Paper Citation Record · LEDGER

Towards Comprehensible Recommendation with Large Language Model Fine-tuning

As of 10 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 2 inbound Pith citation observations for arXiv:2508.07595.

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

pith.paper-citation-record.v1
2508.07595 v1

Coverage vector

measured 55 of 55 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T22:06:55.337780Z

measured 57 of 57 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T03:30:33.586922Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

55 of 55 outbound references displayed

verified exact0
verified fuzzy0
unresolved51
parse uncertain0
malformed identifier2
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cc5511c4-24ee-4a6f-b303-80376256881b · outbound

This paper cites an unresolved cited work.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:53.934603Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff1b6531-5d86-4f95-af47-03a310bec38d · outbound

This paper cites ReasoningRec: Bridging Personalized Recommendations and Human-Interpretable Explanations through LLM Reasoning.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning ReasoningRec: Bridging Personalized Recommendations and Human-Interpretable Explanations through LLM Reasoning

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:54.078869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b05ebb0d-420c-4b98-ad19-8d3b83b1cbda · outbound

This paper cites LONGER: Scaling Up Long Sequence Modeling in Industrial Recommenders.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning LONGER: Scaling Up Long Sequence Modeling in Industrial Recommenders

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:54.127007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f8abeae-1617-4083-8254-91488f172338 · outbound

This paper cites an unresolved cited work.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:54.157121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e65cb05a-24b9-475f-b7a7-35ec1f56fca8 · outbound

This paper cites an unresolved cited work.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:54.193697Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27a748e6-def1-4110-b180-f70b42224d90 · outbound

This paper cites an unresolved cited work.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:54.231006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f580572c-d088-4274-b18b-bbaba651c502 · outbound

This paper cites an unresolved cited work.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Unresolved cited work

Reference 7

Resolution: malformed identifier; no resolver link, observed 2026-08-05T22:06:54.415883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74f17ae9-8738-42b2-a3ab-2d74b5726f74 · outbound

This paper cites Zero-Shot Recommender Systems.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Zero-Shot Recommender Systems

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:54.485559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f47a6db-8328-4b6f-a37a-7b26eb438f03 · outbound

This paper cites Maxwell Harper and Joseph A.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Maxwell Harper and Joseph A

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:54.612715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df1c251e-a6ec-4ad7-bce1-39e617d6d986 · outbound

This paper cites an unresolved cited work.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:54.703723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 488f21cc-8806-491d-b79a-bfef12b2d71b · outbound

This paper cites an unresolved cited work.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:54.821687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4b4e75e-ee94-4d0a-8316-7728a6130696 · outbound

This paper cites an unresolved cited work.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:54.970335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc5c84d0-0cb7-4b30-93f4-4ac30504e894 · outbound

This paper cites an unresolved cited work.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.089936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a375284-1070-40f2-8aa8-b0240b14aac7 · outbound

This paper cites an unresolved cited work.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.181988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2705d4c-9c2f-48c6-baa3-dbc6cae32386 · outbound

This paper cites an unresolved cited work.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.186259Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acd1f83e-c058-408e-8fa7-40b86588e585 · outbound

This paper cites LEARN: Knowledge Adaptation from Large Language Model to Recommendation for Practical Industrial Application.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning LEARN: Knowledge Adaptation from Large Language Model to Recommendation for Practical Industrial Application

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.190201Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aebfa847-10b5-4ae0-aed1-6167e2b005d8 · outbound

This paper cites Self-Attentive Sequential Recommendation.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Self-Attentive Sequential Recommendation

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.194211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8176f53b-3dc4-453d-a116-1629e33603c3 · outbound

This paper cites an unresolved cited work.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.198657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42235fc0-7f77-414d-bb37-4c993fc9f6b0 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Adam: A Method for Stochastic Optimization

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.202458Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b30fae4-ef20-43e2-996e-0ce5b72facb4 · outbound

This paper cites an unresolved cited work.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.206618Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0766ab1-1f49-4701-8c4a-86717e585308 · outbound

This paper cites an unresolved cited work.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.210734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e891072-38b1-4fd9-b02e-4e557f2c04bc · outbound

This paper cites Decoupled Weight Decay Regularization.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Decoupled Weight Decay Regularization

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.214702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3068815-7b7b-460c-81b8-58ddeb459623 · outbound

This paper cites an unresolved cited work.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.218889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc1033fa-172f-455c-819f-abbe04c77bd9 · outbound

This paper cites an unresolved cited work.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.222573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87cb0f56-1591-4465-ab64-ef9de69a14bc · outbound

This paper cites Qwen2.5 Technical Report.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Qwen2.5 Technical Report

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.226733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94b875d2-a717-4749-832b-1a1254bce314 · outbound

This paper cites an unresolved cited work.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.230851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1903c2b3-7eb2-4a76-bebc-05f9f891c321 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.234712Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 844dbfac-ccc7-442a-b546-d36d6e4724db · outbound

This paper cites an unresolved cited work.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.239068Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d58aafc1-8a31-43f2-9cd7-b10bbe6a4813 · outbound

This paper cites Erfani, and Junhao Gan.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Erfani, and Junhao Gan

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.242990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53a17163-96ba-42ed-9e0c-e03418094b89 · outbound

This paper cites an unresolved cited work.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.246975Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92909cdb-5b6e-473b-84da-6ef0bd02540c · outbound

This paper cites an unresolved cited work.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.255637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 079f84a3-fdc8-4409-874e-6b0c34a0fff0 · outbound

This paper cites Gomez, Łukasz Kaiser, and Illia Polosukhin.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Gomez, Łukasz Kaiser, and Illia Polosukhin

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.259170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f19c2d25-afac-4bf8-a81c-2298bceea524 · outbound

This paper cites an unresolved cited work.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.262863Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 808a1897-26c1-433d-b45f-0c2b214bbc37 · outbound

This paper cites Finding the Minimal Parameter Budget for Implicit Reasoning: A Data Complexity Driven Scaling Law for Language Models.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Finding the Minimal Parameter Budget for Implicit Reasoning: A Data Complexity Driven Scaling Law for Language Models

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.266535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9f7764b-1f4d-4f32-ad61-3a79531d2c2d · outbound

This paper cites A Theoretical Analysis of NDCG Type Ranking Measures.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning A Theoretical Analysis of NDCG Type Ranking Measures

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.270481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ee22852-de96-419f-ae14-9c3b03957b1b · outbound

This paper cites an unresolved cited work.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.274210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bdc3a3a3-af81-4f58-8929-a194514ec54b · outbound

This paper cites an unresolved cited work.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.278230Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b0d1019-991d-4e80-9c7c-5287f50a28ef · outbound

This paper cites an unresolved cited work.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.282144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5cb65e5e-9d4d-428c-875c-67e59557a74b · outbound

This paper cites an unresolved cited work.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.285890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41a9fcff-d3aa-4d5a-b041-b0cf03086368 · outbound

This paper cites an unresolved cited work.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.294036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aadc6087-3594-4dfd-9f3c-1203d30988c3 · outbound

This paper cites an unresolved cited work.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.297765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2428107-ec85-45f1-b7ee-2a5ea3fdd10f · outbound

This paper cites LlamaRec: Two-Stage Recommendation using Large Language Models for Ranking.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning LlamaRec: Two-Stage Recommendation using Large Language Models for Ranking

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.301570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7014d33-8beb-4692-a468-9bd8b7fd7ad4 · outbound

This paper cites an unresolved cited work.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.305653Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af872da7-c714-4d05-b5b4-4a81d8d682a9 · outbound

This paper cites an unresolved cited work.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.309315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f882e8cc-892a-4520-ba21-aba0d950511c · outbound

This paper cites an unresolved cited work.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.317483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17125e5a-d878-409f-b3fe-6317a3e2eec7 · outbound

This paper cites an unresolved cited work.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Unresolved cited work

Reference 46

Resolution: malformed identifier; no resolver link, observed 2026-08-05T22:06:55.325011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92adf290-8acd-4959-93e6-5494d1e06559 · outbound

This paper cites an unresolved cited work.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.329474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 987ab13b-cec0-4637-84a8-0418e2e5488e · outbound

This paper cites an unresolved cited work.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.333905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1b2fd46-ea5c-4bf8-9528-0f71c5fb0a94 · outbound

This paper cites In Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), Lun-Wei Ku, Andre Martins, and Vivek Srikumar (Eds.).

Towards Comprehensible Recommendation with Large Language Model Fine-tuning In Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), Lun-Wei Ku, Andre Martins, and Vivek Srikumar (Eds.)

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.313509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afbc46c9-5ca4-4589-987d-4beeeab6c28d · outbound

This paper cites an unresolved cited work.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Unresolved cited work

Reference 55

Resolution: metadata mismatch; raw_fallback, observed 2026-08-05T22:06:55.613275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 478106e1-46e3-4e7b-ac7c-75bdfe3a6f3e · outbound

This paper cites In Proceedings of the 1st Workshop on Deep Learning for Recommender Systems (Boston, MA, USA) (DLRS 2016).

Towards Comprehensible Recommendation with Large Language Model Fine-tuning In Proceedings of the 1st Workshop on Deep Learning for Recommender Systems (Boston, MA, USA) (DLRS 2016)

Reference 2016

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:54.272944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acaa252b-bfbd-4bc3-9306-9e191fc61426 · outbound

This paper cites In Proceedings of the 28th ACM International Conference on Information and Knowledge Management (Beijing, China) (CIKM ’19).

Towards Comprehensible Recommendation with Large Language Model Fine-tuning In Proceedings of the 28th ACM International Conference on Information and Knowledge Management (Beijing, China) (CIKM ’19)

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.251216Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8d7a25c-68f6-48a7-8eaa-1e04369f4765 · outbound

This paper cites In Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval (Madrid, Spain) (SIGIR ’22).

Towards Comprehensible Recommendation with Large Language Model Fine-tuning In Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval (Madrid, Spain) (SIGIR ’22)

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.289932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb18d6a3-0392-4afc-877b-6197e75f7246 · outbound

This paper cites Bridging Language and Items for Retrieval and Recommendation: Benchmarking LLMs as Semantic Encoders.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning Bridging Language and Items for Retrieval and Recommendation: Benchmarking LLMs as Semantic Encoders

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-05T22:06:55.177693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ebb946e-c1bc-47c1-b50b-50277764f345 · outbound

This paper cites IEEE Transactions on Knowledge and Data Engineering 37, 5 (2025), 2329–2340.

Towards Comprehensible Recommendation with Large Language Model Fine-tuning IEEE Transactions on Knowledge and Data Engineering 37, 5 (2025), 2329–2340

Reference 2025

Resolution: metadata mismatch; raw_fallback, observed 2026-08-05T22:06:55.909683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

Observation 7e23cf64-7383-436b-a3d4-6c4040e8a18e · inbound

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation cites this paper.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation Towards Comprehensible Recommendation with Large Language Model Fine-tuning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-01T01:13:58.971176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3178b54a-7ba3-45d5-a6ef-f85169d08170 · inbound

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation cites this paper.

RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation Towards Comprehensible Recommendation with Large Language Model Fine-tuning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-04T03:30:33.586922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.