Paper Citation Record · LEDGER

mmE5: Improving Multimodal Multilingual Embeddings via High-quality Synthetic Data

As of 23 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 9 inbound Pith citation observations for arXiv:2502.08468.

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

pith.paper-citation-record.v1
2502.08468 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T05:02:36.650979Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:14:37.978957Z

measured 1 of 1 external citation measurements

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

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

Reference resolution

16 of 16 outbound references displayed

verified exact0
verified fuzzy4
unresolved11
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation aa7af6a3-5a62-4447-a576-6a4027f0dfd1 · outbound

This paper cites an unresolved cited work.

mmE5: Improving Multimodal Multilingual Embeddings via High-quality Synthetic Data Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-08T05:02:36.848170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation fddc0a35-000f-4de4-b656-a1f755915b02 · outbound

This paper cites an unresolved cited work.

mmE5: Improving Multimodal Multilingual Embeddings via High-quality Synthetic Data Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-08T05:02:36.837596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 9c901898-875b-4035-a2e1-881ee471be64 · outbound

This paper cites an unresolved cited work.

mmE5: Improving Multimodal Multilingual Embeddings via High-quality Synthetic Data Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-08T05:02:36.827390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation edf1e9e1-8026-4635-b5a0-eb8214f1e7b5 · outbound

This paper cites description.

mmE5: Improving Multimodal Multilingual Embeddings via High-quality Synthetic Data description

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T05:02:36.817613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e9a7eeb6-108c-4ff1-9e0f-ebe06af6b1d9 · outbound

This paper cites an unresolved cited work.

mmE5: Improving Multimodal Multilingual Embeddings via High-quality Synthetic Data Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-08T05:02:36.807348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f0e37c89-0efb-4e04-bd72-53f69a4dff12 · outbound

This paper cites hard_negative_answer.

mmE5: Improving Multimodal Multilingual Embeddings via High-quality Synthetic Data hard_negative_answer

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T05:02:36.796803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a519f8b1-d8e4-4d97-aa91-2cd21dfd1809 · outbound

This paper cites question.

mmE5: Improving Multimodal Multilingual Embeddings via High-quality Synthetic Data question

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T05:02:36.786143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a058462c-a029-4747-a36f-2a1caef49123 · outbound

This paper cites an unresolved cited work.

mmE5: Improving Multimodal Multilingual Embeddings via High-quality Synthetic Data Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-08T05:02:36.774798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 2557c19f-8803-44c9-8428-358009973e88 · outbound

This paper cites an unresolved cited work.

mmE5: Improving Multimodal Multilingual Embeddings via High-quality Synthetic Data Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-08T05:02:36.762357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3d1535a0-d568-41b5-8007-cfcaa850b5be · outbound

This paper cites an unresolved cited work.

mmE5: Improving Multimodal Multilingual Embeddings via High-quality Synthetic Data Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-08T05:02:36.750439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 9618a024-aef7-4b89-a673-54b1a7dd4482 · outbound

This paper cites description.

mmE5: Improving Multimodal Multilingual Embeddings via High-quality Synthetic Data description

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T05:02:36.737267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c08fd140-78fa-4e6e-80e3-5281bf53456f · outbound

This paper cites an unresolved cited work.

mmE5: Improving Multimodal Multilingual Embeddings via High-quality Synthetic Data Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-08T05:02:36.725843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1820e25f-dc27-4746-a11a-1df9d5c16465 · outbound

This paper cites an unresolved cited work.

mmE5: Improving Multimodal Multilingual Embeddings via High-quality Synthetic Data Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-08T05:02:36.714206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3d481ed8-b764-4966-b93f-f11da4d627fd · outbound

This paper cites an unresolved cited work.

mmE5: Improving Multimodal Multilingual Embeddings via High-quality Synthetic Data Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-08T05:02:36.703192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 01ffc97f-89f0-42c3-a0ba-5d16ee6bdb63 · outbound

This paper cites For each criterion, explain specific flaws or strengths.

mmE5: Improving Multimodal Multilingual Embeddings via High-quality Synthetic Data For each criterion, explain specific flaws or strengths

Reference 16

Resolution: malformed identifier; raw_fallback, observed 2026-08-08T05:02:36.692382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5f12a605-9e82-4beb-9de6-413412e083c2 · outbound

This paper cites MegaPairs: Massive Data Synthesis For Universal Multimodal Retrieval.

mmE5: Improving Multimodal Multilingual Embeddings via High-quality Synthetic Data MegaPairs: Massive Data Synthesis For Universal Multimodal Retrieval

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-08T05:02:36.595221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 14038995-ac3d-40b0-9f9d-34599cad0315 · inbound

Modality Curation: Building Universal Embeddings for Advanced Multimodal Information Retrieval cites this paper.

Modality Curation: Building Universal Embeddings for Advanced Multimodal Information Retrieval mmE5: Improving Multimodal Multilingual Embeddings via High-quality Synthetic Data

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T14:14:37.978957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ef96816-7451-403d-b809-34d0de0c171d · inbound

MoCa: Modality-aware Continual Pre-training Makes Better Bidirectional Multimodal Embeddings cites this paper.

MoCa: Modality-aware Continual Pre-training Makes Better Bidirectional Multimodal Embeddings mmE5: Improving Multimodal Multilingual Embeddings via High-quality Synthetic Data

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T21:52:21.757887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dca08bc4-e5dc-4d64-af82-0c7440f38b42 · inbound

MetaEmbed: Scaling Multimodal Retrieval at Test-Time with Flexible Late Interaction cites this paper.

MetaEmbed: Scaling Multimodal Retrieval at Test-Time with Flexible Late Interaction mmE5: Improving Multimodal Multilingual Embeddings via High-quality Synthetic Data

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-18T14:11:26.735560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e419a5c9-7423-4660-a454-fe1fc72e698d · inbound

FreeRet: MLLMs as Training-Free Retrievers cites this paper.

FreeRet: MLLMs as Training-Free Retrievers mmE5: Improving Multimodal Multilingual Embeddings via High-quality Synthetic Data

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-18T13:01:23.512602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 7800cf64-9e88-4bfe-8760-d704bfa0cde8 · inbound

FreeRet: MLLMs as Training-Free Retrievers cites this paper.

FreeRet: MLLMs as Training-Free Retrievers mmE5: Improving Multimodal Multilingual Embeddings via High-quality Synthetic Data

Reference 2005

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:44.103590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c243006-424a-4db2-b9c6-014a5ba99d4d · inbound

Magic-MM-Embedding: Towards Visual-Token-Efficient Universal Multimodal Embedding with MLLMs cites this paper.

Magic-MM-Embedding: Towards Visual-Token-Efficient Universal Multimodal Embedding with MLLMs mmE5: Improving Multimodal Multilingual Embeddings via High-quality Synthetic Data

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T04:20:50.826332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59637d7c-c71d-4fe2-9d75-a973e9ac4ab7 · inbound

Reconstructing Content with Collaborative Attention for Universal Multimodal Representation Learning cites this paper.

Reconstructing Content with Collaborative Attention for Universal Multimodal Representation Learning mmE5: Improving Multimodal Multilingual Embeddings via High-quality Synthetic Data

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T19:41:31.283496Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e7d481e-e174-4d49-a57f-18746709650d · inbound

Illuminating Visual Identity in Universal Multimodal Embeddings cites this paper.

Illuminating Visual Identity in Universal Multimodal Embeddings mmE5: Improving Multimodal Multilingual Embeddings via High-quality Synthetic Data

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T20:43:13.812234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11f79045-c8b6-4206-abe6-85a6fec169ce · inbound

Douyin Multimodal Embedding Model Technical Report cites this paper.

Douyin Multimodal Embedding Model Technical Report mmE5: Improving Multimodal Multilingual Embeddings via High-quality Synthetic Data

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T13:45:27.401932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.