Ovis: Structural Embedding Alignment for Multimodal Large Language Model | Paper Citation Record

Observation 82093b3b-5904-4d0a-9070-69f69e35f8bf · inbound

LLaVA-CoT: Let Vision Language Models Reason Step-by-Step cites this paper.

LLaVA-CoT: Let Vision Language Models Reason Step-by-Step Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 39

Resolution: verified exact; arxiv_id, observed 2026-05-16T11:35:25.922253Z

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1fefffe4-841f-4476-ad1b-aab72a973087 · inbound

MMGenBench: Fully Automatically Evaluating LMMs from the Text-to-Image Generation Perspective cites this paper.

MMGenBench: Fully Automatically Evaluating LMMs from the Text-to-Image Generation Perspective Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-12T15:39:32.605366Z

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VAGUE: Visual Contexts Clarify Ambiguous Expressions cites this paper.

VAGUE: Visual Contexts Clarify Ambiguous Expressions Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-12T15:33:29.453481Z

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Observation 02504af0-6a21-40c6-8cd6-918760059e41 · inbound

Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models cites this paper.

Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 31

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Observation 2599b4e7-255d-4427-bf93-cc868e3785a3 · inbound

Evaluating and Advancing Multimodal Large Language Models in Perception Ability Lens cites this paper.

Evaluating and Advancing Multimodal Large Language Models in Perception Ability Lens Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-12T15:03:24.301248Z

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Observation 92301f46-ef64-48b7-b9d5-80f8c10b6a9f · inbound

AnySynth: Harnessing the Power of Image Synthetic Data Generation for Generalized Vision-Language Tasks cites this paper.

AnySynth: Harnessing the Power of Image Synthetic Data Generation for Generalized Vision-Language Tasks Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-12T14:03:27.913396Z

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Observation 10691041-26b8-4e48-b5e5-e17e4edce9ba · inbound

Enhancing Few-Shot Vision-Language Classification with Large Multimodal Model Features cites this paper.

Enhancing Few-Shot Vision-Language Classification with Large Multimodal Model Features Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-12T10:24:06.750576Z

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Observation 4edee02f-3b63-410e-bc20-a9cd18be64e9 · inbound

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling cites this paper.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 169

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:23:57.792749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a8fbda6f-fa91-4fa9-b3d8-097936025f9a · inbound

Chimera: Improving Generalist Model with Domain-Specific Experts cites this paper.

Chimera: Improving Generalist Model with Domain-Specific Experts Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-11T20:13:47.617136Z

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Observation e226fb37-2f60-4d15-a93c-75819721536c · inbound

POINTS1.5: Building a Vision-Language Model towards Real World Applications cites this paper.

POINTS1.5: Building a Vision-Language Model towards Real World Applications Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T17:53:35.992520Z

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Observation 33171c3b-2af3-44ee-89cc-a1671fa3703a · inbound

COEF-VQ: Cost-Efficient Video Quality Understanding through a Cascaded Multimodal LLM Framework cites this paper.

COEF-VQ: Cost-Efficient Video Quality Understanding through a Cascaded Multimodal LLM Framework Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T18:10:44.715962Z

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Observation b0878f72-9289-411e-b773-26e5a6ef4bc4 · inbound

OCRBench v2: An Improved Benchmark for Evaluating Large Multimodal Models on Visual Text Localization and Reasoning cites this paper.

OCRBench v2: An Improved Benchmark for Evaluating Large Multimodal Models on Visual Text Localization and Reasoning Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 58

Resolution: verified exact; arxiv_id, observed 2026-05-17T20:33:26.826379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 87e98038-a2f1-4336-a8f9-7a6806ca83a3 · inbound

LUSIFER: Language Universal Space Integration for Enhanced Multilingual Embeddings with Large Language Models cites this paper.

LUSIFER: Language Universal Space Integration for Enhanced Multilingual Embeddings with Large Language Models Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-10T22:45:10.984594Z

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Observation 2df41e0f-89b4-4108-a781-7705033c0986 · inbound

VITA-1.5: Towards GPT-4o Level Real-Time Vision and Speech Interaction cites this paper.

VITA-1.5: Towards GPT-4o Level Real-Time Vision and Speech Interaction Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 59

Resolution: verified exact; arxiv_id, observed 2026-05-17T21:08:19.727652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation dfb87a1a-2332-4769-8d31-8c1dc71dc8c7 · inbound

Are They the Same? Exploring Visual Correspondence Shortcomings of Multimodal LLMs cites this paper.

Are They the Same? Exploring Visual Correspondence Shortcomings of Multimodal LLMs Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-10T21:31:16.176720Z

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Observation faf8283a-7e18-46ca-a27c-1f8a2aeb734b · inbound

Valley2: Exploring Multimodal Models with Scalable Vision-Language Design cites this paper.

Valley2: Exploring Multimodal Models with Scalable Vision-Language Design Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-10T21:10:19.086305Z

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Observation ac100909-eebd-449f-a3ac-de9c8ccd516b · inbound

Compositional Generative Model of Unbounded 4D Cities cites this paper.

Compositional Generative Model of Unbounded 4D Cities Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 120

Resolution: unresolved; no resolver link, observed 2026-08-10T20:17:26.551329Z

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Observation 5fc3821e-0ff2-44bb-84c7-380649c8191e · inbound

Global Semantic-Guided Sub-image Feature Weight Allocation in High-Resolution Large Vision-Language Models cites this paper.

Global Semantic-Guided Sub-image Feature Weight Allocation in High-Resolution Large Vision-Language Models Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-10T15:18:49.974575Z

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Observation b4186bfa-ba20-4805-b984-86377a61e97d · inbound

Poison as Cure: Visual Noise for Mitigating Object Hallucinations in LVMs cites this paper.

Poison as Cure: Visual Noise for Mitigating Object Hallucinations in LVMs Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-09T21:10:05.920921Z

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Observation c57eab0a-b3ea-448c-9325-a90e0a335d38 · inbound

MobileA3gent: Training Mobile GUI Agents Using Decentralized Self-Sourced Data from Diverse Users cites this paper.

MobileA3gent: Training Mobile GUI Agents Using Decentralized Self-Sourced Data from Diverse Users Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-09T10:29:38.525159Z

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Observation f4566433-df2b-4547-be0c-63e97c43124e · inbound

InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models cites this paper.

InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 84

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:41:08.046852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4cef6bf6-12ac-4b35-b56b-21fb16ccee8a · inbound

Instruction-augmented Multimodal Alignment for Image-Text and Element Matching cites this paper.

Instruction-augmented Multimodal Alignment for Image-Text and Element Matching Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-16T12:40:26.552528Z

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Observation 5f564e75-13ed-4af2-a92e-1d7985f7c840 · inbound

VisuLogic: A Benchmark for Evaluating Visual Reasoning in Multi-modal Large Language Models cites this paper.

VisuLogic: A Benchmark for Evaluating Visual Reasoning in Multi-modal Large Language Models Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-16T11:33:47.223722Z

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Observation e38f2089-40de-436e-890c-ef9043706c2c · inbound

Seeing from Another Perspective: Evaluating Multi-View Understanding in MLLMs cites this paper.

Seeing from Another Perspective: Evaluating Multi-View Understanding in MLLMs Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-16T11:32:17.438888Z

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Observation b0d3637f-053d-4f92-8518-2f05c4747acb · inbound

RePOPE: Impact of Annotation Errors on the POPE Benchmark cites this paper.

RePOPE: Impact of Annotation Errors on the POPE Benchmark Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-16T11:22:34.522788Z

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Observation bed95706-12aa-4353-b922-d6ced562f7f0 · inbound

WildDoc: How Far Are We from Achieving Comprehensive and Robust Document Understanding in the Wild? cites this paper.

WildDoc: How Far Are We from Achieving Comprehensive and Robust Document Understanding in the Wild? Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T21:02:41.877246Z

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Observation 8d565fb3-4a9a-4d30-9dc0-c791df6aad28 · inbound

NTIRE 2025 challenge on Text to Image Generation Model Quality Assessment cites this paper.

NTIRE 2025 challenge on Text to Image Generation Model Quality Assessment Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T15:09:47.031949Z

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Observation 76420bee-e81f-491f-86c1-0dd85a6789b6 · inbound

Circle-RoPE: Cone-like Decoupled Rotary Positional Embedding for Large Vision-Language Models cites this paper.

Circle-RoPE: Cone-like Decoupled Rotary Positional Embedding for Large Vision-Language Models Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-22T14:21:39.788591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 66051f3d-87e3-4bc9-be8c-dd4563c51b30 · inbound

AutoJudger: An Agent-Driven Framework for Efficient Benchmarking of MLLMs cites this paper.

AutoJudger: An Agent-Driven Framework for Efficient Benchmarking of MLLMs Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-07T13:40:22.917151Z

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Observation 49dbe8c7-b28d-4ddf-b0db-d885e34f02f6 · inbound

mRAG: Elucidating the Design Space of Multi-modal Retrieval-Augmented Generation cites this paper.

mRAG: Elucidating the Design Space of Multi-modal Retrieval-Augmented Generation Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T12:42:25.374172Z

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Observation 464bd6fb-d219-47f4-bb85-680b63386024 · inbound

MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book cites this paper.

MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:04.167429Z

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Observation 3f99d2ac-6ad3-429a-b55a-21d3195c5188 · inbound

Affordance Benchmark for MLLMs cites this paper.

Affordance Benchmark for MLLMs Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T11:59:54.201377Z

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Observation f3ea50c4-9b66-4532-954b-befd96fe0118 · inbound

GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking cites this paper.

GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T11:55:13.202412Z

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Observation e591ffba-6bbc-4c1d-97ef-c3745c0836c4 · inbound

Multimodal Tabular Reasoning with Privileged Structured Information cites this paper.

Multimodal Tabular Reasoning with Privileged Structured Information Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T10:54:00.675957Z

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Observation 9e4548a8-5541-4013-8f38-477bf4129879 · inbound

SparseMM: Head Sparsity Emerges from Visual Concept Responses in MLLMs cites this paper.

SparseMM: Head Sparsity Emerges from Visual Concept Responses in MLLMs Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T10:27:08.565388Z

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Observation 6e33b33c-1f92-4ff7-b52d-f59fb216fe01 · inbound

Towards an Explainable Comparison and Alignment of Feature Embeddings cites this paper.

Towards an Explainable Comparison and Alignment of Feature Embeddings Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T06:05:39.512287Z

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Observation e7ea8119-c001-4313-b8b4-2dd6293465b7 · inbound

Movie Facts and Fibs (MF$^2$): A Benchmark for Long Movie Understanding cites this paper.

Movie Facts and Fibs (MF$^2$): A Benchmark for Long Movie Understanding Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T06:00:56.920387Z

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Observation 1f4d212c-0e72-4016-a0dd-0c62c367eb1e · inbound

WebUIBench: A Comprehensive Benchmark for Evaluating Multimodal Large Language Models in WebUI-to-Code cites this paper.

WebUIBench: A Comprehensive Benchmark for Evaluating Multimodal Large Language Models in WebUI-to-Code Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:50.136340Z

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Observation 7a3e6cea-898e-40e9-91fe-c3d3a86793f0 · inbound

LPO: Towards Accurate GUI Agent Interaction via Location Preference Optimization cites this paper.

LPO: Towards Accurate GUI Agent Interaction via Location Preference Optimization Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-19T09:47:13.940530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation cc074f68-bcd9-4daa-901a-fa301cb8dd23 · inbound

Revisit What You See: Revealing Visual Semantics in Vision Tokens to Guide LVLM Decoding cites this paper.

Revisit What You See: Revealing Visual Semantics in Vision Tokens to Guide LVLM Decoding Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-05-19T09:43:02.189331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2eb594c4-84b6-4122-868d-e00f4d52204c · inbound

Text-Aware Image Restoration with Diffusion Models cites this paper.

Text-Aware Image Restoration with Diffusion Models Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-07T04:41:07.869503Z

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Observation 20fd1c83-8f59-442d-a989-204ca7a10f17 · inbound

GenRecal: Generation after Recalibration from Large to Small Vision-Language Models cites this paper.

GenRecal: Generation after Recalibration from Large to Small Vision-Language Models Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-06T23:57:24.586499Z

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Observation b9fd3091-8793-423c-a21f-8becf134416e · inbound

Taming the Untamed: Graph-Based Knowledge Retrieval and Reasoning for MLLMs to Conquer the Unknown cites this paper.

Taming the Untamed: Graph-Based Knowledge Retrieval and Reasoning for MLLMs to Conquer the Unknown Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-15T19:10:13.859150Z

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Observation b9e15661-e791-481c-8847-73d935275cfd · inbound

UniCode$^2$: Cascaded Large-scale Codebooks for Unified Multimodal Understanding and Generation cites this paper.

UniCode$^2$: Cascaded Large-scale Codebooks for Unified Multimodal Understanding and Generation Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T23:01:49.723984Z

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Observation 9249863c-eb5c-4438-82bb-b1938613a098 · inbound

Med-Art: Diffusion Transformer for 2D Medical Text-to-Image Generation cites this paper.

Med-Art: Diffusion Transformer for 2D Medical Text-to-Image Generation Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T22:53:13.548511Z

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Observation 2aad56e1-aa05-4038-b813-07d979938afa · inbound

Ovis-U1 Technical Report cites this paper.

Ovis-U1 Technical Report Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T22:01:20.362999Z

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Observation ed625676-9ef6-457f-8452-fdcc4955ba73 · inbound

SAILViT: Towards Robust and Generalizable Visual Backbones for MLLMs via Gradual Feature Refinement cites this paper.

SAILViT: Towards Robust and Generalizable Visual Backbones for MLLMs via Gradual Feature Refinement Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-06T20:53:07.221154Z

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Observation f4713053-4307-437d-9fb0-c1d5bf82f1c1 · inbound

Describe Anything Model for Visual Question Answering on Text-rich Images cites this paper.

Describe Anything Model for Visual Question Answering on Text-rich Images Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T16:51:25.555322Z

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Observation 37af84cf-e2e8-4547-a004-8aab72ea8307 · inbound

In-context Learning of Vision Language Models for Detection of Physical and Digital Attacks against Face Recognition Systems cites this paper.

In-context Learning of Vision Language Models for Detection of Physical and Digital Attacks against Face Recognition Systems Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-06T15:43:16.151049Z

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Observation 73c5e2f0-5c99-4a30-8ff4-cb2338632a10 · inbound

MMGraphRAG: Bridging Vision and Language with Interpretable Multimodal Knowledge Graphs cites this paper.

MMGraphRAG: Bridging Vision and Language with Interpretable Multimodal Knowledge Graphs Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T13:20:35.862491Z

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Observation 71701df6-149d-4416-8faa-27b3e2ccb689 · inbound

Follow-Your-Instruction: A Comprehensive MLLM Agent for World Data Synthesis cites this paper.

Follow-Your-Instruction: A Comprehensive MLLM Agent for World Data Synthesis Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-05T23:17:30.234395Z

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Observation 72f64ce5-8e37-4f3a-b84e-f3d780d1ae00 · inbound

Vision-G1: Towards General Vision Language Reasoning with Multi-Domain Data Curation cites this paper.

Vision-G1: Towards General Vision Language Reasoning with Multi-Domain Data Curation Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-15T17:24:08.347677Z

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Observation a8543d23-cf53-4291-9d69-f9b6bb28ff82 · inbound

InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency cites this paper.

InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 77

Resolution: verified exact; arxiv_id, observed 2026-05-10T11:58:59.194870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation adb73585-05b2-45da-8192-0ca009ca97cf · inbound

KRETA: A Benchmark for Korean Reading and Reasoning in Text-Rich VQA Attuned to Diverse Visual Contexts cites this paper.

KRETA: A Benchmark for Korean Reading and Reasoning in Text-Rich VQA Attuned to Diverse Visual Contexts Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T15:23:53.395808Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4cd68da-f164-4e7f-8d36-51d711937cea · inbound

Towards Better Dental AI: A Multimodal Benchmark and Instruction Dataset for Panoramic X-ray Analysis cites this paper.

Towards Better Dental AI: A Multimodal Benchmark and Instruction Dataset for Panoramic X-ray Analysis Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-04T19:27:40.738360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53aec416-a58f-4094-8e9d-41da5ae12f38 · inbound

Measuring Epistemic Humility in Multimodal Large Language Models cites this paper.

Measuring Epistemic Humility in Multimodal Large Language Models Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-04T18:49:39.216124Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa648e32-13c7-4ed4-be3f-195e6326d6d0 · inbound

Physical Plausibility Reasoning via HCM-GRPO: Empowering Compact Model for Superior Performance cites this paper.

Physical Plausibility Reasoning via HCM-GRPO: Empowering Compact Model for Superior Performance Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T22:36:09.874162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55144bd6-3362-419a-9d27-1e85742fc5c8 · inbound

Diagnosing Corruption-Induced Reliability Failures in Vision-Language Models cites this paper.

Diagnosing Corruption-Induced Reliability Failures in Vision-Language Models Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-03T20:41:50.695776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d87c5108-92ad-47a2-8078-87dce0dddb10 · inbound

SCLARO: A Dataset for Grounded Scenario-Level Scene Understanding and ScenarioCLIP for Benchmarking cites this paper.

SCLARO: A Dataset for Grounded Scenario-Level Scene Understanding and ScenarioCLIP for Benchmarking Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-03T20:24:00.699557Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d081467a-fba5-47ed-8fed-6128430195bb · inbound

RefBench-PRO: Perceptual and Reasoning Oriented Benchmark for Referring Expression Comprehension cites this paper.

RefBench-PRO: Perceptual and Reasoning Oriented Benchmark for Referring Expression Comprehension Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-03T18:15:06.083870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afc7c333-08f8-428a-9dd9-e77e1b97476e · inbound

Grounding Everything in Tokens for Multimodal Large Language Models cites this paper.

Grounding Everything in Tokens for Multimodal Large Language Models Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-05-16T23:31:21.863850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f2ec3220-6993-45e7-afe4-3c0d2f6efae1 · inbound

OmniDrive-R1: Reinforcement-driven Interleaved Multi-modal Chain-of-Thought for Trustworthy Vision-Language Autonomous Driving cites this paper.

OmniDrive-R1: Reinforcement-driven Interleaved Multi-modal Chain-of-Thought for Trustworthy Vision-Language Autonomous Driving Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-16T22:38:37.851700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 405b0bd7-b878-4b6b-80e6-77fb86d9fd85 · inbound

CamReasoner: Reinforcing Camera Movement Understanding via Structured Spatial Reasoning cites this paper.

CamReasoner: Reinforcing Camera Movement Understanding via Structured Spatial Reasoning Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-05-16T10:02:42.549876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8055677a-4504-4f9f-aeb7-9700d90d47ed · inbound

VISTA-Bench: Do Vision-Language Models Really Understand Visualized Text as Well as Pure Text? cites this paper.

VISTA-Bench: Do Vision-Language Models Really Understand Visualized Text as Well as Pure Text? Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-21T13:40:12.519458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 383e7ce0-1622-4682-b2ce-6b40bb973922 · inbound

VISTA-Bench: Do Vision-Language Models Really Understand Visualized Text as Well as Pure Text? cites this paper.

VISTA-Bench: Do Vision-Language Models Really Understand Visualized Text as Well as Pure Text? Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T04:31:21.095784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a0ef8d2-a537-406a-a6e0-7c2c54522585 · inbound

ST-BiBench: Benchmarking Multi-Stream Multimodal Coordination in Bimanual Embodied Tasks for MLLMs cites this paper.

ST-BiBench: Benchmarking Multi-Stream Multimodal Coordination in Bimanual Embodied Tasks for MLLMs Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 72

Resolution: verified exact; arxiv_id, observed 2026-05-16T06:00:40.614819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d68a784c-ddc3-4120-ad0c-919370ae5623 · inbound

TSHA: A Benchmark for Visual Language Models in Trustworthy Safety Hazard Assessment Scenarios cites this paper.

TSHA: A Benchmark for Visual Language Models in Trustworthy Safety Hazard Assessment Scenarios Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-02T17:05:14.221995Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c24cc6b2-a876-4c11-a939-82b8a62d6942 · inbound

AICA-Bench: Holistically Examining the Capabilities of VLMs in Affective Image Content Analysis cites this paper.

AICA-Bench: Holistically Examining the Capabilities of VLMs in Affective Image Content Analysis Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-10T23:05:48.191772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c5a2c74d-25d1-474d-85cf-87a7b22718e4 · inbound

Walk the Talk: Bridging the Reasoning-Action Gap for Thinking with Images via Multimodal Agentic Policy Optimization cites this paper.

Walk the Talk: Bridging the Reasoning-Action Gap for Thinking with Images via Multimodal Agentic Policy Optimization Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-05-11T00:45:50.076778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a6b4084a-6e5c-4be7-b4d8-b60f0d7ccc78 · inbound

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing cites this paper.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 53

Resolution: verified exact; arxiv_id, observed 2026-05-11T23:36:14.874224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1dde09a9-7fce-4a46-b732-8dc915e1c2b5 · inbound

SenseBench: A Benchmark for Remote Sensing Low-Level Visual Perception and Description in Large Vision-Language Models cites this paper.

SenseBench: A Benchmark for Remote Sensing Low-Level Visual Perception and Description in Large Vision-Language Models Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 60

Resolution: verified exact; arxiv_id, observed 2026-05-12T06:46:34.976766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f549e748-2bac-4aa8-b48a-289107c1c9d5 · inbound

Hide to See: Reasoning-prefix Masking for Visual-anchored Thinking in VLM Distillation cites this paper.

Hide to See: Reasoning-prefix Masking for Visual-anchored Thinking in VLM Distillation Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-13T01:37:03.536685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0018550c-f79e-4a6e-8bba-94f75c0d394f · inbound

Hide to See: Reasoning-prefix Masking for Visual-anchored Thinking in VLM Distillation cites this paper.

Hide to See: Reasoning-prefix Masking for Visual-anchored Thinking in VLM Distillation Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-14T21:18:00.096827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d9f9bc5f-8391-455c-8134-3286b2c01be5 · inbound

Hide to See: Reasoning-prefix Masking for Visual-anchored Thinking in VLM Distillation cites this paper.

Hide to See: Reasoning-prefix Masking for Visual-anchored Thinking in VLM Distillation Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-19T17:02:40.601291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 614f2864-8cd5-4007-b080-24761b762d57 · inbound

Hide to See: Reasoning-prefix Masking for Visual-anchored Thinking in VLM Distillation cites this paper.

Hide to See: Reasoning-prefix Masking for Visual-anchored Thinking in VLM Distillation Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-07-01T13:45:46.453550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d201d336-c9fa-445d-9f65-12ab9b1d7268 · inbound

Why We Look Where We Look: Emergent Human-like Fixations of a Foveated Visual Language Model Maximizing Scene Understanding cites this paper.

Why We Look Where We Look: Emergent Human-like Fixations of a Foveated Visual Language Model Maximizing Scene Understanding Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-20T12:28:17.150176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation faa0fa58-f5bf-4400-a2d3-40f4c955cfc0 · inbound

PaddleOCR-VL-1.6: Expanding the Frontier of Document Parsing with Under-Optimized Region Refinement and Progressive Post-Training cites this paper.

PaddleOCR-VL-1.6: Expanding the Frontier of Document Parsing with Under-Optimized Region Refinement and Progressive Post-Training Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-07-02T02:46:28.874283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 758b02c2-9bbd-4c5b-96f8-58ff6ff3930e · inbound

Improving Multimodal Reasoning via Worst Dimension Optimization cites this paper.

Improving Multimodal Reasoning via Worst Dimension Optimization Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-07-02T17:37:14.785734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 55bd621e-e782-4ba8-816a-259ff541926e · inbound

Sci-Rho: A Multilingual Visually-Grounded Symbolic Benchmark for STEM Problems cites this paper.

Sci-Rho: A Multilingual Visually-Grounded Symbolic Benchmark for STEM Problems Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 5

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T20:47:22.877488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 04329fb6-cc2c-49bc-bb8d-c18d94ef6f20 · inbound

Vision Language Model Helps Private Information De-Identification in Vision Data cites this paper.

Vision Language Model Helps Private Information De-Identification in Vision Data Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 8

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T01:27:31.571951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation bda50666-f002-45bb-93eb-488050348969 · inbound

MMGist: A Comprehensive Multimodal Benchmark for 2027 cites this paper.

MMGist: A Comprehensive Multimodal Benchmark for 2027 Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 4

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T08:49:41.624746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1d106ec9-fef4-475b-81b4-adb180e853be · inbound

SSMNBench: Diagnosing Image-based Cross-View Human-Object Understanding via Single-View Sufficiency and Multi-View Necessity cites this paper.

SSMNBench: Diagnosing Image-based Cross-View Human-Object Understanding via Single-View Sufficiency and Multi-View Necessity Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 44

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T19:50:10.269996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 49bfc17c-8e25-4814-b5a0-0d1bdc7b8123 · inbound

Learning to Deny: Action Denial in Multimodal Large Language Models cites this paper.

Learning to Deny: Action Denial in Multimodal Large Language Models Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 48

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T09:45:39.575996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0a7e38af-4132-4b7f-8c47-ce4f2a0758e6 · inbound

BVS: Bayesian Visual Search with Multimodal Large Language Model for Fine-grained Perception cites this paper.

BVS: Bayesian Visual Search with Multimodal Large Language Model for Fine-grained Perception Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 169

Resolution: unresolved; no resolver link, observed 2026-07-12T04:17:40.198357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3cfa9f04-8c0d-42f4-9872-845e2e18b834 · inbound

CritiqueDriveVLM: From Verifier-Guided Reinforcement Learning to Latent Thought Distillation for Autonomous Driving cites this paper.

CritiqueDriveVLM: From Verifier-Guided Reinforcement Learning to Latent Thought Distillation for Autonomous Driving Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-11T21:09:01.431209Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7c78af9-1734-4328-8a70-714b749a41ad · inbound

Boogu-Image-0.1: Boosting Open Agentic Multimodal Generation via Understanding under a Minimal Budget cites this paper.

Boogu-Image-0.1: Boosting Open Agentic Multimodal Generation via Understanding under a Minimal Budget Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-02T06:14:00.278259Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34d2f83b-6417-421b-976b-1456d15465a3 · inbound

ParVL: Parallel Scaling and Expandable Compute Allocation for Multimodal LLMs cites this paper.

ParVL: Parallel Scaling and Expandable Compute Allocation for Multimodal LLMs Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-05T04:16:08.332153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1836c33e-29ea-4d80-8e5c-30e8cb31dd43 · inbound

VLZip: Unified Visual and Textual Compression for Interleaved Long-Context Modeling cites this paper.

VLZip: Unified Visual and Textual Compression for Interleaved Long-Context Modeling Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-14T04:35:15.914749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99db7e44-8e9e-4f4c-94de-25f2a8a3cad7 · inbound

LookBack: Where and How to Score LVLM Responses via Visual Reference Usage cites this paper.

LookBack: Where and How to Score LVLM Responses via Visual Reference Usage Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-16T00:29:57.236863Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41a3d6da-d642-43e6-9e99-291332c9eaba · inbound

NaviDC-OCR: Navigating Document Parsing Across Digital and Camera-Captured Documents cites this paper.

NaviDC-OCR: Navigating Document Parsing Across Digital and Camera-Captured Documents Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T21:04:29.967519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers