024 ecnu-icalk/educhat-math/model/answer_in_testdata/GPT4o.py dcdb5c80a7b5cffa unverified no licence file found · pointer only
ComfyBench: Benchmarking LLM-based Agents in ComfyUI for Autonomously Designing Collaborative AI Systems 2 Sep 2024 xxyQwQ/ComfyBench/script/evaluation.py 0ea99cab0cdb51ab ran · our draft was wrong no licence file found · pointer only
CogVLM2: Visual Language Models for Image and Video Understanding 29 Aug 2024 thudm/cogvlm2/basic_demo/openai_api_request.py c0b1c7a482944767 ran Apache-2.0 (permissive)
Measuring Agreeableness Bias in Multimodal Models 17 Aug 2024 jasonlim131/looksRdeceiving/python-src/evaluate_gpt4_v1.py 2d5f690652247562 ran · our draft was wrong MIT (permissive)
Imagen 3 13 Aug 2024 linzhiqiu/t2i_metrics/t2v_metrics/models/vqascore_models/gpt4v_model.py f41cb1a19b154297 ran · our draft was wrong Apache-2.0 (permissive)
Imagen 3 13 Aug 2024 linzhiqiu/t2i_metrics/t2v_metrics/models/vqascore_models/gemini_model.py 2c2b1eb6c4d90f6c ran Apache-2.0 (permissive)
EARBench: Towards Evaluating Physical Risk Awareness for Task Planning of Foundation Model-based Embodied AI Agents 8 Aug 2024 zihao-ai/eairiskbench/image_judger.py f41cb1a19b154297 ran · our draft was wrong MIT (permissive)
Learning Video Context as Interleaved Multimodal Sequences 31 Jul 2024 showlab/movieseq/utils.py f41cb1a19b154297 ran · our draft was wrong no licence file found · pointer only
AMONGAGENTS: Evaluating Large Language Models in the Interactive Text-Based Social Deduction Game 23 Jul 2024 cyzus/among-agents/amongagents/evaluation/evaluate.py f41cb1a19b154297 ran · our draft was wrong MIT (permissive)
CoCoG-2: Controllable generation of visual stimuli for understanding human concept representation 20 Jul 2024 ncclab-sustech/cocog-2/customized_pipe.py 62f91e0069da2565 unverified no licence file found · pointer only
Spider2-V: How Far Are Multimodal Agents From Automating Data Science and Engineering Workflows? 15 Jul 2024 xlang-ai/spider2-v/mm_agents/agent.py 78ee6b46cebd99ee ran · our draft was wrong Apache-2.0 (permissive)
LLaMAR: Long-Horizon Planning for Multi-Agent Robots in Partially Observable Environments 2024-07 (from id) nsidn98/llamar/SAR/baselines/llamar_utils_multiagent.py 292346e4cf05533b ran MIT (permissive)
SEED-Story: Multimodal Long Story Generation with Large Language Model 11 Jul 2024 tencentarc/seed-story/StoryStream/build_story_v2.py f41cb1a19b154297 ran · our draft was wrong no licence file found · pointer only
MMSci: A Dataset for Graduate-Level Multi-Discipline Multimodal Scientific Understanding 6 Jul 2024 leezekun/mmsci/mmsci-exps/model_loader.py f41cb1a19b154297 ran · our draft was wrong no licence file found · pointer only
Cross-Modality Safety Alignment 21 Jun 2024 identical code first harvested elsewhere f41cb1a19b154297 ran · our draft was wrong licence of this copy not recorded
Dissecting Adversarial Robustness of Multimodal LM Agents 18 Jun 2024 ChenWu98/agent-attack/agent_attack/models/claude.py b594d1567e135be0 ran MIT (permissive)
Dissecting Adversarial Robustness of Multimodal LM Agents 18 Jun 2024 ChenWu98/agent-attack/agent_attack/models/gemini.py 72cb0591b722709a ran MIT (permissive)
ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Tools 18 Jun 2024 thudm/chatglm4/inference/glm4v_api_request.py c0b1c7a482944767 ran Apache-2.0 (permissive)
Multimodal Needle in a Haystack: Benchmarking Long-Context Capability of Multimodal Large Language Models 17 Jun 2024 wang-ml-lab/multimodal-needle-in-a-haystack/utils.py 09468b7dfba57e92 ran MIT (permissive)
AutoHallusion: Automatic Generation of Hallucination Benchmarks for Vision-Language Models 16 Jun 2024 identical code first harvested elsewhere f41cb1a19b154297 ran · our draft was wrong licence of this copy not recorded
Unveiling the Ignorance of MLLMs: Seeing Clearly, Answering Incorrectly 15 Jun 2024 baai-dcai/multimodal-robustness-benchmark/dataset/data_generation.py f41cb1a19b154297 ran · our draft was wrong Apache-2.0 (permissive)
Details Make a Difference: Object State-Sensitive Neurorobotic Task Planning 14 Jun 2024 xiao-wen-sun/ossa/utils.py 1e90c2ddcf6921e2 unverified Apache-2.0 (permissive)
Too Many Frames, Not All Useful: Efficient Strategies for Long-Form Video QA 13 Jun 2024 jongwoopark7978/LVNet/fineKeyframeDetector.py f41cb1a19b154297 ran · our draft was wrong no licence file found · pointer only
VLind-Bench: Measuring Language Priors in Large Vision-Language Models 13 Jun 2024 klee972/vlind-bench/eval/gpt4o_eval.py f41cb1a19b154297 ran · our draft was wrong Apache-2.0 (permissive)
TC-Bench: Benchmarking Temporal Compositionality in Text-to-Video and Image-to-Video Generation 12 Jun 2024 weixi-feng/tc-bench/vlm_eval.py 3d39217a41c77766 ran MIT (permissive)
Mobile-Agent-v2: Mobile Device Operation Assistant with Effective Navigation via Multi-Agent Collaboration 3 Jun 2024 identical code first harvested elsewhere f41cb1a19b154297 ran · our draft was wrong licence of this copy not recorded
G3: An Effective and Adaptive Framework for Worldwide Geolocalization Using Large Multi-Modality Models 23 May 2024 applied-machine-learning-lab/g3/llm_predict.py f41cb1a19b154297 ran · our draft was wrong Apache-2.0 (permissive)
Unveiling the Tapestry of Consistency in Large Vision-Language Models 23 May 2024 foundation-multimodal-models/conbench/eval/GPT-4o.py f41cb1a19b154297 ran · our draft was wrong Apache-2.0 (permissive)
OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments 11 Apr 2024 xlang-ai/OSWorld/mm_agents/agent.py 78ee6b46cebd99ee ran · our draft was wrong Apache-2.0 (permissive)

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