Pith. sign in

Paper Citation Record · LEDGER

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

As of 7 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 1 inbound Pith citation observation for arXiv:2509.00698.

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

pith.paper-citation-record.v1
2509.00698 v1

Coverage vector

measured 64 of 64 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T13:27:24.442638Z

measured 65 of 65 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-11T19:14:13.105401Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

64 of 64 outbound references displayed

  • verified exact3
  • verified fuzzy5
  • unresolved43
  • parse uncertain0
  • malformed identifier5
  • metadata mismatch8

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation dc9ba411-6e49-4f3e-bbd2-8df714416698 · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 1

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T13:27:26.521918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:27:24.145516Z digest=sha256:0646dcd2f303f77f0f1f86aa4e79bf5f324b9ec3e1e5ed77cec5b82537f847f5

Observation 96ae53be-a351-4700-8a28-0c1ad9ef26f6 · outbound

This paper cites George van den Driessche.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs George van den Driessche

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:27:26.892515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:27:24.150417Z digest=sha256:7b61427a41d7f23eb0d2113e09b49994117bc641bfa35da9470b6671dae22857

Observation b6a4b10a-e0a5-4e12-9a76-8f3b7037e4db · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-05T13:27:24.155012Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:27:24.155012Z digest=sha256:1a2bdc0f54c01347661a767d88d8e691dbddf8812333907209a980343d44a490

Observation 1b7dcfcb-ee31-4461-abc6-5892a22cbaa2 · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 4

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T13:27:26.299658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:27:24.160391Z digest=sha256:3788bdf7ef0160f736d0b648eadd5d51647b9b300da08b78a699543638bacd6c

Observation f6f98a4d-115e-4f53-8ec4-9157ea26c23b · outbound

This paper cites Kankanhalli.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Kankanhalli

Reference 5

Resolution
verified exact
doi, observed 2026-08-05T13:27:24.729575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:27:24.164820Z digest=sha256:df6121564bbe1c4250704d46b49ce95c2764c9bb4dfe6de36d5c936db6039588

Observation 557e340a-e2c2-4370-9b0a-d87df8393f54 · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-05T13:27:24.170204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:27:24.170204Z digest=sha256:f0fe7d7b0a005f4536d0e9f1f67d518571650f982c580e5332e224d43998bf2b

Observation 9b10dd62-4f88-42de-8d7a-f9c481afca7e · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 7

Resolution
malformed identifier
raw_fallback, observed 2026-08-05T13:27:26.877088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:27:24.175768Z digest=sha256:5eec23a65b3dacc55705a5fca0e53558597973b51aeb9c7e37d31aa6d4ce96ee

Observation 318bceeb-6c5d-460c-8a11-7136dc173f95 · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-05T13:27:24.180891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:27:24.180891Z digest=sha256:4bbcadd01966ef76443865d422d11f044fe0ab57ea539814d0600e6e1e4d2762

Observation 880d358f-7aa1-4622-a664-9a86f4615394 · outbound

This paper cites Review-based Recommender Systems: A Survey of Approaches, Challenges and Future Perspectives.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Review-based Recommender Systems: A Survey of Approaches, Challenges and Future Perspectives

Reference 9

Resolution
verified exact
local_arxiv, observed 2026-08-05T13:27:24.714423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:27:24.190946Z digest=sha256:1b507bfb5632c3ba3ff3e20d3219215f5e5115bfd42bd9ceac7c9eaa32aede21

Observation 66275496-32b0-4a7b-9e3d-7837a6239057 · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-05T13:27:24.195648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:27:24.195648Z digest=sha256:a2d0e0a88ac615bfbc50b16a070bf4452d3f0857938fd82342c085efc918417f

Observation f656413d-d939-48d5-893e-8363cd919e51 · outbound

This paper cites Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen-Zhu, Yuanzhi Li, Shean Wang, Lu Wang, and Weizhu Chen.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen-Zhu, Yuanzhi Li, Shean Wang, Lu Wang, and Weizhu Chen

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:27:26.849176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:27:24.200063Z digest=sha256:68ff8ebd8a85bc0bcd541d19cca3bcf9f97d3f1094d1dba28f1f702938a2c3d1

Observation a9ba98e3-f3e7-4476-9957-2abc82d57fbc · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:27:26.834332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:27:24.204275Z digest=sha256:7e4ba30a3f37ed44ca278c5eb060ef38a93469050a34f72ee0bb8294f5781bd1

Observation 81004fbc-7160-4d97-8a1e-5fbb3f397109 · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-05T13:27:24.208633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:27:24.208633Z digest=sha256:86e9aa814e40334a2b35451d81e7a7faab553e9f4e45b9e28080e8a033ead1b2

Observation 86d8ada7-59cc-44db-9945-aa0514583503 · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 14

Resolution
verified exact
doi, observed 2026-08-05T13:27:24.682012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:27:24.212937Z digest=sha256:d3461cb1ac95343ae66968a728b06d93dbe56dd065b6b2b25964766cade88060

Observation 5bf4f37c-efc5-4a76-b11a-9c3a227843e4 · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 15

Resolution
malformed identifier
no resolver link, observed 2026-08-05T13:27:24.217491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:27:24.217491Z digest=sha256:7f4f8f2ac24f8e8503fa69341e225f5feeaa62413c35978b8961aed20d716691

Observation 48d10e89-e9ed-4983-8f52-84dc981d37e2 · outbound

This paper cites Review-driven Personalized Preference Reasoning with Large Language Models for Recommendation.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Review-driven Personalized Preference Reasoning with Large Language Models for Recommendation

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-05T13:27:24.221781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:27:24.221781Z digest=sha256:3cd92f20dee10ac4d12c1332579e3b6e789fc5caf92c0eeba1e884fc9357985a

Observation 7ee51f23-1642-42cc-aaeb-d53551c1f0bc · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-05T13:27:24.227326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:27:24.227326Z digest=sha256:4a8152b207f3b7f6a80cddfbe95bf5a223c13678bf8f1e3deb1f319d3c02d512

Observation d138b167-a0e2-4d09-ac59-3e301542efa4 · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:27:26.819416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:27:24.231513Z digest=sha256:f3665a8fef1cb4d1bc37326acc83bfa1abcbefd0ac438d490181fb31f4baf53a

Observation 3b6d7c57-3d09-4bcf-88f3-8d2cf732ea4b · outbound

This paper cites Prompt Tuning Large Language Models on Personalized Aspect Extraction for Recommendations.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Prompt Tuning Large Language Models on Personalized Aspect Extraction for Recommendations

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-05T13:27:24.235800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:27:24.235800Z digest=sha256:270dd85659cd3f2f0cb91e4600bf7653003604f699315ef71052bda79e4af3cf

Observation 7f35aa4e-0f3e-4ca5-9e98-3009fb06e03e · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-05T13:27:24.240757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:27:24.240757Z digest=sha256:d8f36b87d96c83aab31bd790b6a46f17d45eea1498d1ecd9430c488da99bdaa4

Observation 9d52c25e-174e-4a90-8b73-ec34c385175b · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 21

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T13:27:25.729320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:27:24.245005Z digest=sha256:b833d0e205d6529a50b79117af1763c52b7d8ec95f44af990ae52d969d48ba5b

Observation bbf23625-45c0-4cb0-92fd-fcb3537c053c · outbound

This paper cites Is ChatGPT a Good Recommender? A Preliminary Study.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Is ChatGPT a Good Recommender? A Preliminary Study

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-05T13:27:24.249315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:27:24.249315Z digest=sha256:a3158c5a255e23cc99b68fad4323e293a5fd23056b1bdb57d2430bb4e8a01180

Observation 55ace296-5c7a-486a-8b3b-1a8e0ecc979e · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 23

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T13:27:25.651389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:27:24.254095Z digest=sha256:cd5074dec8294a3c0f972dd4230b1f88e50b7189e5e568aa421fceee53e4900e

Observation 81c5e029-bcb6-4316-b68f-cc2d4f58b187 · outbound

This paper cites McAuley and Jure Leskovec.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs McAuley and Jure Leskovec

Reference 24

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T13:27:25.557555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:27:24.258356Z digest=sha256:f62caf42a2daf260ade00059bd858559eb62215e958d516509b5cec2bd656bdf

Observation 36bd3a4d-ff92-42d9-9f74-e5f95f02715d · outbound

This paper cites Large Language Models: A Survey.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Large Language Models: A Survey

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-05T13:27:24.262260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:27:24.262260Z digest=sha256:d670a0be110ca70eeee70a57f3c4e3bdb35ca1dae531040ac85d038be7e6eb21

Observation 6ad376cb-d810-44cc-b06c-74c44b430011 · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-05T13:27:24.266649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:27:24.266649Z digest=sha256:5cb4d5d6e2e6d2b3d5e129d2a0c5e0c4f25d50121ca4ae7023980a5e11707878

Observation 21430fdb-cad5-4145-bbfb-feb9aafa6323 · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:27:26.804613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:27:24.270875Z digest=sha256:dc5991f578b8d05042140ead9ddb213ed034f7af459e12c9150bbf59d04a7a96

Observation 59da6e7d-7294-4939-b5e9-4b38096e5144 · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 28

Resolution
malformed identifier
no resolver link, observed 2026-08-05T13:27:24.280395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:27:24.280395Z digest=sha256:708b8bc421b375d9d52e6ff23e9c22a19cf81fac527c58d8873a65be9fe441e3

Observation a657ad34-e3d7-4adb-8c38-225803d4cdf3 · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:27:26.765266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:27:24.284950Z digest=sha256:34724d18ea46f3c476abcfe1b6b9747a111d36b370511d5a07b830d88b817d3c

Observation 81912cf4-9db5-4f24-9b07-9998b4b3b645 · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-05T13:27:24.293966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:27:24.293966Z digest=sha256:d9c750f8e5eb4d4778051ff7d939681b4dcd3420f30b0cb638b74eae550039ed

Observation 8ab41ac1-c440-466b-857a-443caafba33a · outbound

This paper cites Huang, Xiaohui Yu, and Bushra Aljbawi.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Huang, Xiaohui Yu, and Bushra Aljbawi

Reference 31

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T13:27:25.310696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:27:24.302547Z digest=sha256:d97da0c6b749cdbf8414b8a9322e8bda22cc3eb5864b4aed26696387aecb3462

Observation af3ec1e7-7f45-42b5-aa23-4f5da03e2887 · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:27:26.740052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:27:24.306752Z digest=sha256:32a382d2f2493926384d5a3d355eeefa83f214ef6dfb0da8cc6224ecd1d71433

Observation 4d07849d-7a9e-47c3-aaa2-f4b7c8c55cae · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-05T13:27:24.311119Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:27:24.311119Z digest=sha256:705f98ca62293e6f39d3db9cd828153c0828a7bac44f1e0f6924ad212240e1d3

Observation 12409dbf-e8ac-44c1-87b9-3e54f37c284c · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-05T13:27:24.315301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:27:24.315301Z digest=sha256:50f47eb33f2ae19ab9fdb669a9c3148133ec108c19f39f1f2d3806d9345fcd16

Observation b0265b19-1155-49d1-9a53-6e6c21bd9805 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-05T13:27:24.320220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:27:24.320220Z digest=sha256:c03b536ba4e50356c90b2d02acab213bf2d1f858b62e1a7ec49304b156efcf08

Observation f000fb77-164b-4b57-8295-2d3431b134ff · outbound

This paper cites Representation Learning with Contrastive Predictive Coding.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Representation Learning with Contrastive Predictive Coding

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-05T13:27:24.325009Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:27:24.325009Z digest=sha256:f1806f453494e84ad0a7ef19c981e318b6099d52475fd003d1db971f97a28fce

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

This paper cites Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation.

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.

source=pdf_text observed=2026-08-05T13:27:24.329496Z digest=sha256:ee05505cb8e3a242fe38f359020a8f70369f8f110f582cb1cdaff8ea445a54d3

Observation f5817794-83b9-429b-90b7-4d1a08552f61 · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-05T13:27:24.334151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:27:24.334151Z digest=sha256:faea2d976e3ae5c208904eb9dea14c1a35e6750ee31ebf9a4ded94500b856ca5

Observation a78042a5-d06b-4c5d-92e5-1cc8f154a217 · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 39

Resolution
malformed identifier
raw_fallback, observed 2026-08-05T13:27:26.713961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:27:24.338586Z digest=sha256:d7e2c5f9d94dcd667198828e962ef18b29cc5dc18b960357113ac49945ab025c

Observation 579695cd-9e60-4ab2-b703-8a59db0dcf11 · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:27:26.699399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:27:24.342644Z digest=sha256:e9bac8db6d3ecdaa0946a36ca8a124132f49d0448de7def1cbf64adaee164140

Observation 8e5e7f12-2605-4176-bef8-bc967908f658 · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:27:26.684183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:27:24.352299Z digest=sha256:261e7f33f7d5927646b5ced2806196fdf95475a580e1a3ed95f9e0dd3c7fc05e

Observation 54c56ab6-4a88-483b-8ab1-002dc9e343c4 · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 42

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T13:27:25.174060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:27:24.356798Z digest=sha256:2c92502382ca6747371ed1177f18d6f643ea52672be7409cd1b6f9fee1955c19

Observation aeea6ab6-502f-49e3-bf33-556dfbe046a5 · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-05T13:27:24.361293Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:27:24.361293Z digest=sha256:34bf1338148a2000fc36c99849928a2ea98b0ee2a9c7cc7b8159f6f99a19c469

Observation 788f9769-b3a1-4468-89e7-d67e11b04408 · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 44

Resolution
malformed identifier
raw_fallback, observed 2026-08-05T13:27:25.029412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:27:24.366947Z digest=sha256:539ed39844e8c0d9d22327ff204c6421515ed100b8233161bd525219b15da86d

Observation be4c536d-c6ba-4cee-a93c-99685d87b9dd · outbound

This paper cites Foundations of Large Language Models.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Foundations of Large Language Models

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-05T13:27:24.371121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:27:24.371121Z digest=sha256:4dd7ca1c1c205f485bbab525008aed72de70dd783dafb8b688ec58e3f508d505

Observation 0ed0ac85-e049-4bed-997d-0e1e5e897364 · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:27:26.670036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:27:24.376343Z digest=sha256:1be8dfd0043792cd6c308df19473754f5b12af90ab5cc8f74131b5093ea5166c

Observation 5d8651b1-2024-472a-a195-b13b8650c777 · outbound

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

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs LlamaRec: Two-Stage Recommendation using Large Language Models for Ranking

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-05T13:27:24.381336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:27:24.381336Z digest=sha256:8712d6f7a6f2d4fa3ef6d18fbd0d893b0caa092161b8b34681f589d2ac7abe77

Observation 9b67bb60-2c21-4eee-91e0-78e7918724f0 · outbound

This paper cites Linear Recurrent Units for Sequential Recommendation.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Linear Recurrent Units for Sequential Recommendation

Reference 48

Resolution
metadata mismatch
local_arxiv, observed 2026-08-05T13:27:24.491151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:27:24.386041Z digest=sha256:941a9124e286fe7121de1a6eaf32f488b69f310de4bd6f0a7d610ee9f2ec6fff

Observation 9852b9c7-b161-4af1-b1b6-11b10eefdbab · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-05T13:27:24.393006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:27:24.393006Z digest=sha256:527dd1ea3145feb02c93721f12b8c7fb3937f16e7241dd50a1080c9ea01859ab

Observation 9b690b7a-f3f2-4fa6-ad99-e90bbdd7ab88 · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-05T13:27:24.397817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:27:24.397817Z digest=sha256:d9215b36c2110f6b60f5a89ebd0724a43919fb55acdf2f4185cb8ba0b707b3f1

Observation 3ccd722a-8180-4fc5-9265-3eaa98e0eee4 · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-05T13:27:24.403159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:27:24.403159Z digest=sha256:4256f32aa7e2d1284e81f41e62a7fe8630fe02d7d19f35dc89831ea0133975d0

Observation 7d091400-ee96-4f79-b8b6-65d37326ff15 · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:27:26.644952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:27:24.407962Z digest=sha256:154108dd41803c058513a435269301a4c1836e100b614ebfa89bac5517d33505

Observation e8409724-8438-46ea-b6f0-57160869416f · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:27:26.615234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:27:24.416456Z digest=sha256:2210718e162511831995c661508ba3010d6b6156e9e160e2f9488860cdb37697

Observation 06df4254-34e9-44b7-ba7c-33c3b2383fe3 · outbound

This paper cites Like": [.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Like": [

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:27:26.599747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:27:24.420617Z digest=sha256:45856ca15edf1f9a086fa694133fd05f1792d614dc0af547d5cc849f97991942

Observation b36cf4a2-6e72-4da7-9396-a05cd341a7e7 · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:27:26.584957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:27:24.424830Z digest=sha256:2dbd0d1ba3792711bd98025d624205b059266711c0d406de8c2c83369a3fc8ed

Observation a6f9965f-a604-4f8d-8ace-81f379c2e01b · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:27:26.630485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:27:24.429346Z digest=sha256:8fc2048631dda4f584b2ad2d294a609c5d888b03352ee8dc2c7e866cc4345fdc

Observation f951225d-04d2-45bc-a210-9a0723af963d · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:27:26.570479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:27:24.433697Z digest=sha256:929de51e8a51eb3ef515d13efd302abc4a8333b5828f2feb03c916a820929ce8

Observation 65bba2ab-d0d2-4733-a360-e2c80a98b1fc · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:27:26.553164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:27:24.438065Z digest=sha256:aff7c1a3913865489607e5d3963bb6b656615998a6f0b47734c48f51233583b0

Observation 6c16d9b8-7a6c-4824-90b0-823f6a697aaa · outbound

This paper cites Pros": [.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Pros": [

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:27:26.538903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:27:24.442638Z digest=sha256:6b1e04819f4e4e512c0688c38a84a1a3b0b4e151703a8ff925541d4c05c80f5a

Observation bc31956e-fbce-46cc-9142-551ed0af27cf · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 2019

Resolution
unresolved
no resolver link, observed 2026-08-05T13:27:24.298186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:27:24.298186Z digest=sha256:66456918f75ccbdea10371a04fb6bf9d29f0f7f7c602b32b2321774e362c09c1

Observation 40d8a212-8daa-4c58-ac53-7c7b845c9218 · outbound

This paper cites REALM: Retrieval-Augmented Language Model Pre-Training.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs REALM: Retrieval-Augmented Language Model Pre-Training

Reference 2020

Resolution
unresolved
no resolver link, observed 2026-08-05T13:27:24.185949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:27:24.185949Z digest=sha256:b3120c60a2da978da52e118b271ed2c5758ddc9aecb7f22bb6370da54e26d0e0

Observation dfe170c3-8bd0-407c-8cb6-25cdf398f4a5 · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-05T13:27:24.347777Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:27:24.347777Z digest=sha256:bb342dac2ed8735f1f2083e578864b9ce7334a5a795f49bb16f5910dd3fa5037

Observation 5c2529bb-b547-4717-8d51-43ebcc994758 · outbound

This paper cites an unresolved cited work.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Unresolved cited work

Reference 2022

Resolution
unresolved
no resolver link, observed 2026-08-05T13:27:24.289678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:27:24.289678Z digest=sha256:8da444e21176ceaded8076b4d45690fabb7372077fba4b83907af1a21e8f5277

Observation 8a582251-13c8-467c-a8f4-a2d798a0fda3 · outbound

This paper cites Salesforce AI Research Blog.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Salesforce AI Research Blog

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:27:26.789657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T13:27:24.274959Z digest=sha256:d6c2af5be82d38b4b34a5833292a86080b3df27ff430c1d9eb5d6b00689e8599

Pith citing papers

Observation 41ea5de1-25cb-49d4-8b50-72139e8194d1 · inbound

Autonomous Information Seeking: A Roadmap for Agentic Recommender Systems cites this paper.

Autonomous Information Seeking: A Roadmap for Agentic Recommender Systems Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs

Reference 162

Resolution
unresolved
no resolver link, observed 2026-07-11T19:14:13.105401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-11T19:14:13.105401Z digest=sha256:1f7d37a3c2d68a5b59a1cc0e8ff92da85d9e6a657209d309245b17b025350738