Paper Citation Record · LEDGER

Heterogeneous User Modeling for LLM-based Recommendation

As of 17 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 0 inbound Pith citation observations for arXiv:2507.04626.

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

pith.paper-citation-record.v1
2507.04626 v2

Coverage vector

measured 59 of 59 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:48:14.277129Z

measured 59 of 59 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 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

59 of 59 outbound references displayed

verified exact1
verified fuzzy3
unresolved55
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d5e99561-d93f-4289-8fde-b4afeb74b12b · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T19:48:14.048254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6d26092-5eb1-41ae-bca8-49456e73a27e · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:15.038470Z

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.

Observation 670e84bf-106f-42b3-8746-0d73f04b821f · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:15.026028Z

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.

Observation 8782afff-c389-4dd9-a8ae-f74ac23f39c7 · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T19:48:14.063795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd2e3437-8f37-417b-81a3-d7009cf32d67 · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:14.993333Z

Source-reported events for the cited work

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Observation 918c2eab-f101-4b1d-8fb5-59c8ebf426cb · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:15.005721Z

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.

Observation c5ba16e8-d71b-4596-b6df-a56e9153683b · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:14.969102Z

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.

Observation 18e533e9-77ff-4d18-9164-2b6ab719f229 · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:14.981348Z

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.

Observation c8afe711-4cd3-454c-b3b5-87417a8ecfaf · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:14.956083Z

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.

Observation e1df1de8-e0be-4ebb-babb-1d3fe5b50a54 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Heterogeneous User Modeling for LLM-based Recommendation BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T19:48:14.082810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4dd712cf-36ce-4e7f-b2f2-2d67fdc148ff · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:14.936601Z

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.

Observation 0b217bc2-d3c1-4593-8680-60054c61c930 · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T19:48:14.092009Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2abf3630-bf5e-48e5-ae78-eb407e3e903c · outbound

This paper cites Shen, Xinchi Qiu, Dongqi Cai, Yan Gao, and Nicholas D.

Heterogeneous User Modeling for LLM-based Recommendation Shen, Xinchi Qiu, Dongqi Cai, Yan Gao, and Nicholas D

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:48:14.923646Z

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.

Observation 02e70d25-6979-4425-a576-539fa835b6f0 · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:14.911021Z

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.

Observation e81efd8f-e271-4ccf-a9fd-370315655c82 · outbound

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

Heterogeneous User Modeling for LLM-based Recommendation LoRA: Low-Rank Adaptation of Large Language Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T19:48:14.103859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2b2b670-dce8-4bc0-9669-4f538a7e9236 · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:14.885657Z

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.

Observation 486eec6f-2e5d-446b-8231-e3e76c0c556d · outbound

This paper cites A Survey of Generative Search and Recommendation in the Era of Large Language Models.

Heterogeneous User Modeling for LLM-based Recommendation A Survey of Generative Search and Recommendation in the Era of Large Language Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T19:48:14.123097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 164b87a9-6d90-45f6-862d-ebaa12372b9e · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:14.897734Z

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.

Observation 8906d1d8-95e0-40cb-8b25-1abd2b8a0b46 · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:14.862141Z

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.

Observation 54004053-7240-4270-98e2-605b0cdd5cb6 · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:14.850232Z

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.

Observation 9e8bfe5c-9d74-4754-a206-74fbec88b358 · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:14.873995Z

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.

Observation b541fe02-a958-4cb0-bf11-d77ef7600e30 · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:14.816419Z

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.

Observation 14bb02c1-16b7-4b06-a345-cb9870f23a91 · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T19:48:14.149501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96b70135-998c-4744-a8b7-093177c74e29 · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T19:48:14.137738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88d0c0f5-6000-4eee-84b1-49c8e8d2771e · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:14.829739Z

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.

Observation 43000da9-3e38-4cad-abe2-fa982666cbf9 · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:14.757253Z

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.

Observation 9c0cdb03-d52d-4668-a378-d153bf000e5a · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:14.744472Z

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.

Observation 946632b3-7e68-40e7-9a3a-b2e6ea81e38b · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:14.794931Z

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.

Observation fb5c84fa-8997-440c-a251-efe44a50ad17 · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:14.781514Z

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.

Observation d5d1097c-c665-460f-b968-1ecae7a7e3f1 · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:14.769177Z

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.

Observation 47b0916d-9b75-4e38-ad1d-cce09fa5269f · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:14.699519Z

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.

Observation 5c9a2662-2d6b-402b-b641-61aceefe63f3 · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:14.687021Z

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.

Observation 69c34a31-0481-4fdb-9286-649872ab1aa5 · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T19:48:14.173401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8317ab57-a03e-48cf-b5a3-1ff8747e744a · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:14.655149Z

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.

Observation dcc1548e-8299-4b62-8f66-e9d9b95ccda0 · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:14.724507Z

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.

Observation 56779f30-45b9-42b3-aa69-af731ed0679d · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:14.712114Z

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.

Observation c4e84875-4199-4cd9-b7f8-b9339d4efa55 · outbound

This paper cites One Model for All: Large Language Models are Domain-Agnostic Recommendation Systems.

Heterogeneous User Modeling for LLM-based Recommendation One Model for All: Large Language Models are Domain-Agnostic Recommendation Systems

Reference 37

Resolution: verified exact; local_arxiv, observed 2026-08-06T19:48:14.415005Z

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.

Observation be532e90-4c42-4f4f-8b19-ef75bd4a1c9a · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T19:48:14.221520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6049908f-d349-4aac-a405-6789f1e85ec7 · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T19:48:14.197319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64b7bac0-59d7-4505-9b39-081ea0d973f3 · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:14.666958Z

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.

Observation 71c4c677-1386-4608-90b7-e021bab316a6 · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:14.583247Z

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.

Observation 500e8fde-b4a9-4c97-884d-0d1f6f01c596 · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:14.643069Z

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.

Observation 51f6386e-adba-410f-8fbe-c03f49e0323b · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:14.630544Z

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.

Observation 6989f619-e8c8-48cb-84f9-01e0a9efb982 · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:14.559054Z

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.

Observation 31dd3f50-990b-4a54-8959-5d354d711e71 · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:14.546632Z

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.

Observation 8dfc8181-9812-430d-8d57-af8fc0377ae3 · outbound

This paper cites Tyler and Yi Zhang.

Heterogeneous User Modeling for LLM-based Recommendation Tyler and Yi Zhang

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:48:14.609084Z

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.

Observation b7fcf9b8-2535-4db9-a4b8-ba08ba5fd324 · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:14.595145Z

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.

Observation 83730d3c-7d58-48fb-8272-ad4e45fff8c1 · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:14.525611Z

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.

Observation 2302e126-f65d-4adb-9d9a-07e43b9dbaa8 · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:14.570489Z

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.

Observation 14c4e4d3-df6d-4a86-9f62-b27b71c49241 · outbound

This paper cites Towards Open-World Recommendation with Knowledge Augmentation from Large Language Models.

Heterogeneous User Modeling for LLM-based Recommendation Towards Open-World Recommendation with Knowledge Augmentation from Large Language Models

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-06T19:48:14.241423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbe5e788-c2ec-494d-9e29-dc0403ad13b6 · outbound

This paper cites OPT: Open Pre-trained Transformer Language Models.

Heterogeneous User Modeling for LLM-based Recommendation OPT: Open Pre-trained Transformer Language Models

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-06T19:48:14.253823Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91549808-c4bd-4057-adcd-996f63de2abb · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-06T19:48:14.257508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31c3ce26-7422-464b-b056-30f6cbd9ed1c · outbound

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

Heterogeneous User Modeling for LLM-based Recommendation CoLLM: Integrating Collaborative Embeddings into Large Language Models for Recommendation

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-06T19:48:14.260930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d08c75f5-79f3-41ce-9a01-bb73e47b6dbe · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 57

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:14.513207Z

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.

Observation 30dbd976-f3c2-44ca-8c31-eb5e2b11914b · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:14.500810Z

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.

Observation 84ffa2c0-df1e-48cb-b93b-a962001c22f4 · outbound

This paper cites an unresolved cited work.

Heterogeneous User Modeling for LLM-based Recommendation Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:48:14.487944Z

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.

Observation 55677269-a5ae-400a-b2ec-5645c3161d17 · outbound

This paper cites Text and Code Embeddings by Contrastive Pre-Training.

Heterogeneous User Modeling for LLM-based Recommendation Text and Code Embeddings by Contrastive Pre-Training

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-06T19:48:14.177470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18491ca5-c7aa-44c9-ac2f-a623b69b2b9e · outbound

This paper cites In RecSys.

Heterogeneous User Modeling for LLM-based Recommendation In RecSys

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:48:15.050448Z

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.

Observation d0ff5568-0db2-438e-a3ec-f91028f06140 · outbound

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

Heterogeneous User Modeling for LLM-based Recommendation Bridging Language and Items for Retrieval and Recommendation: Benchmarking LLMs as Semantic Encoders

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