Paper Citation Record · LEDGER

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation

As of 13 August 2026, this Paper Citation Record lists 57 of 57 outbound references and 13 inbound Pith citation observations for arXiv:2501.02226.

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

pith.paper-citation-record.v1
2501.02226 v2

Coverage vector

measured 57 of 57 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T22:17:53.980104Z

measured 70 of 70 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 13 of 13 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T11:21:37.999389Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-28T18:42:29.154599Z

Reference resolution

57 of 57 outbound references displayed

verified exact0
verified fuzzy0
unresolved56
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation afd8557a-8ba4-483b-ab2b-d47801e96653 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.658821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7745a3d2-b260-4820-8533-ff3c4445853a · outbound

This paper cites write newline.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.664647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b8cfa27-5c79-4ebb-add3-05afb4a044d8 · outbound

This paper cites an unresolved cited work.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:17:54.994242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ca926473-e17f-484b-bad8-297cd3f6513e · outbound

This paper cites GPT-4 Technical Report.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation GPT-4 Technical Report

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.675738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 041fa48f-985b-4084-8dfa-e171bbffdf2c · outbound

This paper cites an unresolved cited work.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:17:54.977921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 1455b429-290b-4542-b334-0eac908b870f · outbound

This paper cites Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.685829Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31fb2fad-dd12-4719-b5f6-3927066beab5 · outbound

This paper cites Knowledge-Augmented Language Model Prompting for Zero-Shot Knowledge Graph Question Answering.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Knowledge-Augmented Language Model Prompting for Zero-Shot Knowledge Graph Question Answering

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.691190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e82fd38b-2783-4986-b81e-15d6e011d397 · outbound

This paper cites an unresolved cited work.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.696786Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d0786c0-5f41-4139-be2e-dac625ec4a00 · outbound

This paper cites an unresolved cited work.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.703264Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec36ee2e-f159-426d-8518-71481125d171 · outbound

This paper cites an unresolved cited work.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:17:54.941431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a18f40fb-3cd2-4f39-97ac-d5f1abf4222b · outbound

This paper cites an unresolved cited work.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:17:54.923345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 846563f2-08d8-4987-aee9-f115bbeede7c · outbound

This paper cites The Llama 3 Herd of Models.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation The Llama 3 Herd of Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.718293Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1deaf2ff-c25d-436c-9ae3-040215efa52d · outbound

This paper cites an unresolved cited work.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:17:54.907265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 97b5c0be-b447-4bbc-bbd1-1f3eb1fd0c25 · outbound

This paper cites an unresolved cited work.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.728148Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42d01ffc-3d8c-4cd0-8f64-fef9be4d08db · outbound

This paper cites Graph Machine Learning in the Era of Large Language Models (LLMs).

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Graph Machine Learning in the Era of Large Language Models (LLMs)

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.732907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5bc9f79-f974-49cc-aef6-ce4bc595f729 · outbound

This paper cites Talk like a Graph: Encoding Graphs for Large Language Models.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Talk like a Graph: Encoding Graphs for Large Language Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.737997Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0fde470-b6ca-4a7f-8715-4d0da4a4e03a · outbound

This paper cites Retrieval-Augmented Generation for Large Language Models: A Survey.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.743163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f4a4906-08b6-4e44-90af-a9d71972d15b · outbound

This paper cites an unresolved cited work.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.748353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7181f757-d474-472d-8bc0-a9ac2a300fcf · outbound

This paper cites an unresolved cited work.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.753008Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a04504c8-1585-4bb4-98d7-0f772c997f2f · outbound

This paper cites an unresolved cited work.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.757536Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation baea0af5-fe7d-466a-8fb6-fe7ae4190a81 · outbound

This paper cites an unresolved cited work.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.761980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5e25052-d198-4acd-a8d3-f3a5ae097415 · outbound

This paper cites G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.766769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 270ae254-84eb-4cd3-8b8b-a1adc9cc1fb3 · outbound

This paper cites an unresolved cited work.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:17:54.836609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 74ec2148-04c9-4cb6-b2b0-3a4b3e57376f · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation LoRA: Low-Rank Adaptation of Large Language Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.776792Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fb1fd1a-9e9c-417c-a33a-3ec9d8f46d8c · outbound

This paper cites Active Retrieval Augmented Generation.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Active Retrieval Augmented Generation

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.784365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 471e8fe8-0161-4491-835d-d2e31c859af4 · outbound

This paper cites Dense Passage Retrieval for Open-Domain Question Answering.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Dense Passage Retrieval for Open-Domain Question Answering

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.790244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8a73d81-098a-48c7-bb40-dab267018570 · outbound

This paper cites an unresolved cited work.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:17:54.818419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ec98adb1-d218-4824-a6ef-1e6db2b29805 · outbound

This paper cites Generalization through Memorization: Nearest Neighbor Language Models.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Generalization through Memorization: Nearest Neighbor Language Models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.801644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27e47a32-8ec2-48d5-9922-4b7128ab218c · outbound

This paper cites Semi-Supervised Classification with Graph Convolutional Networks.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Semi-Supervised Classification with Graph Convolutional Networks

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.807238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b7cc47c-f552-4669-9274-97e6aa227dd8 · outbound

This paper cites When to Retrieve: Teaching LLMs to Utilize Information Retrieval Effectively.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation When to Retrieve: Teaching LLMs to Utilize Information Retrieval Effectively

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.813381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2d9465f-e942-43d8-8833-8875f8c99b63 · outbound

This paper cites an unresolved cited work.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:17:54.801616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 68bb11fe-30f0-4d91-b3b1-6c42f18e414a · outbound

This paper cites Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.825489Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4969b90-a7fb-4c3c-acd4-985abe80dbb6 · outbound

This paper cites GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.830751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd96606d-24f7-41c5-9ced-c085991c16c9 · outbound

This paper cites AmbigQA: Answering Ambiguous Open-domain Questions.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation AmbigQA: Answering Ambiguous Open-domain Questions

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.838284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0626cefe-6c6f-4f0e-bbce-9c9e74dfb29d · outbound

This paper cites Let Your Graph Do the Talking: Encoding Structured Data for LLMs.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Let Your Graph Do the Talking: Encoding Structured Data for LLMs

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.844299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b08feeb6-838f-4c65-a6cc-061eee54bcc7 · outbound

This paper cites TokenRec: Learning to Tokenize ID for LLM-based Generative Recommendation.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation TokenRec: Learning to Tokenize ID for LLM-based Generative Recommendation

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.850197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb12cd4d-8a90-4959-8c62-db06f9a9b218 · outbound

This paper cites an unresolved cited work.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.855567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87fbc5ce-d56e-4106-acde-481b450b61c9 · outbound

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

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.863107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd028bbd-e2f8-4e1d-946c-46dcc51a114b · outbound

This paper cites an unresolved cited work.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.870391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47d2c51e-ee50-4334-9db8-09558de7fbb5 · outbound

This paper cites Masked Label Prediction: Unified Message Passing Model for Semi-Supervised Classification.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Masked Label Prediction: Unified Message Passing Model for Semi-Supervised Classification

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.875563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1e10f0d-78fa-4545-9b1c-b8193a4b60c3 · outbound

This paper cites Think-on-Graph: Deep and Responsible Reasoning of Large Language Model on Knowledge Graph.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Think-on-Graph: Deep and Responsible Reasoning of Large Language Model on Knowledge Graph

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.883318Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49311d17-f56b-4ac2-a5ac-c7b8d5615641 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation LLaMA: Open and Efficient Foundation Language Models

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.892730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acb87ed9-68f9-4c0c-a1b6-bfd8d5a7f1c4 · outbound

This paper cites an unresolved cited work.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:17:54.761441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation f98a41be-0c53-47f4-bd48-a2aef4d667c7 · outbound

This paper cites Knowledge-Driven CoT: Exploring Faithful Reasoning in LLMs for Knowledge-intensive Question Answering.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Knowledge-Driven CoT: Exploring Faithful Reasoning in LLMs for Knowledge-intensive Question Answering

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.904944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26fb597e-2cbd-4fd7-895b-06a618ac2c64 · outbound

This paper cites an unresolved cited work.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.910490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89fb62b4-1c5d-44e2-809e-98678952accf · outbound

This paper cites an unresolved cited work.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:17:54.732586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 5ca5ecfb-4837-4432-a4be-f5b66178097f · outbound

This paper cites NExT-GPT: Any-to-Any Multimodal LLM.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation NExT-GPT: Any-to-Any Multimodal LLM

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.923845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08b94214-7b00-492b-b782-4b31564fbfbf · outbound

This paper cites Retrieve-Rewrite-Answer: A KG-to-Text Enhanced LLMs Framework for Knowledge Graph Question Answering.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Retrieve-Rewrite-Answer: A KG-to-Text Enhanced LLMs Framework for Knowledge Graph Question Answering

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.929902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b63b3c3-fdca-477d-8f86-5bbfaa56ebad · outbound

This paper cites Corrective Retrieval Augmented Generation.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Corrective Retrieval Augmented Generation

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.936086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd2f07ae-469e-47ed-9b80-61220b278d30 · outbound

This paper cites Qwen2 Technical Report.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Qwen2 Technical Report

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.941694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e60757c-152c-4876-b0a7-c99dbbf2ab05 · outbound

This paper cites an unresolved cited work.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:17:54.714170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 9da31eb3-da34-4405-88c3-f412ca4a60eb · outbound

This paper cites CoLLM: Integrating Collaborative Embeddings into Large Language Models for Recommendation.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation CoLLM: Integrating Collaborative Embeddings into Large Language Models for Recommendation

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.952215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3810d3c7-8d2e-4218-850a-e0ebe977df0c · outbound

This paper cites an unresolved cited work.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:17:54.697295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 1f7f362d-ed8c-43b6-9868-558beeab2556 · outbound

This paper cites an unresolved cited work.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Unresolved cited work

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.963032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c38080c3-44bc-4b32-a2ec-50f239e6d325 · outbound

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Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation online" 'onlinestring :=

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.967932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d80d0f97-d1f9-4f3d-82c6-218315635d66 · outbound

This paper cites write newline.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation write newline

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-10T22:17:53.974556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f139b72-d85a-4ad4-abcf-3a790aaf644a · outbound

This paper cites Items in KG.

Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation Items in KG

Reference 57

Resolution: malformed identifier; no resolver link, observed 2026-08-10T22:17:53.980104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation fac43e99-b626-474b-ba4a-6295f3e36324 · inbound

Score-based Generative Diffusion Models for Social Recommendations cites this paper.

Score-based Generative Diffusion Models for Social Recommendations Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T11:21:37.999389Z

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Unavailable: canonical work link unavailable.

Observation 2d3f3c92-ffb8-4b40-9e99-966639debedd · inbound

Toward Reliable Scientific Hypothesis Generation: Evaluating Truthfulness and Hallucination in Large Language Models cites this paper.

Toward Reliable Scientific Hypothesis Generation: Evaluating Truthfulness and Hallucination in Large Language Models Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T15:35:44.271010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac9ae42a-0639-4dd2-ace7-e4055ba6624b · inbound

LlamaRec-LKG-RAG: A Single-Pass, Learnable Knowledge Graph-RAG Framework for LLM-Based Ranking cites this paper.

LlamaRec-LKG-RAG: A Single-Pass, Learnable Knowledge Graph-RAG Framework for LLM-Based Ranking Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T05:40:12.432010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca846c9b-10b0-4330-b8ea-1c1ea1744036 · inbound

mKG-RAG: Leveraging Multimodal Knowledge Graphs in Retrieval-Augmented Generation for Knowledge-intensive VQA cites this paper.

mKG-RAG: Leveraging Multimodal Knowledge Graphs in Retrieval-Augmented Generation for Knowledge-intensive VQA Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation

Reference 51

Resolution: verified exact; arxiv_id, observed 2026-05-19T00:06:55.100869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 410b9fe9-4049-4c23-aaf4-627b22efafea · inbound

MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems cites this paper.

MultiFluxAI Enhancing Platform Engineering with Advanced Agent-Orchestrated Retrieval Systems Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-05T14:28:41.087285Z

Source-reported events for the cited work

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Observation 315dc06c-6563-47c6-8062-76d16c3dbe30 · inbound

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs cites this paper.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-05T13:27:24.329496Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3a738f5-15a2-4fe8-a12a-79f6f1458406 · inbound

Efficient and Transferable Agentic Knowledge Graph RAG via Reinforcement Learning cites this paper.

Efficient and Transferable Agentic Knowledge Graph RAG via Reinforcement Learning Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation

Reference 39

Resolution: verified exact; arxiv_id, observed 2026-05-25T07:45:28.973296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 35b21dd9-d452-4a0c-bab9-1567eab7ea2b · inbound

Effectiveness of LLMs in Temporal User Profiling for Recommendation cites this paper.

Effectiveness of LLMs in Temporal User Profiling for Recommendation Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T06:55:35.369106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18137334-5f22-4412-a4fc-c853d259e012 · inbound

Filling the Gaps: Selective Knowledge Augmentation for LLM Recommenders cites this paper.

Filling the Gaps: Selective Knowledge Augmentation for LLM Recommenders Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation

Reference 51

Resolution: verified exact; arxiv_id, observed 2026-05-11T06:31:01.516540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c380acc2-91dc-40be-ae75-a9f4eb5b1492 · inbound

ReRec: Reasoning-Augmented LLM-based Recommendation Assistant via Reinforcement Fine-tuning cites this paper.

ReRec: Reasoning-Augmented LLM-based Recommendation Assistant via Reinforcement Fine-tuning Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation

Reference 53

Resolution: verified exact; arxiv_id, observed 2026-05-11T06:41:38.454924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 724d5a9b-5455-44bc-a968-9b580693e768 · inbound

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges cites this paper.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation

Reference 241

Resolution: verified exact; arxiv_id, observed 2026-06-28T18:42:29.156228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 4eeaa740-1d23-4369-b511-01f1c47d8eff · inbound

GARDRec: Decision-Level Graph Grounding for Large Language Model Recommendation cites this paper.

GARDRec: Decision-Level Graph Grounding for Large Language Model Recommendation Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-04T00:55:46.742065Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af09fb93-0c8a-4d2c-9a81-f131be467bc5 · inbound

X-KGRank: A Knowledge Graph RAG Framework for Explainable Recommendations via Pattern Mining and LLM Re-Ranking cites this paper.

X-KGRank: A Knowledge Graph RAG Framework for Explainable Recommendations via Pattern Mining and LLM Re-Ranking Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T22:02:02.412484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.