Paper Citation Record · LEDGER

A General Framework for Multimodal LLM-Based Multimedia Understanding in Large-Scale Recommendation Systems

As of 4 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 0 inbound Pith citation observations for arXiv:2605.09338.

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

pith.paper-citation-record.v1
2605.09338 v1

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-12T03:08:18.897714Z

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

23 of 23 outbound references displayed

verified exact8
verified fuzzy0
unresolved15
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3538f8ab-8c27-4b05-bb20-6ebfbb20f5b7 · outbound

This paper cites GPT-4 Technical Report.

A General Framework for Multimodal LLM-Based Multimedia Understanding in Large-Scale Recommendation Systems GPT-4 Technical Report

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-05-12T03:11:19.376141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 62f40645-e301-4215-a84c-c1b0b61ea3b2 · outbound

This paper cites an unresolved cited work.

A General Framework for Multimodal LLM-Based Multimedia Understanding in Large-Scale Recommendation Systems Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:46:53.726117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 030b0943-dcc2-4082-b7f1-d71c6eafd4dc · outbound

This paper cites an unresolved cited work.

A General Framework for Multimodal LLM-Based Multimedia Understanding in Large-Scale Recommendation Systems Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:46:53.706498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 97a881c4-c05d-4625-8dba-9b32d1b5f196 · outbound

This paper cites an unresolved cited work.

A General Framework for Multimodal LLM-Based Multimedia Understanding in Large-Scale Recommendation Systems Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:46:53.709673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 9a68aecb-c03d-4a10-ae0b-574d63fef453 · outbound

This paper cites an unresolved cited work.

A General Framework for Multimodal LLM-Based Multimedia Understanding in Large-Scale Recommendation Systems Unresolved cited work

Reference 5

Resolution: verified exact; doi, observed 2026-05-12T03:11:18.532381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 96208502-188c-4001-9061-fcaf48bfff43 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

A General Framework for Multimodal LLM-Based Multimedia Understanding in Large-Scale Recommendation Systems Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-05-12T03:11:19.372182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 49b3503c-b010-40d9-8221-1560bcc2619d · outbound

This paper cites an unresolved cited work.

A General Framework for Multimodal LLM-Based Multimedia Understanding in Large-Scale Recommendation Systems Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:46:53.712838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation ba0b984f-3ec5-40bc-a650-a63f391ae957 · outbound

This paper cites an unresolved cited work.

A General Framework for Multimodal LLM-Based Multimedia Understanding in Large-Scale Recommendation Systems Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:46:53.719383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation cec7999d-689d-4d65-8f9a-f300d0654085 · outbound

This paper cites an unresolved cited work.

A General Framework for Multimodal LLM-Based Multimedia Understanding in Large-Scale Recommendation Systems Unresolved cited work

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-12T03:11:18.529265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 25635be8-4b13-416d-95a3-e44ca0fdda60 · outbound

This paper cites an unresolved cited work.

A General Framework for Multimodal LLM-Based Multimedia Understanding in Large-Scale Recommendation Systems Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:46:53.703025Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 6b961db4-db24-4e07-a21e-5464b0c759da · outbound

This paper cites an unresolved cited work.

A General Framework for Multimodal LLM-Based Multimedia Understanding in Large-Scale Recommendation Systems Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:46:53.716282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 7a352241-4afb-4077-979f-30309474d422 · outbound

This paper cites Efficient Estimation of Word Representations in Vector Space.

A General Framework for Multimodal LLM-Based Multimedia Understanding in Large-Scale Recommendation Systems Efficient Estimation of Word Representations in Vector Space

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-05-12T03:11:19.383339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 56ff1d2f-bb37-42bd-92d1-1f4ba2d5213f · outbound

This paper cites Deep Learning Recommendation Model for Personalization and Recommendation Systems.

A General Framework for Multimodal LLM-Based Multimedia Understanding in Large-Scale Recommendation Systems Deep Learning Recommendation Model for Personalization and Recommendation Systems

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-12T03:11:19.365803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 6a90d22e-fe83-44f7-9fee-fef98d3ce94f · outbound

This paper cites an unresolved cited work.

A General Framework for Multimodal LLM-Based Multimedia Understanding in Large-Scale Recommendation Systems Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:46:53.699712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 419fa850-2035-4fe5-8b76-37f6e9aa1f9b · outbound

This paper cites an unresolved cited work.

A General Framework for Multimodal LLM-Based Multimedia Understanding in Large-Scale Recommendation Systems Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:46:53.694109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 436938de-17cb-451c-bbdb-2da931c80052 · outbound

This paper cites an unresolved cited work.

A General Framework for Multimodal LLM-Based Multimedia Understanding in Large-Scale Recommendation Systems Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:46:53.696879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 600817b3-b3ba-4766-9c51-37a3d4140834 · outbound

This paper cites an unresolved cited work.

A General Framework for Multimodal LLM-Based Multimedia Understanding in Large-Scale Recommendation Systems Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:46:53.722482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 3cb56192-5644-44d5-ba46-6764f0681c87 · outbound

This paper cites Hash Embeddings for Efficient Word Representations.

A General Framework for Multimodal LLM-Based Multimedia Understanding in Large-Scale Recommendation Systems Hash Embeddings for Efficient Word Representations

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-07-04T22:11:36.824406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation c03b6999-2d03-4595-96e8-c9a9e238d19a · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

A General Framework for Multimodal LLM-Based Multimedia Understanding in Large-Scale Recommendation Systems Gemini: A Family of Highly Capable Multimodal Models

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-05-12T03:11:19.380240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 3318b106-fb90-4016-be3d-73eb0652fa73 · outbound

This paper cites an unresolved cited work.

A General Framework for Multimodal LLM-Based Multimedia Understanding in Large-Scale Recommendation Systems Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:46:53.684679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation a1b67cfe-50cb-4c44-9dea-5679a76775f4 · outbound

This paper cites an unresolved cited work.

A General Framework for Multimodal LLM-Based Multimedia Understanding in Large-Scale Recommendation Systems Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:46:53.681519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 02f2515e-a309-4325-8579-5fa59064e636 · outbound

This paper cites an unresolved cited work.

A General Framework for Multimodal LLM-Based Multimedia Understanding in Large-Scale Recommendation Systems Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:46:53.687746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 081751de-0516-4d8e-a046-4f32df62efbc · outbound

This paper cites an unresolved cited work.

A General Framework for Multimodal LLM-Based Multimedia Understanding in Large-Scale Recommendation Systems Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-05-12T20:46:53.690838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Pith citing papers

No inbound Pith citation observations are available.