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Paper Citation Record · LEDGER

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

As of 8 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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T18:26:50.726457Z digest=sha256:283b2513ca743a02cb896293bb3b6d22426a8a34d45eba542ae31f08e86e3387

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.

source=pdf_text observed=2026-08-06T18:26:50.729573Z digest=sha256:cdee02825dcc4a368566d527fb5d9cc9d207433e34f42939b4a8bba79a1186b5

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.

source=pdf_text observed=2026-08-06T18:26:50.732520Z digest=sha256:d94306917db546df1199ca6581ccefcc149201273c4060e685224931111096a8

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.

source=pdf_text observed=2026-08-06T18:26:50.735449Z digest=sha256:90f2490a9bc4abf1c870fbe3f195faf90ee72056b3ee1d398488deabe1f8a86f

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.

source=pdf_text observed=2026-08-06T18:26:50.738269Z digest=sha256:c69a4115b994547d0605595c5ad5d852ac055b8e4aaf77a4519ce9b4762c0d89

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T18:26:50.741034Z digest=sha256:6c8f86b91aa4ee8fffc06fbb99e8fbe735e0fa22fe18c0b3eaa5f2e14528f807

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T18:26:50.743811Z digest=sha256:80f11973f0cb941bea825b757e845b25caf9955d7d0df9d36eb520d2110fce30

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T18:26:50.746209Z digest=sha256:19276432cda3a49fd0dd10882e186588c92a456a625e79379e9fdc5f26b9cfcf

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.

source=pdf_text observed=2026-08-06T18:26:50.748402Z digest=sha256:812ac6e8d3b86f25fc747f6add48449680be361762661a2c38be9fd19b26c7ca

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T18:26:50.753585Z digest=sha256:be6820a88f392c0ee0c2311f1b2638781342a336ba25590537fbf9db4da6e9be

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.

source=pdf_text observed=2026-08-06T18:26:50.759871Z digest=sha256:7fe162520e659b9064ceab1feff2676c3e1b99a8ea75316e3422ed944ed878c3

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.

source=pdf_text observed=2026-08-06T18:26:50.762454Z digest=sha256:982dbf5df6579eec3c1edb4ef50f3af9610b123954b2848251c6fdb326a50635

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T18:26:50.765365Z digest=sha256:0dcab1e6a0fe646af70bc0da536a7b8e18ad22b0c2cc125cdc445e6fceeb6667

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T18:26:50.767703Z digest=sha256:05dcf80a725535ae8c9c924d424c7598cbd41f75cce29129a94b0be269057968

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.

source=pdf_text observed=2026-08-06T18:26:50.770507Z digest=sha256:e512d1881daac59ed67ad6c0ac419e70d1a7483dff8ba8d79b1291e77fae43c2

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.

source=pdf_text observed=2026-08-06T18:26:50.772933Z digest=sha256:ddb369f0980c787e550600fd14200fc217ba40b60e4a430bf29d649ba3c38820

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T18:26:50.776039Z digest=sha256:9104226299c22c7aaef7a759c169b2362aec89092ad4396616c035e51f5ac826

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T18:26:50.778525Z digest=sha256:aaaebaf10ad190e76c0ee95f3fd0cb4c83fa5ccaf250ca11c37cc686bb211b02

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.

source=pdf_text observed=2026-08-06T18:26:50.781473Z digest=sha256:d645e88becd2cd5b6ed07eaea92cfe284912b1810bf0e0db13d834c1ac6410d6

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.

source=pdf_text observed=2026-08-06T18:26:50.784284Z digest=sha256:b76d579d05bd882db027d125c4eb453d5bd1926d90d2de86c7f640cc2b9207e5

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T18:26:50.787448Z digest=sha256:bbee7654d042db415d77633e32138600e121ff4e65c486c075384b79a5c239b4

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.

source=pdf_text observed=2026-08-06T18:26:50.794058Z digest=sha256:22497ae2988c6bfcc4d774527b0d2e5adb029adbfe2a242665510712bbb8244e

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T18:26:50.796676Z digest=sha256:e12f4e3195152516f23fef26b29f36a49ca2d5aa6434aa2a3ef3bc8b76d31924

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T18:26:50.799258Z digest=sha256:44ac3649631cbe72a7984a35a5543b6c2d3bfaab77ac4b08ce9d4d46fd0120f0

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.

source=pdf_text observed=2026-08-06T18:26:50.801885Z digest=sha256:8a2628415a7f17ba36ff32a043bc125cdeeb31b9bb75783bc1666946a974f1ea

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.

source=pdf_text observed=2026-08-06T18:26:50.807841Z digest=sha256:a33eef6837845c56a95a31849df9481d97251bcb9548364b32654ceb24b918fd

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.

source=pdf_text observed=2026-08-06T18:26:50.810684Z digest=sha256:19ed10c19f570b881f30d767f2907435bb5b1be2d76ff72c00c7c0f7a47a6432

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T18:26:50.813441Z digest=sha256:55b9e6dfc4e22a16c555bb86458bc481e427c0d8db369d54a79aa71cfc7625d8

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.

source=pdf_text observed=2026-08-06T18:26:50.816185Z digest=sha256:6b4fe98aa2f207ed2dd25c0d68da026f83d8e73a1e68eecc835f4ca105f9eb2a

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T18:26:50.805084Z digest=sha256:1fb609d93df2638ff4cb6e3d2801cf001b2e982e5f9e82d590ca9c3b41073b12

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.

source=pdf_text observed=2026-08-06T18:26:50.750938Z digest=sha256:0f42cf504df771ca54dd60e0cf5286a174568ac1d875bb950847064b7782ec98

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T18:26:50.756891Z digest=sha256:9b403f18e447b15c2bd95bf8deb89f601f5dd759c0996e657eb6c67f59246cd4

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T18:26:50.790445Z digest=sha256:26acd201f077655fef948d7fa639ebaaf1f7a161858c2788d45ff64da924cadf

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T06:40:02.167172Z digest=sha256:0ce229b3ba6a0332b2831cf8a8679f9feb5751383df8fbade7a088e4445c97c4