Paper Citation Record · LEDGER

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

As of 11 August 2026, this Paper Citation Record lists 100 of 300 outbound references and 100 inbound Pith citation observations for arXiv:2412.05271.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2412.05271 v5

Coverage vector

measured 100 of 300 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T13:23:57.588851Z

measured 200 of 200 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 100 of 585 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T23:07:14.402030Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

100 of 300 outbound references displayed

verified exact46
verified fuzzy53
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

14
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation f6c45375-722c-4cfa-ac61-f9e4c0d07f36 · outbound

This paper cites Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-10T20:19:27.408543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 354b7464-ff37-4753-ad03-5c415cbf0441 · outbound

This paper cites Tallyqa: Answering complex counting questions.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Tallyqa: Answering complex counting questions

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.360590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 93d80056-95b1-492c-94ad-be8acfa3505f · outbound

This paper cites GPT-4 Technical Report.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling GPT-4 Technical Report

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-05-10T13:23:58.304469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9fba97ac-8164-4ec5-ab38-540fb7d35e16 · outbound

This paper cites Wave-ui.https://huggingface.co/datasets/agentsea/wave-ui.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Wave-ui.https://huggingface.co/datasets/agentsea/wave-ui

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.363040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 323706d6-fa24-480b-ac17-bda0a7906393 · outbound

This paper cites Flamingo: a visual language model for few-shot learning.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Flamingo: a visual language model for few-shot learning

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.365608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 44c6580b-d82f-468d-8fd1-3c31b82425bb · outbound

This paper cites MathQA: Towards Interpretable Math Word Problem Solving with Operation-Based Formalisms.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling MathQA: Towards Interpretable Math Word Problem Solving with Operation-Based Formalisms

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:23:57.979866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e0e95554-2034-4cac-9471-b5bcb336e11c · outbound

This paper cites CG-bench: Clue-grounded question answering benchmark for long video understanding.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling CG-bench: Clue-grounded question answering benchmark for long video understanding

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.368059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 46d8af48-b448-47f6-9c96-adc88e7ff32c · outbound

This paper cites The claude 3 model family: Opus, sonnet, haiku.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling The claude 3 model family: Opus, sonnet, haiku

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.370526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d8f74ace-34ed-467e-aa61-059efcbdbd07 · outbound

This paper cites Program Synthesis with Large Language Models.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Program Synthesis with Large Language Models

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-05-10T13:23:57.990455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 624abb5d-089f-4e24-be61-b1e657ff8799 · outbound

This paper cites Scanqa: 3d question answering for spatial scene understanding.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Scanqa: 3d question answering for spatial scene understanding

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.373458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fa35076e-1a37-480f-a103-61cddbd93720 · outbound

This paper cites Layer Normalization.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Layer Normalization

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-05-10T13:23:58.350691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4714b379-b938-4275-8412-a754b91415ce · outbound

This paper cites UIBert: Learning Generic Multimodal Representations for UI Understanding.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling UIBert: Learning Generic Multimodal Representations for UI Understanding

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:23:57.822404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 09e339bd-a6fd-402b-8182-6e3b6b40d1ff · outbound

This paper cites Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-05-10T13:23:57.826373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8e6f0162-5275-409f-b560-26a0c7f33847 · outbound

This paper cites Beijing Anjie Zhihe Technology Co.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Beijing Anjie Zhihe Technology Co

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.375954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7f6d035e-ec60-4786-9d2c-f490c62ea316 · outbound

This paper cites Vqa-med: Overview of the medical visual question answering task at imageclef 2019.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Vqa-med: Overview of the medical visual question answering task at imageclef 2019

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.378510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ea95d6a2-7514-4ea7-a452-c8045913625b · outbound

This paper cites Are we done with ImageNet?.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Are we done with ImageNet?

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:23:58.188150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0bb7bda7-fd34-4aba-becf-74f2a1b0f875 · outbound

This paper cites Scene text visual question answering.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Scene text visual question answering

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.381204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7121e350-55b6-465f-8688-93b65c912694 · outbound

This paper cites Coco-stuff: Thing and stuff classes in context.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Coco-stuff: Thing and stuff classes in context

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.383753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e101ffbc-5196-4ad1-923a-711163632721 · outbound

This paper cites InternLM2 Technical Report.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling InternLM2 Technical Report

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-15T11:44:38.670888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a4363e8f-6050-4b32-8e09-e2d4012c3416 · outbound

This paper cites An augmented benchmark dataset for geometric question answering through dual parallel text encoding.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling An augmented benchmark dataset for geometric question answering through dual parallel text encoding

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.386224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation dd3ab7b6-9103-480c-94e6-fa775efba9b0 · outbound

This paper cites openai summarize tldr dataset.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling openai summarize tldr dataset

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.388534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6f6b7ac7-e5ca-4054-b417-548da7b31f1f · outbound

This paper cites AMEX: Android Multi-annotation Expo Dataset for Mobile GUI Agents.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling AMEX: Android Multi-annotation Expo Dataset for Mobile GUI Agents

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:23:57.830230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fb483837-30a6-4fa4-9425-392ee7ade3e7 · outbound

This paper cites MapQA: A Dataset for Question Answering on Choropleth Maps.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling MapQA: A Dataset for Question Answering on Choropleth Maps

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:23:57.834590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c53053c5-01e5-4ccf-8047-9d75d2bca10e · outbound

This paper cites GUI-World: A Video Benchmark and Dataset for Multimodal GUI-oriented Understanding.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling GUI-World: A Video Benchmark and Dataset for Multimodal GUI-oriented Understanding

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:23:57.890681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 60562b2e-a27c-4d56-b8c2-6b73887b1e0f · outbound

This paper cites ALLaVA: Harnessing GPT4V-Synthesized Data for Lite Vision-Language Models.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling ALLaVA: Harnessing GPT4V-Synthesized Data for Lite Vision-Language Models

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-23T22:20:22.000193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 659889a3-271d-4631-9648-860b79fec7d1 · outbound

This paper cites UniGeo: Unifying Geometry Logical Reasoning via Reformulating Mathematical Expression.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling UniGeo: Unifying Geometry Logical Reasoning via Reformulating Mathematical Expression

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:23:57.903870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 127d7c43-50e8-49af-bbac-9ac9e201ae31 · outbound

This paper cites Shikra: Unleashing Multimodal LLM's Referential Dialogue Magic.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Shikra: Unleashing Multimodal LLM's Referential Dialogue Magic

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-05-12T15:52:36.167809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1f6485f8-3e12-4f5e-97e5-41ac988bff8e · outbound

This paper cites Are We on the Right Way for Evaluating Large Vision-Language Models?.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Are We on the Right Way for Evaluating Large Vision-Language Models?

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-12T19:41:44.612219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f3a0cecc-bea8-4593-a9bb-c07b62f3935f · outbound

This paper cites ShareGPT4V: Improving Large Multi-Modal Models with Better Captions.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling ShareGPT4V: Improving Large Multi-Modal Models with Better Captions

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-13T17:08:13.182567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 235ff406-5120-49e3-9bd1-921fedb6817a · outbound

This paper cites ShareGPT4Video: Improving Video Understanding and Generation with Better Captions.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling ShareGPT4Video: Improving Video Understanding and Generation with Better Captions

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:23:57.967610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7993ecb8-ec6e-47c0-b96e-09826a1b3e5c · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Evaluating Large Language Models Trained on Code

Reference 31

Resolution: verified exact; local_arxiv, observed 2026-05-10T13:23:57.971121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 22fcdd29-2720-4847-99da-eb49e1a98a7b · outbound

This paper cites A simple framework for contrastive learning of visual representations.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling A simple framework for contrastive learning of visual representations

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.391100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ee10c80f-3f0a-4ca0-b821-35c3987f5ae8 · outbound

This paper cites Theoremqa: A theorem-driven question answering dataset.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Theoremqa: A theorem-driven question answering dataset

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.393419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8e3386e5-9654-44b0-99f9-8f203cd8f7e5 · outbound

This paper cites LongLoRA: Efficient Fine-tuning of Long-Context Large Language Models.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling LongLoRA: Efficient Fine-tuning of Long-Context Large Language Models

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:23:57.999994Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3d589368-0d9b-4329-bab3-856bd93828e0 · outbound

This paper cites How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-05-12T20:58:59.653229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 32d5ffd0-f0f2-439d-ba2e-b0117d08fd83 · outbound

This paper cites Internvl: Scaling up vision foundation models and aligning for generic visual-linguistic tasks.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Internvl: Scaling up vision foundation models and aligning for generic visual-linguistic tasks

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.395678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b8a88a99-2a9f-45e9-ab5a-1e92c7b096b4 · outbound

This paper cites SeeClick: Harnessing GUI Grounding for Advanced Visual GUI Agents.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling SeeClick: Harnessing GUI Grounding for Advanced Visual GUI Agents

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-05-17T10:09:46.778093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 40bb2c53-e9d1-49b9-855f-a2b08239daea · outbound

This paper cites VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-05-11T02:44:53.738794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 77e3eb98-8e06-4249-a49c-28d457da9b53 · outbound

This paper cites Complicated Table Structure Recognition.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Complicated Table Structure Recognition

Reference 39

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:23:58.297348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2072faca-4cc8-4def-8c17-493f25100f25 · outbound

This paper cites Icdar2019 robust reading challenge on arbitrary-shaped text-rrc-art.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Icdar2019 robust reading challenge on arbitrary-shaped text-rrc-art

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.398154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8442830c-d1a9-448f-9194-58572393f992 · outbound

This paper cites Scaling instruction-finetuned language models.Journal of Machine Learning Research, 25(70):1–53.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Scaling instruction-finetuned language models.Journal of Machine Learning Research, 25(70):1–53

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.400595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5d768e4e-9c07-435f-8abe-2c3758eae32e · outbound

This paper cites Simple and effective multi-paragraph reading comprehension.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Simple and effective multi-paragraph reading comprehension

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.402827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 44bf3c12-1781-47b2-af9c-6c485ee89c51 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Training Verifiers to Solve Math Word Problems

Reference 43

Resolution: verified exact; local_arxiv, observed 2026-05-10T13:23:57.818171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation cf974630-4a7d-480c-bae4-e9fdbb75f9d2 · outbound

This paper cites Free dolly: Introducing the world’s first truly open instruction-tuned llm.Company Blog of Databricks.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Free dolly: Introducing the world’s first truly open instruction-tuned llm.Company Blog of Databricks

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.405052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 95ba00ff-1a82-44d4-8d0d-2b02e1fddd1a · outbound

This paper cites Mmsegmentation: Openmmlab semantic segmentation toolbox and benchmark.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Mmsegmentation: Openmmlab semantic segmentation toolbox and benchmark

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.407306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 47acdf29-cdb4-4dd7-a7e4-4fa9d700e13e · outbound

This paper cites Opencompass: A universal evaluation platform for foundation models.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Opencompass: A universal evaluation platform for foundation models

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.409684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 55afcede-c500-4d5a-831c-724fe53fda83 · outbound

This paper cites Grok-1.5 vision preview: Connecting the digital and physical worlds with our first multimodal model.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Grok-1.5 vision preview: Connecting the digital and physical worlds with our first multimodal model

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.412165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 10522019-f25c-41d5-9fb1-e405a54f695c · outbound

This paper cites UltraFeedback: Boosting Language Models with Scaled AI Feedback.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling UltraFeedback: Boosting Language Models with Scaled AI Feedback

Reference 48

Resolution: verified exact; arxiv_id, observed 2026-05-17T16:41:29.205174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f3cd8071-a568-4027-827a-498bba347186 · outbound

This paper cites 15M Multimodal Facial Image-Text Dataset.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling 15M Multimodal Facial Image-Text Dataset

Reference 49

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:23:57.868217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e43d73ea-e6e2-4505-95b4-506290f133e8 · outbound

This paper cites NVLM: Open Frontier-Class Multimodal LLMs.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling NVLM: Open Frontier-Class Multimodal LLMs

Reference 50

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:23:57.872990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d9215db8-6b1a-4f96-94c6-4b1a1308751d · outbound

This paper cites Visual dialog.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Visual dialog

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.414638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1f38ce5d-6752-4d25-a716-95b6b5740df3 · outbound

This paper cites Deep visual template-free form parsing.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Deep visual template-free form parsing

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.417043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5e330b7a-74b4-4e11-bf4b-817f6e0fb2ab · outbound

This paper cites Scaling vision transformers to 22 billion parameters.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Scaling vision transformers to 22 billion parameters

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.419210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7286b563-8a32-4138-aa2c-422486401088 · outbound

This paper cites Molmo and PixMo: Open Weights and Open Data for State-of-the-Art Vision-Language Models.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Molmo and PixMo: Open Weights and Open Data for State-of-the-Art Vision-Language Models

Reference 54

Resolution: verified exact; arxiv_id, observed 2026-05-15T01:55:12.888993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e83a9c2e-b407-44d3-8d3c-e83bb8c36cc8 · outbound

This paper cites Rico: A mobile app dataset for building data-driven design applications.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Rico: A mobile app dataset for building data-driven design applications

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.421594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d7f5bb5b-eab9-4755-9c7b-5da408ac3dd0 · outbound

This paper cites Imagenet: A large-scale hierarchical image database.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Imagenet: A large-scale hierarchical image database

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.424129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bed1a26e-b107-425b-8654-6f8d9aaae828 · outbound

This paper cites Mind2web: Towards a generalist agent for the web.Advances in Neural Information Processing Systems, 36.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Mind2web: Towards a generalist agent for the web.Advances in Neural Information Processing Systems, 36

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.426651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1fdc4fd8-47a4-4c8e-8316-1f1e03ad236e · outbound

This paper cites Enhancing Chat Language Models by Scaling High-quality Instructional Conversations.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Enhancing Chat Language Models by Scaling High-quality Instructional Conversations

Reference 58

Resolution: verified exact; arxiv_id, observed 2026-05-15T17:25:08.436185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6310e289-b803-4cb2-b21a-858594f9b6ad · outbound

This paper cites Vintern-1B: An Efficient Multimodal Large Language Model for Vietnamese.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Vintern-1B: An Efficient Multimodal Large Language Model for Vietnamese

Reference 59

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:23:57.959889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation caf1b279-98f3-42ab-99e1-0add0841ad00 · outbound

This paper cites InternLM-XComposer2-4KHD: A Pioneering Large Vision-Language Model Handling Resolutions from 336 Pixels to 4K HD.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling InternLM-XComposer2-4KHD: A Pioneering Large Vision-Language Model Handling Resolutions from 336 Pixels to 4K HD

Reference 60

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:23:57.963396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9a81c0a4-de17-496c-b52b-09e5ae113c23 · outbound

This paper cites An image is worth 16x16 words: Transformers for image recognition at scale.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling An image is worth 16x16 words: Transformers for image recognition at scale

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.429366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a2a7b757-325b-4b77-bb96-7764b6a85952 · outbound

This paper cites Glm: General language model pretraining with autoregressive blank infilling.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Glm: General language model pretraining with autoregressive blank infilling

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.432075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6dbff460-5d56-49d6-b8d8-fab692dc5b19 · outbound

This paper cites Vlmevalkit: An open-source toolkit for evaluating large multi-modality models.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Vlmevalkit: An open-source toolkit for evaluating large multi-modality models

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.434722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3170f94b-7a23-46b3-b90b-751fc514e2d5 · outbound

This paper cites The Llama 3 Herd of Models.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling The Llama 3 Herd of Models

Reference 64

Resolution: verified exact; local_arxiv, observed 2026-05-10T13:23:57.983459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0bbc87ab-4cc4-4e82-851a-e02b4159ce21 · outbound

This paper cites MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding

Reference 65

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:23:57.987120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 66de3b3f-90be-48f2-8765-9a3ed77d7fe2 · outbound

This paper cites Eva: Exploring the limits of masked visual representation learning at scale.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Eva: Exploring the limits of masked visual representation learning at scale

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.437245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 62238b76-6a20-4a0d-8d56-4e96b07e5dc9 · outbound

This paper cites Finevideo.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Finevideo

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.439617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e638a4f1-5d1e-4f00-9214-025ed6f888cc · outbound

This paper cites MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models

Reference 68

Resolution: verified exact; arxiv_id, observed 2026-05-10T20:25:34.870358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4ba4a556-a5f4-46d4-b39d-05c6a1cae324 · outbound

This paper cites Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis

Reference 69

Resolution: verified exact; arxiv_id, observed 2026-05-11T01:58:42.298802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b97e81f7-0bde-406c-b183-6b7e09787a8c · outbound

This paper cites BLINK: Multimodal Large Language Models Can See but Not Perceive.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 70

Resolution: verified exact; arxiv_id, observed 2026-05-15T20:18:15.850579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7fedb350-47bb-4f9a-9359-3913c8e6be31 · outbound

This paper cites Mini-InternVL: A Flexible-Transfer Pocket Multimodal Model with 5% Parameters and 90% Performance.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Mini-InternVL: A Flexible-Transfer Pocket Multimodal Model with 5% Parameters and 90% Performance

Reference 71

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:23:58.094306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5339a34a-c7b7-4878-b74e-45b760824bde · outbound

This paper cites Overview of the imageclef 2015 medical classification task.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Overview of the imageclef 2015 medical classification task

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.441847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fc442fde-599a-4e73-85dc-09b7afc08aa7 · outbound

This paper cites Glaive code assistant v3 dataset.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Glaive code assistant v3 dataset

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.444174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a38aa9de-01fc-437f-a34c-796538a9b56b · outbound

This paper cites Making the v in vqa matter: Elevating the role of image understanding in visual question answering.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Making the v in vqa matter: Elevating the role of image understanding in visual question answering

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.447140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7e44df2f-7b5f-4361-abe4-6e2430872b61 · outbound

This paper cites Wukong: A 100 million large-scale chinese cross-modal pre-training benchmark.Advances in Neural Information Processing Systems, 35:26418–26431.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Wukong: A 100 million large-scale chinese cross-modal pre-training benchmark.Advances in Neural Information Processing Systems, 35:26418–26431

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.450331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5fae675e-72b8-49f3-8c13-71fc57915129 · outbound

This paper cites Infinity-MM: Scaling Multimodal Performance with Large-Scale and High-Quality Instruction Data.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Infinity-MM: Scaling Multimodal Performance with Large-Scale and High-Quality Instruction Data

Reference 76

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:23:58.280731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a3d66bc5-602d-4f6e-833d-809142c9cb8b · outbound

This paper cites HallusionBench: An Advanced Diagnostic Suite for Entangled Language Hallucination and Visual Illusion in Large Vision-Language Models.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling HallusionBench: An Advanced Diagnostic Suite for Entangled Language Hallucination and Visual Illusion in Large Vision-Language Models

Reference 77

Resolution: verified exact; arxiv_id, observed 2026-05-17T01:22:04.360724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 85960aff-c758-4087-be01-70127bcd6fee · outbound

This paper cites Eaten: Entity-aware attention for single shot visual text extraction.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Eaten: Entity-aware attention for single shot visual text extraction

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.452832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 67a82fb9-b2d9-4c93-a750-623edba794ac · outbound

This paper cites Synthetic data for text localisation in natural images.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Synthetic data for text localisation in natural images

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.455076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 699a2106-755f-48b2-9e04-9a632f4f974e · outbound

This paper cites OlympiadBench: A Challenging Benchmark for Promoting AGI with Olympiad-Level Bilingual Multimodal Scientific Problems.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling OlympiadBench: A Challenging Benchmark for Promoting AGI with Olympiad-Level Bilingual Multimodal Scientific Problems

Reference 80

Resolution: verified exact; arxiv_id, observed 2026-05-11T08:38:21.105975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e6bfa9cf-62c2-40fc-91be-52d0081facb4 · outbound

This paper cites WanJuan: A Comprehensive Multimodal Dataset for Advancing English and Chinese Large Models.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling WanJuan: A Comprehensive Multimodal Dataset for Advancing English and Chinese Large Models

Reference 81

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:23:58.347493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d0e8539c-9254-4489-90ac-7d2fd41c2461 · outbound

This paper cites Icpr2018 contest on robust reading for multi-type web images.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Icpr2018 contest on robust reading for multi-type web images

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.457412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4bf4431e-000a-445a-8ce5-748ec76f7c19 · outbound

This paper cites PathVQA: 30000+ Questions for Medical Visual Question Answering.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling PathVQA: 30000+ Questions for Medical Visual Question Answering

Reference 83

Resolution: verified exact; arxiv_id, observed 2026-05-15T05:14:19.084463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a5520a15-8b69-4963-bf98-1098b9fc63d0 · outbound

This paper cites The many faces of robustness: A critical analysis of out-of-distribution generalization.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling The many faces of robustness: A critical analysis of out-of-distribution generalization

Reference 84

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.460242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b92d0459-6b89-4b34-8e2f-4f09117617e7 · outbound

This paper cites Measuring massive multitask language understanding.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Measuring massive multitask language understanding

Reference 85

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.462920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation df2856e6-2c71-4da3-992e-ebb5d925fba4 · outbound

This paper cites Measuring mathematical problem solving with the MATH dataset.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Measuring mathematical problem solving with the MATH dataset

Reference 86

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.465637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation cfd386e3-f8ed-4be4-aef3-019c4f0c951b · outbound

This paper cites Natural adversarial examples.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Natural adversarial examples

Reference 87

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.469535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1866826c-40cb-464d-baf8-ad6367a71bad · outbound

This paper cites understanding.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling understanding

Reference 88

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.473631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d695a355-98d6-48cb-b35b-c526d39faaae · outbound

This paper cites Parsynth-ocr-200k.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Parsynth-ocr-200k

Reference 89

Resolution: verified fuzzy; raw_fallback, observed 2026-05-10T13:23:58.475824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9c88df7b-8560-497e-a806-0816a2ed83c7 · outbound

This paper cites Unnatural Instructions: Tuning Language Models with (Almost) No Human Labor.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Unnatural Instructions: Tuning Language Models with (Almost) No Human Labor

Reference 90

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:23:57.839380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7c2ade04-1f1a-4b33-9f6c-9ddf43dfba83 · outbound

This paper cites Koniq-10k: An ecologically valid database for deep learning of blind image quality assessment.IEEE Transactions on Image Processing, 29:4041–4056.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Koniq-10k: An ecologically valid database for deep learning of blind image quality assessment.IEEE Transactions on Image Processing, 29:4041–4056

Reference 91

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T00:12:54.670390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f9cda3eb-b097-4f41-814d-e2911563940b · outbound

This paper cites ScreenQA: Large-Scale Question-Answer Pairs over Mobile App Screenshots.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling ScreenQA: Large-Scale Question-Answer Pairs over Mobile App Screenshots

Reference 92

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:23:57.851045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 36eb7878-7b97-440b-86f7-8d44812fc120 · outbound

This paper cites mPLUG-DocOwl 1.5: Unified Structure Learning for OCR-free Document Understanding.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling mPLUG-DocOwl 1.5: Unified Structure Learning for OCR-free Document Understanding

Reference 93

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:23:57.855416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 15dd39bf-a818-44c5-916a-6b13c7ab6f3c · outbound

This paper cites Medical-diff-vqa: a large-scale medical dataset for difference visual question answering on chest x-ray images.PhysioNet.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Medical-diff-vqa: a large-scale medical dataset for difference visual question answering on chest x-ray images.PhysioNet

Reference 94

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T00:12:54.736851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6f964294-f194-4733-88d5-be647956b2a8 · outbound

This paper cites Movienet: A holistic dataset for movie understanding.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Movienet: A holistic dataset for movie understanding

Reference 95

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T00:12:54.824691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2f3cc5e8-6445-4223-bfea-2f528fcd8dd9 · outbound

This paper cites C-eval: A multi-level multi-discipline chinese evaluation suite for foundation models.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling C-eval: A multi-level multi-discipline chinese evaluation suite for foundation models

Reference 96

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T00:12:54.801783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 21468330-e7e7-4cca-9bb7-6c2f79fa3cef · outbound

This paper cites Icdar2019 competition on scanned receipt ocr and information extraction.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Icdar2019 competition on scanned receipt ocr and information extraction

Reference 97

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T00:12:54.615637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation cab861df-f609-4b41-9152-7f9c9c61b937 · outbound

This paper cites Gqa: A new dataset for real-world visual reasoning and compositional question answering.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Gqa: A new dataset for real-world visual reasoning and compositional question answering

Reference 98

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T00:12:54.516591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6ef5c445-9ec3-44d0-bcea-6883d0311021 · outbound

This paper cites Egotaskqa: Understanding human tasks in egocentric videos.Advances in Neural Information Processing Systems, 35:3343–3360.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Egotaskqa: Understanding human tasks in egocentric videos.Advances in Neural Information Processing Systems, 35:3343–3360

Reference 99

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T00:12:54.666807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d3cb90da-ce14-4dc8-937c-e425142bc3da · outbound

This paper cites MANTIS: Interleaved Multi-Image Instruction Tuning.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling MANTIS: Interleaved Multi-Image Instruction Tuning

Reference 100

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T13:23:57.921274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

Observation dbf3dc5f-04ef-452f-b47e-d9e69ed2731a · inbound

Aguvis: Unified Pure Vision Agents for Autonomous GUI Interaction cites this paper.

Aguvis: Unified Pure Vision Agents for Autonomous GUI Interaction Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 73

Resolution: verified exact; local_arxiv, observed 2026-05-18T04:09:41.571937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4a4005a2-c553-4284-93bf-4d199e027499 · inbound

Vinci: A Real-time Embodied Smart Assistant based on Egocentric Vision-Language Model cites this paper.

Vinci: A Real-time Embodied Smart Assistant based on Egocentric Vision-Language Model Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-10T23:07:14.402030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe5de7f2-d8da-4945-9db7-4404a8086643 · 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 Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-05-17T20:33:26.755761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4b69a1b7-2758-4655-b24f-0ec49c7eaa31 · inbound

CaReBench: A Fine-Grained Benchmark for Video Captioning and Retrieval cites this paper.

CaReBench: A Fine-Grained Benchmark for Video Captioning and Retrieval Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-10T22:52:00.747316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db4489fd-e6fb-47cb-98ff-2ea6d77c59d0 · inbound

VideoChat-Flash: Hierarchical Compression for Long-Context Video Modeling cites this paper.

VideoChat-Flash: Hierarchical Compression for Long-Context Video Modeling Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-05-18T04:02:43.692536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d5cdff0d-953d-440d-997d-61b082553ac0 · inbound

HLV-1K: A Large-scale Hour-Long Video Benchmark for Time-Specific Long Video Understanding cites this paper.

HLV-1K: A Large-scale Hour-Long Video Benchmark for Time-Specific Long Video Understanding Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-10T22:27:56.494682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fdfc9d99-3ca6-4c53-8d07-d375493f4258 · inbound

Sa2VA: Marrying SAM2 with LLaVA for Dense Grounded Understanding of Images and Videos cites this paper.

Sa2VA: Marrying SAM2 with LLaVA for Dense Grounded Understanding of Images and Videos Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-05-16T11:39:22.419329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 087cd7be-d6e1-4c05-b617-a14ff3b46f4a · 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 Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T21:31:15.878718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c85b112d-5f3d-4c60-b896-0c86dd59248e · inbound

LLaVA-Octopus: Unlocking Instruction-Driven Adaptive Projector Fusion for Video Understanding cites this paper.

LLaVA-Octopus: Unlocking Instruction-Driven Adaptive Projector Fusion for Video Understanding Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-05-23T06:02:37.386976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e14bc7da-57d3-437f-930e-d95c1e01be9e · inbound

Can MLLMs Reason in Multimodality? EMMA: An Enhanced MultiModal ReAsoning Benchmark cites this paper.

Can MLLMs Reason in Multimodality? EMMA: An Enhanced MultiModal ReAsoning Benchmark Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T21:18:59.495233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07d3c61f-97c8-43a9-b894-6fb073d2041b · inbound

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

Valley2: Exploring Multimodal Models with Scalable Vision-Language Design Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T21:10:18.883573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f56fa86e-db31-4618-a2a3-65e0feffd7b9 · inbound

Parameter-Inverted Image Pyramid Networks for Visual Perception and Multimodal Understanding cites this paper.

Parameter-Inverted Image Pyramid Networks for Visual Perception and Multimodal Understanding Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-10T20:39:35.338553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03ae5b0e-f7eb-4be8-9daf-d4fa9ce6d87b · inbound

Omni-Emotion: Extending Video MLLM with Detailed Face and Audio Modeling for Multimodal Emotion Analysis cites this paper.

Omni-Emotion: Extending Video MLLM with Detailed Face and Audio Modeling for Multimodal Emotion Analysis Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-10T20:03:12.706160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fdacd6b9-e11a-4829-a704-0402494f65ce · inbound

AdaFV: Rethinking of Visual-Language alignment for VLM acceleration cites this paper.

AdaFV: Rethinking of Visual-Language alignment for VLM acceleration Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T20:00:12.574172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d12f5c2c-075e-46f1-a857-0347cf2ed681 · inbound

A Simple Aerial Detection Baseline of Multimodal Language Models cites this paper.

A Simple Aerial Detection Baseline of Multimodal Language Models Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T19:48:22.445114Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8514a535-74bc-4bba-ac64-6b00fd3a5803 · inbound

Is your LLM trapped in a Mental Set? Investigative study on how mental sets affect the reasoning capabilities of LLMs cites this paper.

Is your LLM trapped in a Mental Set? Investigative study on how mental sets affect the reasoning capabilities of LLMs Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-10T17:51:06.874624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fdbc36e7-7bd3-4698-8f73-99efc9412160 · inbound

InternLM-XComposer2.5-Reward: A Simple Yet Effective Multi-Modal Reward Model cites this paper.

InternLM-XComposer2.5-Reward: A Simple Yet Effective Multi-Modal Reward Model Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T17:18:40.020319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bc5ee28-ccce-48cb-8d24-fbf9ab89ec04 · inbound

VideoLLaMA 3: Frontier Multimodal Foundation Models for Image and Video Understanding cites this paper.

VideoLLaMA 3: Frontier Multimodal Foundation Models for Image and Video Understanding Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-05-11T01:19:59.991095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6d0295fd-ec2e-40ef-b063-7e45bdf771de · inbound

OCSU: Optical Chemical Structure Understanding for Molecule-centric Scientific Discovery cites this paper.

OCSU: Optical Chemical Structure Understanding for Molecule-centric Scientific Discovery Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-10T14:23:33.436247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bba54c0c-287d-494f-aa6e-d45ed753f2dc · inbound

Ocean-OCR: Towards General OCR Application via a Vision-Language Model cites this paper.

Ocean-OCR: Towards General OCR Application via a Vision-Language Model Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-10T14:14:54.622105Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a099e45-6051-4743-a87f-585d228c25a1 · inbound

AIN: The Arabic INclusive Large Multimodal Model cites this paper.

AIN: The Arabic INclusive Large Multimodal Model Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-09T20:17:40.316184Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43321dff-4be8-48d7-8055-8195a6e15781 · inbound

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation cites this paper.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:00.987901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2193c28a-8434-4b28-9561-5bd00eefe9ad · inbound

WorldSense: Evaluating Real-world Omnimodal Understanding for Multimodal LLMs cites this paper.

WorldSense: Evaluating Real-world Omnimodal Understanding for Multimodal LLMs Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-05-17T05:53:26.373635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d3d61bf3-5cef-4116-b793-1bcec186b665 · inbound

Ola: Pushing the Frontiers of Omni-Modal Language Model cites this paper.

Ola: Pushing the Frontiers of Omni-Modal Language Model Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-08T22:47:39.073045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e497a2f-7f7b-4020-a666-7df7f524aa32 · inbound

SARChat-Bench-2M: A Multi-Task Vision-Language Benchmark for SAR Image Interpretation cites this paper.

SARChat-Bench-2M: A Multi-Task Vision-Language Benchmark for SAR Image Interpretation Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-08T10:14:30.118925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0a61174-98ae-4d45-a0c6-b7deacda45be · inbound

EmoAssist: Emotional Assistant for Visual Impairment Community cites this paper.

EmoAssist: Emotional Assistant for Visual Impairment Community Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T22:05:56.815330Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be40dd94-a9cd-4805-a809-abc0d8a832aa · inbound

Qwen2.5-VL Technical Report cites this paper.

Qwen2.5-VL Technical Report Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-05-23T02:25:19.071625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3a059973-2a2b-4636-9b9f-9ab0c3887ebe · inbound

Phi-4-Mini Technical Report: Compact yet Powerful Multimodal Language Models via Mixture-of-LoRAs cites this paper.

Phi-4-Mini Technical Report: Compact yet Powerful Multimodal Language Models via Mixture-of-LoRAs Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-05-11T22:22:27.842608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4cdad193-8e50-4b67-9043-fa2598f9f8e8 · inbound

AgiBot World Colosseo: A Large-scale Manipulation Platform for Scalable and Intelligent Embodied Systems cites this paper.

AgiBot World Colosseo: A Large-scale Manipulation Platform for Scalable and Intelligent Embodied Systems Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 33

Resolution: verified exact; local_arxiv, observed 2026-05-11T15:09:24.633068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 27815057-470f-436b-8557-88f2dbea35fa · inbound

AlphaDrive: Unleashing the Power of VLMs in Autonomous Driving via Reinforcement Learning and Reasoning cites this paper.

AlphaDrive: Unleashing the Power of VLMs in Autonomous Driving via Reinforcement Learning and Reasoning Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-05-16T20:06:27.187089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4cf32f77-ca1b-417f-aa46-6735afb14994 · inbound

R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization cites this paper.

R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-05-16T00:19:20.612554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 454d47c7-8dd6-4678-8e23-d5621c470468 · inbound

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey cites this paper.

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 272

Resolution: verified exact; local_arxiv, observed 2026-05-15T17:18:53.605459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 715acb0e-a21b-4696-a749-b7d8769192c9 · inbound

Cosmos-Reason1: From Physical Common Sense To Embodied Reasoning cites this paper.

Cosmos-Reason1: From Physical Common Sense To Embodied Reasoning Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-05-16T12:47:10.200336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f62fed40-d4c2-4ab0-b2b4-19a60f7d09ad · inbound

MathFlow: Enhancing the Perceptual Flow of MLLMs for Visual Mathematical Problems cites this paper.

MathFlow: Enhancing the Perceptual Flow of MLLMs for Visual Mathematical Problems Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-05-22T22:57:13.284486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d00c3be7-a55c-4580-b867-4b22d5693751 · inbound

OpenVLThinker: Complex Vision-Language Reasoning via Iterative SFT-RL Cycles cites this paper.

OpenVLThinker: Complex Vision-Language Reasoning via Iterative SFT-RL Cycles Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-05-19T06:59:03.365351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 413e1df8-f063-46eb-9398-5b712199bbec · inbound

SpaceR: Reinforcing MLLMs in Video Spatial Reasoning cites this paper.

SpaceR: Reinforcing MLLMs in Video Spatial Reasoning Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-05-15T15:18:43.827202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f97b9fff-840d-4c74-a7a3-fb38cd2134f6 · inbound

VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model cites this paper.

VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-05-13T01:13:57.530850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation dca35e67-146b-42ea-926a-304bbc25abee · 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 Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-05-10T13:41:08.239742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2ab87385-289b-4fe2-a7e0-3b51be7dd4cc · inbound

Consensus Entropy: Harnessing Multi-VLM Agreement for Self-Verifying and Self-Improving OCR cites this paper.

Consensus Entropy: Harnessing Multi-VLM Agreement for Self-Verifying and Self-Improving OCR Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-05-22T20:32:04.684976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 57bd24ad-6817-4225-ace8-5877e4367350 · inbound

Perception Encoder: The best visual embeddings are not at the output of the network cites this paper.

Perception Encoder: The best visual embeddings are not at the output of the network Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-05-13T22:21:15.752203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ec1683fa-ebdf-461b-bfa0-47116c0ab52a · inbound

We'll Fix it in Post: Improving Text-to-Video Generation with Neuro-Symbolic Feedback cites this paper.

We'll Fix it in Post: Improving Text-to-Video Generation with Neuro-Symbolic Feedback Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 12

Resolution: metadata mismatch; local_arxiv, observed 2026-05-22T18:56:58.261190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 48eafba0-689d-44b6-a352-d9810ad2d040 · inbound

CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring cites this paper.

CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:31.399503Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fcbff939-49af-4d50-8fd5-c9dad6aed463 · inbound

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs cites this paper.

ShieldVLM: Safeguarding the Multimodal Implicit Toxicity via Deliberative Reasoning with LVLMs Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T15:43:21.649314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1bb37353-e8cb-4ac9-86bc-d6b8d4ebf0d1 · inbound

Visual Agentic Reinforcement Fine-Tuning cites this paper.

Visual Agentic Reinforcement Fine-Tuning Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:25.897449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bce2c6ed-8e9d-463c-b9df-bb33676dc6c4 · inbound

DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning cites this paper.

DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-05-11T14:42:56.719011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b9eae6d5-b575-4723-9821-2e20512be1e8 · inbound

Towards a Foundation Model for Communication Systems cites this paper.

Towards a Foundation Model for Communication Systems Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T15:36:56.449803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d0872ad-c2e1-40e5-a047-d42e50b38f36 · inbound

VideoEval-Pro: Robust and Realistic Long Video Understanding Evaluation cites this paper.

VideoEval-Pro: Robust and Realistic Long Video Understanding Evaluation Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:44.518133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79f87b93-d215-452b-a229-07b36248cee7 · inbound

Emerging Properties in Unified Multimodal Pretraining cites this paper.

Emerging Properties in Unified Multimodal Pretraining Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-05-10T16:23:41.995166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation aeb95aec-7c5b-48a8-9143-5c9c25861d5b · inbound

Clapper: Compact Learning and Video Representation in VLMs cites this paper.

Clapper: Compact Learning and Video Representation in VLMs Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T15:20:44.667515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1d57b38-53f5-49c4-a16d-20c220232ee3 · inbound

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs cites this paper.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:41.300013Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 294efcf3-6fe5-4ed8-bcf1-da716dec89ff · inbound

Training-Free Reasoning and Reflection in MLLMs cites this paper.

Training-Free Reasoning and Reflection in MLLMs Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T15:13:57.151656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cfd80a0d-2535-4e0e-8341-55ac8772c364 · inbound

QuickVideo: Real-Time Long Video Understanding with System Algorithm Co-Design cites this paper.

QuickVideo: Real-Time Long Video Understanding with System Algorithm Co-Design Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T15:08:58.336854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f10b55dc-d9f9-484d-b772-14fa6ab0c3ed · inbound

Understanding Generative AI Capabilities in Everyday Image Editing Tasks cites this paper.

Understanding Generative AI Capabilities in Everyday Image Editing Tasks Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T15:09:19.079742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a075c7a6-6f15-4551-b397-40d6859966ba · 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 Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T15:09:42.460938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 050d2c3b-ca16-4e0d-857b-5540d678d2de · 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 Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-05-22T14:21:39.737877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 724ccaf1-5152-4020-b225-fbaa6e536ca7 · inbound

Bridging the Dynamic Perception Gap: Training-Free Draft Chain-of-Thought for Dynamic Multimodal Spatial Reasoning cites this paper.

Bridging the Dynamic Perception Gap: Training-Free Draft Chain-of-Thought for Dynamic Multimodal Spatial Reasoning Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:25.132191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13a8bef6-d4c6-4bb7-9e4f-450488504528 · inbound

DetailMaster: Can Your Text-to-Image Model Handle Long Prompts? cites this paper.

DetailMaster: Can Your Text-to-Image Model Handle Long Prompts? Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:25.989364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df65dd4a-7c41-4556-91b1-3026e5e6bdad · inbound

Backdoor Cleaning without External Guidance in MLLM Fine-tuning cites this paper.

Backdoor Cleaning without External Guidance in MLLM Fine-tuning Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T14:56:48.792555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc7986d5-c5af-4279-bd62-9dae15108a73 · inbound

SpatialScore: Towards Comprehensive Evaluation for Spatial Intelligence cites this paper.

SpatialScore: Towards Comprehensive Evaluation for Spatial Intelligence Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-05-22T13:11:35.756580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4aa1239c-a36c-4ac4-8feb-489ff15f1a8f · inbound

ARB: A Comprehensive Arabic Multimodal Reasoning Benchmark cites this paper.

ARB: A Comprehensive Arabic Multimodal Reasoning Benchmark Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:24.001934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 917cbe05-127a-47dd-8b36-ba927934ca76 · inbound

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow cites this paper.

FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:18.119095Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 822023ef-72e4-4818-a6fb-0a8c6d76f737 · inbound

VIBE: Annotation-Free Video-to-Text Information Bottleneck Evaluation for TL;DR cites this paper.

VIBE: Annotation-Free Video-to-Text Information Bottleneck Evaluation for TL;DR Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:44.270249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83cd6933-ec06-4df0-b1eb-f65ae61f62c2 · inbound

$\mu$-MoE: Test-Time Pruning as Micro-Grained Mixture-of-Experts cites this paper.

$\mu$-MoE: Test-Time Pruning as Micro-Grained Mixture-of-Experts Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T14:34:13.827834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84836bc0-651d-46b3-8fbf-c737d4b9694f · inbound

MLLMs are Deeply Affected by Modality Bias cites this paper.

MLLMs are Deeply Affected by Modality Bias Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:21.584728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33c63cf9-3e2e-4215-ada8-85d55d388162 · inbound

VL-SAM-V2: Open-World Object Detection with General and Specific Query Fusion cites this paper.

VL-SAM-V2: Open-World Object Detection with General and Specific Query Fusion Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T14:25:41.747798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad2e589f-6bcc-4b8b-8565-678b05f362ab · inbound

CardioCoT: Hierarchical Reasoning for Multimodal Survival Analysis cites this paper.

CardioCoT: Hierarchical Reasoning for Multimodal Survival Analysis Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T14:22:23.679059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4f7ae01-793e-4ea3-90f5-516f7ba1e176 · inbound

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning cites this paper.

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:42.366000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f295fbe9-90b6-48b8-ad51-5d90ac34222a · inbound

Unveiling the Compositional Ability Gap in Vision-Language Reasoning Model cites this paper.

Unveiling the Compositional Ability Gap in Vision-Language Reasoning Model Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:01.977150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c97a7b7-3b6a-40a8-959d-3a065bd0e19d · inbound

Benchmarking Multimodal Knowledge Conflict for Large Multimodal Models cites this paper.

Benchmarking Multimodal Knowledge Conflict for Large Multimodal Models Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T14:16:55.605857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2699f0e0-d716-4443-96fa-cfcfafcf8b6a · inbound

Align and Surpass Human Camouflaged Perception: Visual Refocus Reinforcement Fine-Tuning cites this paper.

Align and Surpass Human Camouflaged Perception: Visual Refocus Reinforcement Fine-Tuning Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:54.408709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 037a3a34-ad60-4583-98aa-61a6086261d6 · inbound

VisCRA: A Visual Chain Reasoning Attack for Jailbreaking Multimodal Large Language Models cites this paper.

VisCRA: A Visual Chain Reasoning Attack for Jailbreaking Multimodal Large Language Models Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:16.910969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2bf1845f-f9b1-4086-930c-d38c6ee018da · inbound

MT$^{3}$: Scaling MLLM-based Text Image Machine Translation via Multi-Task Reinforcement Learning cites this paper.

MT$^{3}$: Scaling MLLM-based Text Image Machine Translation via Multi-Task Reinforcement Learning Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:59.949559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc8321d9-4ebe-4ec6-9b16-5f6864a728b2 · inbound

AdaTP: Attention-Debiased Token Pruning for Video Large Language Models cites this paper.

AdaTP: Attention-Debiased Token Pruning for Video Large Language Models Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T14:08:07.651269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 373e72bc-1f8a-40de-bfaa-f65fa07922f0 · inbound

Omni-R1: Reinforcement Learning for Omnimodal Reasoning via Two-System Collaboration cites this paper.

Omni-R1: Reinforcement Learning for Omnimodal Reasoning via Two-System Collaboration Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T14:02:53.381768Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbb13462-b46a-4cf4-9581-2759a67ac555 · inbound

Video-Holmes: Can MLLM Think Like Holmes for Complex Video Reasoning? cites this paper.

Video-Holmes: Can MLLM Think Like Holmes for Complex Video Reasoning? Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 45

Resolution: verified exact; local_arxiv, observed 2026-05-17T05:40:56.057848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0c8d5d8f-a9db-45a7-b901-2184cca4158c · inbound

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

AutoJudger: An Agent-Driven Framework for Efficient Benchmarking of MLLMs Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T13:40:17.736081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 794782d4-e9a5-40f2-8394-4d03513b5c12 · inbound

ID-Align: RoPE-Conscious Position Remapping for Dynamic High-Resolution Adaptation in Vision-Language Models cites this paper.

ID-Align: RoPE-Conscious Position Remapping for Dynamic High-Resolution Adaptation in Vision-Language Models Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T13:33:53.834178Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9790918-9649-4cc5-ab71-331c48752194 · inbound

VRAG-RL: Empower Vision-Perception-Based RAG for Visually Rich Information Understanding via Iterative Reasoning with Reinforcement Learning cites this paper.

VRAG-RL: Empower Vision-Perception-Based RAG for Visually Rich Information Understanding via Iterative Reasoning with Reinforcement Learning Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T13:24:49.709222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab1fe195-2f7d-4b5c-bb0e-a44cd8a1818e · inbound

Reinforced Reasoning for Embodied Planning cites this paper.

Reinforced Reasoning for Embodied Planning Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T13:22:21.610900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e203eb4-52f9-4748-a37d-59c946346027 · inbound

SridBench: Benchmark of Scientific Research Illustration Drawing of Image Generation Model cites this paper.

SridBench: Benchmark of Scientific Research Illustration Drawing of Image Generation Model Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T13:19:04.332212Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 616cbabc-ee87-4b4a-81fc-493b07965263 · inbound

Zooming from Context to Cue: Hierarchical Preference Optimization for Multi-Image MLLMs cites this paper.

Zooming from Context to Cue: Hierarchical Preference Optimization for Multi-Image MLLMs Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-07T13:14:09.473336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 233a67b4-7300-4094-bd33-e442cae16063 · inbound

Scaling-up Perceptual Video Quality Assessment cites this paper.

Scaling-up Perceptual Video Quality Assessment Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T13:12:05.938818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c51cfa79-1d7a-46af-bebb-b92b42132eb1 · inbound

Universal Visuo-Tactile Video Understanding for Embodied Interaction cites this paper.

Universal Visuo-Tactile Video Understanding for Embodied Interaction Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-07T13:09:26.367593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50f5e6e4-7b4e-42e3-81e1-9c05c4c47877 · inbound

Synthetic Document Question Answering in Hungarian cites this paper.

Synthetic Document Question Answering in Hungarian Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T12:59:24.706741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1633aeeb-f418-4f81-ad87-d005d7b4126e · inbound

Are Unified Vision-Language Models Necessary: Generalization Across Understanding and Generation cites this paper.

Are Unified Vision-Language Models Necessary: Generalization Across Understanding and Generation Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:57.690899Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 064d151c-f6d6-48f8-abe0-6684ee452d39 · inbound

Infi-MMR: Curriculum-based Unlocking Multimodal Reasoning via Phased Reinforcement Learning in Multimodal Small Language Models cites this paper.

Infi-MMR: Curriculum-based Unlocking Multimodal Reasoning via Phased Reinforcement Learning in Multimodal Small Language Models Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T12:59:22.902200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25d24c42-a878-4a4f-a6eb-056edf6a179e · inbound

ScaleLong: A Multi-Timescale Benchmark for Long Video Understanding cites this paper.

ScaleLong: A Multi-Timescale Benchmark for Long Video Understanding Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T12:40:43.917741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82dd815f-cc4c-4aac-a85e-a3dd84af6992 · inbound

Mixed-R1: Unified Reward Perspective For Reasoning Capability in Multimodal Large Language Models cites this paper.

Mixed-R1: Unified Reward Perspective For Reasoning Capability in Multimodal Large Language Models Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T12:37:43.644290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24f747fc-509d-416c-80e3-8e1d9704fa43 · inbound

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT cites this paper.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:24.031956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 538b5115-2b18-4501-8090-17fa6c5d4c27 · inbound

DisTime: Distribution-based Time Representation for Video Large Language Models cites this paper.

DisTime: Distribution-based Time Representation for Video Large Language Models Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T12:32:50.466205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87aac395-fd51-415d-992b-53fc65b37f08 · inbound

Unifying Language Agent Algorithms with Graph-based Orchestration Engine for Reproducible Agent Research cites this paper.

Unifying Language Agent Algorithms with Graph-based Orchestration Engine for Reproducible Agent Research Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T12:29:17.939296Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c113cf7c-5adc-4af2-af5c-8140a0ea177c · inbound

MMAFFBen: A Multilingual and Multimodal Affective Analysis Benchmark for Evaluating LLMs and VLMs cites this paper.

MMAFFBen: A Multilingual and Multimodal Affective Analysis Benchmark for Evaluating LLMs and VLMs Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T12:27:31.646610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 082977d1-44db-463c-a5ba-4a4e62f6ed8b · inbound

SORCE: Small Object Retrieval in Complex Environments cites this paper.

SORCE: Small Object Retrieval in Complex Environments Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T12:27:28.026719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation faf511ce-2e13-437b-8378-3041049502fe · inbound

Visual Embodied Brain: Let Multimodal Large Language Models See, Think, and Control in Spaces cites this paper.

Visual Embodied Brain: Let Multimodal Large Language Models See, Think, and Control in Spaces Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T12:16:09.508644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45b1c30d-60b4-4e2d-9249-f678a1b45626 · inbound

EffiVLM-BENCH: A Comprehensive Benchmark for Evaluating Training-Free Acceleration in Large Vision-Language Models cites this paper.

EffiVLM-BENCH: A Comprehensive Benchmark for Evaluating Training-Free Acceleration in Large Vision-Language Models Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T12:09:03.480920Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b01b931d-9111-4054-a48e-48d08084632b · 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 Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:02.994137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 765a8170-44c3-4b5f-8f69-cb30a2eebca8 · inbound

FlexSelect: Flexible Token Selection for Efficient Long Video Understanding cites this paper.

FlexSelect: Flexible Token Selection for Efficient Long Video Understanding Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T11:59:06.001743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1723077-1fe6-4428-b60f-2d9391758425 · inbound

NavBench: Probing Multimodal Large Language Models for Embodied Navigation cites this paper.

NavBench: Probing Multimodal Large Language Models for Embodied Navigation Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-07T11:56:34.368716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e6fe2f7-205c-4d23-bd7a-9b9e7cd2f583 · inbound

Abstractive Visual Understanding of Multi-modal Structured Knowledge: A New Perspective for MLLM Evaluation cites this paper.

Abstractive Visual Understanding of Multi-modal Structured Knowledge: A New Perspective for MLLM Evaluation Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T11:51:14.988403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b65b9093-4a76-49dc-8d33-1b46a11cc01e · inbound

ReAgent-V: A Reward-Driven Multi-Agent Framework for Video Understanding cites this paper.

ReAgent-V: A Reward-Driven Multi-Agent Framework for Video Understanding Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T11:51:59.500410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.