Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-01T06:05:51.822157Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 1 inbound Pith citation observation for arXiv:2607.22043.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-01T06:05:51.822157Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T11:55:28.165189Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-06T11:55:28.599019Z
20 of 20 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 856c3335-7f7d-4384-b7a3-a456a6083ad4 · outbound
Scaling Native Multimodal Pre-Training From Scratch B Experiment Results This section details the comprehensive per-benchmark results supporting the analyses presented in Section 4, organized into three primary categories
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ead061e3-8709-4d91-b02a-fdde4282e2bf · outbound
Scaling Native Multimodal Pre-Training From Scratch SuperGPQA: Scaling LLM Evaluation across 285 Graduate Disciplines
Reference 3
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Unavailable: canonical work link unavailable.
Observation e85c9bb8-a03c-4297-808f-ef5efe7d45ef · outbound
Scaling Native Multimodal Pre-Training From Scratch TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension
Reference 7
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Unavailable: canonical work link unavailable.
Observation bbd9c77e-1b29-4b8a-90f5-239837ed3207 · outbound
Scaling Native Multimodal Pre-Training From Scratch SocialIQA: Commonsense Reasoning about Social Interactions
Reference 11
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Unavailable: canonical work link unavailable.
Observation 84f1ed92-845b-42d2-b20c-d7589845fe0d · outbound
Scaling Native Multimodal Pre-Training From Scratch CountQA: How Well Do MLLMs Count in the Wild?
Reference 13
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Unavailable: canonical work link unavailable.
Observation 614566c2-0175-4d9a-aa16-8704f6bdfed6 · outbound
Scaling Native Multimodal Pre-Training From Scratch Beyond Language Modeling: An Exploration of Multimodal Pretraining
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be91083e-1d09-4308-a721-39023b8eb3ee · outbound
Scaling Native Multimodal Pre-Training From Scratch SigLIP 2: Multilingual Vision-Language Encoders with Improved Semantic Understanding, Localization, and Dense Features
Reference 15
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Unavailable: canonical work link unavailable.
Observation 37482601-c0a9-4281-8423-757addebef24 · outbound
Scaling Native Multimodal Pre-Training From Scratch LogicVista: Multimodal LLM Logical Reasoning Benchmark in Visual Contexts
Reference 16
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Unavailable: canonical work link unavailable.
Observation 0cbdd42e-40b8-47ee-b422-847ec4b20f7f · outbound
Scaling Native Multimodal Pre-Training From Scratch HellaSwag: Can a Machine Really Finish Your Sentence?
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0299e798-3028-48b6-9547-ec7c6453b70c · outbound
Scaling Native Multimodal Pre-Training From Scratch AGIEval: A Human-Centric Benchmark for Evaluating Foundation Models
Reference 18
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Unavailable: canonical work link unavailable.
Observation 4e62a012-efbd-40a0-969e-fc653e72f039 · outbound
Scaling Native Multimodal Pre-Training From Scratch Kimi K2.5: Visual Agentic Intelligence
Reference 2016
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Unavailable: canonical work link unavailable.
Observation 6c65647e-5163-42cb-9a4d-fc7daf5f8f56 · outbound
Scaling Native Multimodal Pre-Training From Scratch Scaling Laws for Neural Language Models
Reference 2017
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Unavailable: canonical work link unavailable.
Observation c06469c9-7efd-4bf6-bd39-c9338a0f66c5 · outbound
Scaling Native Multimodal Pre-Training From Scratch Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them
Reference 2019
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Unavailable: canonical work link unavailable.
Observation eca071a0-9487-4488-8b9e-a93547fca486 · outbound
Scaling Native Multimodal Pre-Training From Scratch Training Compute-Optimal Large Language Models
Reference 2020
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Unavailable: canonical work link unavailable.
Observation 72283a80-6ac1-414d-989d-5a71c8d3f60f · outbound
Scaling Native Multimodal Pre-Training From Scratch Emu3.5: Native Multimodal Models are World Learners
Reference 2021
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Unavailable: canonical work link unavailable.
Observation 0024aedb-602f-46ae-9c12-c734a14323da · outbound
Scaling Native Multimodal Pre-Training From Scratch OmniS- patial: Towards Comprehensive Spatial Reasoning Benchmark for Vision Language Models.arXiv preprint arXiv:2506.03135,
Reference 2022
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Unavailable: canonical work link unavailable.
Observation 4d8c3356-65c3-4221-bd68-e3cb80d0dd06 · outbound
Scaling Native Multimodal Pre-Training From Scratch Measuring Massive Multitask Language Understanding
Reference 2024
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Unavailable: canonical work link unavailable.
Observation 9cd0fced-9622-4c04-9a67-8736f94141b9 · outbound
Scaling Native Multimodal Pre-Training From Scratch Training Verifiers to Solve Math Word Problems
Reference 2025
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Unavailable: canonical work link unavailable.
Observation f40d8a51-4782-428a-9029-7ee9b258ee8e · outbound
Scaling Native Multimodal Pre-Training From Scratch DeepSeek-V3 Technical Report
Reference 2026
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Unavailable: canonical work link unavailable.
Observation d57737de-fe33-415e-896e-4766186d75d6 · outbound
Scaling Native Multimodal Pre-Training From Scratch We detail the specific architecture configurations and training settings in Table
Reference 4096
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Unavailable: canonical work link unavailable.
Observation 41f0d0e1-821b-4096-8db3-3eb8253c53e9 · inbound
Towards Physics of Multimodal Pretraining: Knowledge Flow, Modality Synergy, Early Unification, and Recipes Scaling Native Multimodal Pre-Training From Scratch
Reference 137
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.