Paper Citation Record · LEDGER

MindFlow: Revolutionizing E-commerce Customer Support with Multimodal LLM Agents

As of 8 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 2 inbound Pith citation observations for arXiv:2507.05330.

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

pith.paper-citation-record.v1
2507.05330 v1

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:34:06.883615Z

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T15:37:49.227474Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-30T16:14:53.944049Z

Reference resolution

21 of 21 outbound references displayed

verified exact3
verified fuzzy1
unresolved17
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 70584bd5-5ab8-4afa-aeb9-bf7798077290 · outbound

This paper cites online" 'onlinestring :=.

MindFlow: Revolutionizing E-commerce Customer Support with Multimodal LLM Agents online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T19:34:05.336931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a67f7fc-b10d-46dc-9fe0-cd1eeb512bb7 · outbound

This paper cites write newline.

MindFlow: Revolutionizing E-commerce Customer Support with Multimodal LLM Agents write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T19:34:05.426639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3132834a-c904-49f7-8038-6ce9ddeab3be · outbound

This paper cites GPT-4 Technical Report.

MindFlow: Revolutionizing E-commerce Customer Support with Multimodal LLM Agents GPT-4 Technical Report

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T19:34:05.507479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 355ec624-8d22-4151-9300-4867824082f9 · outbound

This paper cites Ecom-bench: Can llm agent resolve real-world e-commerce customer support issues? Under submission at EMNLP 2025 (Industry Track).

MindFlow: Revolutionizing E-commerce Customer Support with Multimodal LLM Agents Ecom-bench: Can llm agent resolve real-world e-commerce customer support issues? Under submission at EMNLP 2025 (Industry Track)

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:34:08.590097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e64703b0-2ec2-4c05-812c-83781b8b2367 · outbound

This paper cites an unresolved cited work.

MindFlow: Revolutionizing E-commerce Customer Support with Multimodal LLM Agents Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:34:08.437241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3be2ea80-7db4-42c5-9035-dfe3c7d09fb9 · outbound

This paper cites an unresolved cited work.

MindFlow: Revolutionizing E-commerce Customer Support with Multimodal LLM Agents Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:34:08.214651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3b6457bd-f544-41fd-bc34-e1f30952ef32 · outbound

This paper cites LiLiuM: eBay's Large Language Models for e-commerce.

MindFlow: Revolutionizing E-commerce Customer Support with Multimodal LLM Agents LiLiuM: eBay's Large Language Models for e-commerce

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T19:34:05.813649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f3bbcff-1499-4fe3-b77d-19d2a543931f · outbound

This paper cites an unresolved cited work.

MindFlow: Revolutionizing E-commerce Customer Support with Multimodal LLM Agents Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T19:34:05.869891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 436bfffb-2bd8-4fae-8bac-3b12adca6713 · outbound

This paper cites an unresolved cited work.

MindFlow: Revolutionizing E-commerce Customer Support with Multimodal LLM Agents Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:34:08.028985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cb2c2644-0551-4691-88ed-84e5e6798105 · outbound

This paper cites eCeLLM: Generalizing Large Language Models for E-commerce from Large-scale, High-quality Instruction Data.

MindFlow: Revolutionizing E-commerce Customer Support with Multimodal LLM Agents eCeLLM: Generalizing Large Language Models for E-commerce from Large-scale, High-quality Instruction Data

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T19:34:06.044889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d36160f1-4ecb-4b67-9863-4f34b787fbfd · outbound

This paper cites Xmodel-2 Technical Report.

MindFlow: Revolutionizing E-commerce Customer Support with Multimodal LLM Agents Xmodel-2 Technical Report

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-08-06T19:34:07.432390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0917a2ee-3404-4c2a-9c9f-1f443ade1681 · outbound

This paper cites A survey on fairness of large language models in e-commerce: progress, application, and challenge.

MindFlow: Revolutionizing E-commerce Customer Support with Multimodal LLM Agents A survey on fairness of large language models in e-commerce: progress, application, and challenge

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-08-06T19:34:07.274471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fa7fe185-b359-4c28-9b0b-8c5f31b3bb12 · outbound

This paper cites an unresolved cited work.

MindFlow: Revolutionizing E-commerce Customer Support with Multimodal LLM Agents Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T19:34:06.285306Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 222ae1af-9707-4b10-adac-168d374b131a · outbound

This paper cites an unresolved cited work.

MindFlow: Revolutionizing E-commerce Customer Support with Multimodal LLM Agents Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:34:07.859488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 32d69128-8c9f-45df-be25-5a41329abf3e · outbound

This paper cites an unresolved cited work.

MindFlow: Revolutionizing E-commerce Customer Support with Multimodal LLM Agents Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T19:34:06.414595Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07278d3a-d7fa-4bca-9264-0423c4865201 · outbound

This paper cites an unresolved cited work.

MindFlow: Revolutionizing E-commerce Customer Support with Multimodal LLM Agents Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:34:07.719336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 79ad99f3-38d7-4551-bdac-43c79469c88f · outbound

This paper cites The Rise and Potential of Large Language Model Based Agents: A Survey.

MindFlow: Revolutionizing E-commerce Customer Support with Multimodal LLM Agents The Rise and Potential of Large Language Model Based Agents: A Survey

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T19:34:06.562387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5a18fc6-2d86-4435-b7a4-eb5fe61f1b15 · outbound

This paper cites an unresolved cited work.

MindFlow: Revolutionizing E-commerce Customer Support with Multimodal LLM Agents Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T19:34:06.644862Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6403103f-44ca-4ff6-b837-c37e0b7b0e38 · outbound

This paper cites $\tau$-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains.

MindFlow: Revolutionizing E-commerce Customer Support with Multimodal LLM Agents $\tau$-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T19:34:06.718092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2628975-c59b-40f2-b447-a4e0dd1800ff · outbound

This paper cites an unresolved cited work.

MindFlow: Revolutionizing E-commerce Customer Support with Multimodal LLM Agents Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T19:34:06.808502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e09de8c-c399-4caa-9449-a88c62f6dec1 · outbound

This paper cites LLaSA: Large Language and E-Commerce Shopping Assistant.

MindFlow: Revolutionizing E-commerce Customer Support with Multimodal LLM Agents LLaSA: Large Language and E-Commerce Shopping Assistant

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-08-06T19:34:07.058374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

Observation a01f976b-af6d-48d1-bc8b-f5119e791a00 · inbound

Survey of Specialized Large Language Model cites this paper.

Survey of Specialized Large Language Model MindFlow: Revolutionizing E-commerce Customer Support with Multimodal LLM Agents

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T15:37:49.227474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbf432cc-02a7-4360-982f-385335bf4c20 · inbound

MESA: Prioritizing Vulnerable Communication Channels for Securing Multi-Agent Systems cites this paper.

MESA: Prioritizing Vulnerable Communication Channels for Securing Multi-Agent Systems MindFlow: Revolutionizing E-commerce Customer Support with Multimodal LLM Agents

Reference 50

Resolution: verified exact; arxiv_id, observed 2026-06-30T16:14:53.945572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.