Paper Citation Record · LEDGER

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation

As of 9 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 1 inbound Pith citation observation for arXiv:2507.08325.

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

pith.paper-citation-record.v1
2507.08325 v2

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:26:50.816185Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-10T06:40:02.167172Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-10T06:41:36.491800Z

Reference resolution

33 of 33 outbound references displayed

verified exact1
verified fuzzy1
unresolved29
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2ca6cab8-bb26-4ed3-8473-2e0405fec5ed · outbound

This paper cites an unresolved cited work.

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:26:51.082509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0267d7ef-9736-4659-8131-ea358b1d8a10 · outbound

This paper cites Unsupervised Cross-lingual Representation Learning at Scale.

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation Unsupervised Cross-lingual Representation Learning at Scale

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T18:26:50.729573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8dd7064a-21c1-4bd1-9c54-894aa082bf23 · outbound

This paper cites The Faiss library.

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation The Faiss library

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T18:26:50.732520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 031211ba-2f3a-46a7-934b-7ee4b46b7b02 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T18:26:50.735449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91d4573f-16e8-40cb-85b8-28d63b777b27 · outbound

This paper cites EconNLI: Evaluating Large Language Models on Economics Reasoning.

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation EconNLI: Evaluating Large Language Models on Economics Reasoning

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T18:26:50.738269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbf0b4ad-304e-44ae-8018-36492dbab50a · outbound

This paper cites an unresolved cited work.

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:26:51.073426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d8a526f8-7c81-4ab8-92db-98f6ce478232 · outbound

This paper cites an unresolved cited work.

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:26:51.065288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 63298088-77f3-45ca-9419-b182ddc2fc97 · outbound

This paper cites an unresolved cited work.

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:26:51.057170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 671343c7-0009-4ab7-8030-20818a08ffa7 · outbound

This paper cites an unresolved cited work.

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T18:26:50.748402Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26058b9e-5bff-4ce7-8d06-1d7ba7ab1ab2 · outbound

This paper cites an unresolved cited work.

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:26:51.044226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2274a2f9-4da2-4e91-9488-37bf6ffbad7b · outbound

This paper cites TPP-LLM: Modeling Temporal Point Processes by Efficiently Fine-Tuning Large Language Models.

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation TPP-LLM: Modeling Temporal Point Processes by Efficiently Fine-Tuning Large Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T18:26:50.759871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e285053a-1318-4a0d-96fd-5214b4ea6276 · outbound

This paper cites EconWebArena: Benchmarking Autonomous Agents on Economic Tasks in Realistic Web Environments.

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation EconWebArena: Benchmarking Autonomous Agents on Economic Tasks in Realistic Web Environments

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T18:26:50.762454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc04e1fa-1101-4fcf-b5ed-84d706cdf486 · outbound

This paper cites an unresolved cited work.

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:26:51.036369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9f2dcbaf-6762-4c31-9998-2eea12c3715e · outbound

This paper cites an unresolved cited work.

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:26:51.028643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c070aef1-33d1-46d9-b71c-f7aaa6d19e98 · outbound

This paper cites an unresolved cited work.

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T18:26:50.770507Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6839c22-e383-4423-92d3-8babb45bef02 · outbound

This paper cites an unresolved cited work.

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T18:26:50.772933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6be7704e-a477-41de-a544-8ad3d5c6795a · outbound

This paper cites an unresolved cited work.

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:26:51.011560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e1e9a255-806b-4d65-ab78-eb0db56e256d · outbound

This paper cites an unresolved cited work.

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:26:51.003383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4a01f304-368e-428e-8bc9-d2b0fa855529 · outbound

This paper cites EconLogicQA: A Question-Answering Benchmark for Evaluating Large Language Models in Economic Sequential Reasoning.

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation EconLogicQA: A Question-Answering Benchmark for Evaluating Large Language Models in Economic Sequential Reasoning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T18:26:50.781473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c81460c5-df51-4b40-9411-f64011aff380 · outbound

This paper cites InvAgent: A Large Language Model based Multi-Agent System for Inventory Management in Supply Chains.

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation InvAgent: A Large Language Model based Multi-Agent System for Inventory Management in Supply Chains

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T18:26:50.784284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6dccac9c-accc-4af8-89b9-456601020ada · outbound

This paper cites an unresolved cited work.

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:26:50.995541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9ea4ad3c-cd47-44a6-96c5-22eea9fac920 · outbound

This paper cites Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks.

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T18:26:50.794058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33d30db1-1372-42b3-9946-d3610e9bfc5c · outbound

This paper cites an unresolved cited work.

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:26:50.987266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9b4a8083-173f-457c-bbf0-222f4a8aa121 · outbound

This paper cites an unresolved cited work.

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:26:50.978178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b194522b-87c9-47e0-b4ef-47145d7b16ec · outbound

This paper cites an unresolved cited work.

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T18:26:50.801885Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e54e28b-134f-4550-954c-15c299494509 · outbound

This paper cites an unresolved cited work.

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T18:26:50.807841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ef5ab39-0bb4-4801-99ab-9db819617e18 · outbound

This paper cites DocAgent: A Multi-Agent System for Automated Code Documentation Generation.

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation DocAgent: A Multi-Agent System for Automated Code Documentation Generation

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T18:26:50.810684Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f158156b-e37b-4a7b-8484-1acc0f3e85b9 · outbound

This paper cites MAxPrototyper: A Multi-Agent Generation System for Interactive User Interface Prototyping.

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation MAxPrototyper: A Multi-Agent Generation System for Interactive User Interface Prototyping

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-08-06T18:26:50.852974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d6eda4c4-bd92-452b-9ecc-e1b16dcbd633 · outbound

This paper cites BERTScore: Evaluating Text Generation with BERT.

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation BERTScore: Evaluating Text Generation with BERT

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T18:26:50.816185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 214728a3-050e-49ef-b085-da9a4ec32881 · outbound

This paper cites Advances in neural information processing systems 33 (2020), 5776–5788.

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation Advances in neural information processing systems 33 (2020), 5776–5788

Reference 2020

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:26:50.965202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 78081cf3-e69e-4e3c-8479-30a0a3dafa30 · outbound

This paper cites Large Language Models for Supply Chain Optimization.

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation Large Language Models for Supply Chain Optimization

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-06T18:26:50.750938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3084d629-5a51-42b5-a6ca-cf786abcc599 · outbound

This paper cites Fine-Grained Guidance for Retrievers: Leveraging LLMs' Feedback in Retrieval-Augmented Generation.

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation Fine-Grained Guidance for Retrievers: Leveraging LLMs' Feedback in Retrieval-Augmented Generation

Reference 2024

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T18:26:50.917748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6d744397-44a3-4e07-bf81-132c73e9d6f4 · outbound

This paper cites Leveraging Large Language Models for Risk Assessment in Hyperconnected Logistic Hub Network Deployment.

CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation Leveraging Large Language Models for Risk Assessment in Hyperconnected Logistic Hub Network Deployment

Reference 2025

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T18:26:50.878617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

Observation 9851c80f-6c47-4602-9fcd-97869386f36f · inbound

Self-Reasoning Agentic Framework for Narrative Product Grid-Collage Generation cites this paper.

Self-Reasoning Agentic Framework for Narrative Product Grid-Collage Generation CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-10T06:41:36.493110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.