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Paper Citation Record · LEDGER

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

As of 17 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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T18:26:50.726457Z digest=sha256:2b45a62d817f5ff2dc1c6c90e2ee437bda48e1d97b2ef8563709d1ae1a158298

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:e86273d89d52535bec0b36c9221993b585c00c28d6bf4d4645df47dce7e36fd8

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=sha256:68d9dda76d045d5c5a7d9fab1e0d155a07727d0ff2a39e4a8e74cf06128d646e

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:cce12e913d6f6c170c85eb7305e8925596cdfd3bbba5dceb4bbae1eecec0132c

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:df243f8d378400fe607b3ede3e3e5b6a03f320300f863cc8ed42a63716501154

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T18:26:50.741034Z digest=sha256:b765c66c709d033bcda61fc878211a14ba061dc200bd89889691957f18b95f69

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T18:26:50.743811Z digest=sha256:21633471ceb1d16ea93bd8742ec10f5ca7fb0d6d8a7baa32cfbf686b66387a7d

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T18:26:50.746209Z digest=sha256:e7424ea18b06899784c9f454c740031d9bcb1e06a16c343df320afa85f6a88cc

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=sha256:80fdd4e751bfb54d4dd89bfd02204c1ce080bb508da93fa2867558e6c827fd13

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T18:26:50.753585Z digest=sha256:a2d9360a8b9337deaa6e96c7bbb49645026eb14f170a8a40e5969aeb1ed8bbe1

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:d2db7a1761ea8a69ec701c459b6054cf3e815a99c0c48408605f0bcec27a776c

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:cff115bc59a548d907fec40d208fe760340180bafcbd02a780c93e4cf798b189

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T18:26:50.765365Z digest=sha256:1cbeab14ec5e7b59e68cae290114c02db8a3d9a1f817e472dc6a4ebfdbf343ae

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T18:26:50.767703Z digest=sha256:db81c82969a5919474069708154a7a9fd7968f845d230c3a173cd5e7504e9fe6

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:e313ad7489aeaa78b755cbc9c8ee46ba5f1014f064c1d801ef070e6aff883e1a

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:e190a5196660677fb642aa2228468d2f901482cfcb126fe8d7808e9566869c33

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T18:26:50.776039Z digest=sha256:7c3c6934c081321e329ff7273756f517ba9a33888a8e735244b025a17d054255

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T18:26:50.778525Z digest=sha256:7890289cb94971f1d373299497812c205e7db41e2c3077bb064df09eb2388916

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=sha256:8942e9633f8267acf5bb197238838a3daeb164b8c50b7b5fe89dc41644ab927c

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=sha256:5eccd607148804f39ad088d3c3dc6712a156ef807a018727962a20a2feb3f4e2

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T18:26:50.787448Z digest=sha256:7d20a0774da4940b9e346fa9abb056cb0937230f4fbd44627d6afdad8e1e4486

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:ba3693f8bc182c7f3e57a73c34832002dfe07b8355d89aa010e7364575c6a23e

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T18:26:50.796676Z digest=sha256:2f44acfdaa148590471c19339be5f91cb273310e2c073d07edd856d980b868e2

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T18:26:50.799258Z digest=sha256:dc6d6afe51518dac239c79e10097ce1d9c5054d2076b33fd40144b13328cb772

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=sha256:3903d4acccad179e1b7060bee7ead61a9a12b6428f8dde1dbbf8e18dc00b47c6

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=sha256:1e8bab79effd7c267f68dbb99157f905b71c7e18bedef4b682d036dc731a6cb8

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=sha256:3ade75c601aec8f8ade7960a8b1e5a307fa120dbec538de26621c3d0a07a548b

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T18:26:50.813441Z digest=sha256:d8fb168fd19bba700627130aa343c7977788bc16b20a31340e840aeb0613631e

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=sha256:8fe9b0a51878f49f2eeb495c015c03b3615fc7fb606ee7d4efb0586f6ea5b434

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T18:26:50.805084Z digest=sha256:620cd154c1311f548a69a7573bf7917c076ab3401c090fa4746d39bbcf8b33f4

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=sha256:908ff49997e3d96d3e1b8d0b108f43cd2afa53f742a3ecbc165d32f8172ec291

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T18:26:50.756891Z digest=sha256:752b25441b94de2b8ab564e7468c6e3d5507a7e45d080eabaaf5d7756c2b33d4

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T18:26:50.790445Z digest=sha256:c54e445369b8ff41b672eb0a49cdf082dcb8384dfc8850cc00111372be953ce2

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-10T06:40:02.167172Z digest=sha256:f61767049e7a30c480b236df736a05a0fe4ea931cea053c1bbd9e34c0635f6ee