Browse State-of-the-Art › Multimodal Reasoning › Papers, page 2
Multimodal Reasoning
Papers archive 2025-07-28
archive papers tagged: 302 · with a code link: 138 · where Syntology ran a sample: 52 (43 with a run with no instrument failure, 9 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (52 of 302 tagged: 43 with a run with no instrument failure, 9 where every run was a failure of Syntology's instrument)
Page 2 of 4: papers 101 to 200 of 302, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.
Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.
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16 Jul 2024 1 repository listed
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17 Jun 2024 1 repository listed
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31 May 2024 1 repository listed
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24 May 2024 1 repository listed
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1 May 2024 1 repository listed Syntology official: no sample here; runs from other or unrecorded repositories · 18 ran (of which 0 constructed an object rather than computing a result; 18 with no instrument failure: 0 honoured, 0 violated, 18 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 21 harvested samples) · 21 pointer-only (licence)
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17 Apr 2024 1 repository listed Syntology official: harvested, nothing ran · 0 ran · 1 unverified (of 1 harvested sample)
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7 Apr 2024 1 repository listed
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22 Mar 2024 1 repository listed
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5 Mar 2024 1 repository listed
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28 Feb 2024 1 repository listed
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27 Feb 2024 1 repository listed Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
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22 Feb 2024 1 repository listed
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22 Feb 2024 1 repository listed Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 1 violated, 2 with no contract checked; 3 where Syntology's instrument failed) · 1 unverified (of 7 harvested samples) · 7 pointer-only (licence)
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8 Feb 2024 1 repository listed Syntology official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 5 where Syntology's instrument failed) · 2 unverified (of 10 harvested samples) · 1 pointer-only (licence)
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26 Jan 2024 1 repository listed Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples)
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22 Dec 2023 1 repository listed
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9 Dec 2023 1 repository listed
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23 Nov 2023 1 repository listed Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample) · 1 pointer-only (licence)
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25 Oct 2023 1 repository listed
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4 Oct 2023 1 repository listed
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24 Jul 2023 1 repository listed Syntology official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 4 where Syntology's instrument failed) · 2 unverified (of 9 harvested samples) · 9 pointer-only (licence)
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19 May 2023 1 repository listed Syntology official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 2 where Syntology's instrument failed) · 5 unverified (of 12 harvested samples) · 1 pointer-only (licence)
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20 Mar 2023 1 repository listed Syntology official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples)
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1 Jan 2023 1 repository listed
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23 Oct 2022 1 repository listed
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21 Oct 2022 1 repository listed
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20 Sep 2022 1 repository listed Syntology official (archive's flag): 2 ran · 4 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 4 where Syntology's instrument failed) · 1 unverified (of 5 harvested samples) · 2 pointer-only (licence)
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1 Apr 2022 1 repository listed
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31 Mar 2022 1 repository listed Syntology official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples)
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29 Mar 2022 1 repository listed
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29 Mar 2022 1 repository listed
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21 Mar 2022 1 repository listed
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12 Aug 2021 1 repository listed
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4 Jun 2021 1 repository listed Syntology 9 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified (of 14 harvested samples) · 2 pointer-only (licence)
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12 Apr 2021 1 repository listed
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22 Feb 2021 1 repository listed
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23 Dec 2020 1 repository listed
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18 Dec 2019 1 repository listed
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EgoPrune: Efficient Token Pruning for Egomotion Video Reasoning in Embodied Agent21 Jul 2025 0 repositories listed
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Revisiting Reliability in the Reasoning-based Pose Estimation Benchmark17 Jul 2025 0 repositories listed
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The Synergy Dilemma of Long-CoT SFT and RL: Investigating Post-Training Techniques for Reasoning VLMs10 Jul 2025 0 repositories listed
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MagiC: Evaluating Multimodal Cognition Toward Grounded Visual Reasoning9 Jul 2025 0 repositories listed
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Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling8 Jul 2025 0 repositories listed
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Perception-Aware Policy Optimization for Multimodal Reasoning8 Jul 2025 0 repositories listed
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APO: Enhancing Reasoning Ability of MLLMs via Asymmetric Policy Optimization26 Jun 2025 0 repositories listed
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MultiFinRAG: An Optimized Multimodal Retrieval-Augmented Generation (RAG) Framework for Financial Question Answering25 Jun 2025 0 repositories listed
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Adapting Vision-Language Models for Evaluating World Models22 Jun 2025 0 repositories listed
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GeoGuess: Multimodal Reasoning based on Hierarchy of Visual Information in Street View19 Jun 2025 0 repositories listed
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GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning19 Jun 2025 0 repositories listed
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MEGC2025: Micro-Expression Grand Challenge on Spot Then Recognize and Visual Question Answering18 Jun 2025 0 repositories listed
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PeRL: Permutation-Enhanced Reinforcement Learning for Interleaved Vision-Language Reasoning17 Jun 2025 0 repositories listed
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RadFabric: Agentic AI System with Reasoning Capability for Radiology17 Jun 2025 0 repositories listed
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FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design16 Jun 2025 0 repositories listed
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VL-GenRM: Enhancing Vision-Language Verification via Vision Experts and Iterative Training16 Jun 2025 0 repositories listed
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MM-R5: MultiModal Reasoning-Enhanced ReRanker via Reinforcement Learning for Document Retrieval14 Jun 2025 0 repositories listed
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FedNano: Toward Lightweight Federated Tuning for Pretrained Multimodal Large Language Models12 Jun 2025 0 repositories listed
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MMMG: A Massive, Multidisciplinary, Multi-Tier Generation Benchmark for Text-to-Image Reasoning12 Jun 2025 0 repositories listed
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Optimus-3: Towards Generalist Multimodal Minecraft Agents with Scalable Task Experts12 Jun 2025 0 repositories listed
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Scientists' First Exam: Probing Cognitive Abilities of MLLM via Perception, Understanding, and Reasoning12 Jun 2025 0 repositories listed
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ChartReasoner: Code-Driven Modality Bridging for Long-Chain Reasoning in Chart Question Answering11 Jun 2025 0 repositories listed
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Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency10 Jun 2025 0 repositories listed
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Decoupling the Image Perception and Multimodal Reasoning for Reasoning Segmentation with Digital Twin Representations9 Jun 2025 0 repositories listed
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KokushiMD-10: Benchmark for Evaluating Large Language Models on Ten Japanese National Healthcare Licensing Examinations9 Jun 2025 0 repositories listed
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Look Before You Leap: A GUI-Critic-R1 Model for Pre-Operative Error Diagnosis in GUI Automation5 Jun 2025 0 repositories listed
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MuSciClaims: Multimodal Scientific Claim Verification5 Jun 2025 0 repositories listed
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Advancing Multimodal Reasoning: From Optimized Cold Start to Staged Reinforcement Learning4 Jun 2025 0 repositories listed
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MMR-V: What's Left Unsaid? A Benchmark for Multimodal Deep Reasoning in Videos4 Jun 2025 0 repositories listed
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RSVP: Reasoning Segmentation via Visual Prompting and Multi-modal Chain-of-Thought4 Jun 2025 0 repositories listed
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SRPO: Enhancing Multimodal LLM Reasoning via Reflection-Aware Reinforcement Learning2 Jun 2025 0 repositories listed
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GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking1 Jun 2025 0 repositories listed
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MIRAGE: Assessing Hallucination in Multimodal Reasoning Chains of MLLM30 May 2025 0 repositories listed
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Argus: Vision-Centric Reasoning with Grounded Chain-of-Thought29 May 2025 0 repositories listed
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Elicit and Enhance: Advancing Multimodal Reasoning in Medical Scenarios29 May 2025 0 repositories listed
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GAM-Agent: Game-Theoretic and Uncertainty-Aware Collaboration for Complex Visual Reasoning29 May 2025 0 repositories listed
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Infi-Med: Low-Resource Medical MLLMs with Robust Reasoning Evaluation29 May 2025 0 repositories listed
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Infi-MMR: Curriculum-based Unlocking Multimodal Reasoning via Phased Reinforcement Learning in Multimodal Small Language Models29 May 2025 0 repositories listed
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Preemptive Hallucination Reduction: An Input-Level Approach for Multimodal Language Model29 May 2025 0 repositories listed
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VisualSphinx: Large-Scale Synthetic Vision Logic Puzzles for RL29 May 2025 0 repositories listed
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OmniAD: Detect and Understand Industrial Anomaly via Multimodal Reasoning28 May 2025 0 repositories listed
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SAM-R1: Leveraging SAM for Reward Feedback in Multimodal Segmentation via Reinforcement Learning28 May 2025 0 repositories listed
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MME-Reasoning: A Comprehensive Benchmark for Logical Reasoning in MLLMs27 May 2025 0 repositories listed
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Agentic 3D Scene Generation with Spatially Contextualized VLMs26 May 2025 0 repositories listed
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DreamPRM: Domain-Reweighted Process Reward Model for Multimodal Reasoning26 May 2025 0 repositories listed
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Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval26 May 2025 0 repositories listed
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Point-RFT: Improving Multimodal Reasoning with Visually Grounded Reinforcement Finetuning26 May 2025 0 repositories listed
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ASPO: Adaptive Sentence-Level Preference Optimization for Fine-Grained Multimodal Reasoning25 May 2025 0 repositories listed
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Don't Look Only Once: Towards Multimodal Interactive Reasoning with Selective Visual Revisitation24 May 2025 0 repositories listed
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EVADE: Multimodal Benchmark for Evasive Content Detection in E-Commerce Applications23 May 2025 0 repositories listed
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MMMG: a Comprehensive and Reliable Evaluation Suite for Multitask Multimodal Generation23 May 2025 0 repositories listed
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More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models23 May 2025 0 repositories listed
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Training-Free Reasoning and Reflection in MLLMs22 May 2025 0 repositories listed
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Chain-of-Focus: Adaptive Visual Search and Zooming for Multimodal Reasoning via RL21 May 2025 0 repositories listed
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LENS: Multi-level Evaluation of Multimodal Reasoning with Large Language Models21 May 2025 0 repositories listed
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MORALISE: A Structured Benchmark for Moral Alignment in Visual Language Models20 May 2025 0 repositories listed
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AdaToken-3D: Dynamic Spatial Gating for Efficient 3D Large Multimodal-Models Reasoning19 May 2025 0 repositories listed
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Incentivizing Multimodal Reasoning in Large Models for Direct Robot Manipulation19 May 2025 0 repositories listed
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Unlocking the Potential of Difficulty Prior in RL-based Multimodal Reasoning19 May 2025 0 repositories listed
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MMS-VPR: Multimodal Street-Level Visual Place Recognition Dataset and Benchmark18 May 2025 0 repositories listed
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PRS-Med: Position Reasoning Segmentation with Vision-Language Model in Medical Imaging17 May 2025 0 repositories listed
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Human-Aligned Bench: Fine-Grained Assessment of Reasoning Ability in MLLMs vs. Humans16 May 2025 0 repositories listed
Syntology lines on 13 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced; each line links to that paper's sample list. Syntology's record for this page has not changed since , the first build that kept a record date for it; when this build read Syntology's graph is in the build record. For agents: get_harvested_code_for_paper(arxiv_id) lists each paper's samples; how to connect.