Pith. sign in

Paper Citation Record · LEDGER

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

As of 13 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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-05T13:27:24.145516Z digest=sha256:cffd74de32b343402b9c3c615f19961531123a48177fae837b6ee38070dbbd3d

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-05T13:27:24.150417Z digest=sha256:ff171ec05435c85aa6043e6b51319348b4285b1e5107d47ac87239457f7838c6

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:eb2896962af94af13c0e31d0729329cfa00a3a88beea597f6e8f1e713caa9547

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-05T13:27:24.160391Z digest=sha256:c302138a44fe70804cedfacfb91ae589e60d5975806f97c1c18ec66e59eb49ad

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-05T13:27:24.164820Z digest=sha256:529ade2740da7223cb99b05ce746b5713b2e83b7a328c1c2d0c044525873f9d5

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:c869dd6b91f680c61a5e85e193b03937937fe41441e1a55680a1a3d2b4dfadc5

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-05T13:27:24.175768Z digest=sha256:aa85cb01da86d13aaf5decf431cc6ce8fdf99ea68656c765ce02e16ac02f9931

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=sha256:8319fe602b67d2bf6f43b84ec49235067747c136988701b2b0d31e717721eb43

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-05T13:27:24.190946Z digest=sha256:11fc4ea1423943b091f2b4f8399d98f0c436b34cef22ceee28c01d89d2cf1182

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:a5318635172b9dd80a99260c1a7352a2cd624d05b728ca4eb479759bb9f9f0c0

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-05T13:27:24.200063Z digest=sha256:af7caaff1e092aa61b0743813a1778a93a3a3afbe3c4a550e54296a59d1e06dd

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-05T13:27:24.204275Z digest=sha256:38100ca8394ab679c9a468fb993a46247c132f148604daf8029bd002836cf65b

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=sha256:560c317cb4015c16ccb8b479dd27138540da5f2bb2013e0f56205182da1c7d0c

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-05T13:27:24.212937Z digest=sha256:8e72da262409078fc1d47c04c83abea029a9087c981395b3814158cf70e74dff

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=sha256:82d96094c4debaef02e6b4b64000872e43d57a54d2ea0a1d0c8689b00032d262

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=sha256:23aaaa5f9e17f458717524053f4a2460bd74dc4b268c79042dfc7353e1c4db74

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=sha256:30b126fd4704f9510a788f0b2e7b347505b325d86391da121d2d3c87b7eb3cbe

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-05T13:27:24.231513Z digest=sha256:e99a0fd9e8dd558c17945a32af9cbeefd02f0534312321709b172dbb5a77921a

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=sha256:4c5e0431f0214cdbee2d36b6b7d4c90e4e8f93a7039c88981d9ab87cc0e2e970

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=sha256:9f1095ebac8a12c8cb622b018552e6d7ded40aaede633bf1a348bc15ff86f05d

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-05T13:27:24.245005Z digest=sha256:15aa36a2ad561275cafb69c89e6c7d783e1f49370066475383b9ab06807ad78f

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=sha256:808a37ed46458f579ddcc8334b0064e097cf83a447bc4a0603ac7b0c10a84a1d

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-05T13:27:24.254095Z digest=sha256:127ef66e5f09217a79b5d29dd968baa8e6f007faba8f7e8ef400ec0235ca29e6

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-05T13:27:24.258356Z digest=sha256:dc4d4b0683d72b12c972f3a961b91270e575198949b318412e6d844337fff37c

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=sha256:078e51ec5a80d4198afc6e7ef7e665c0510e7e4ff6b16d71bfcc86cd6c2e9294

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:e0b9e4e7a2d7d5751ac04406ff240faddc7b053a1a635ec4b986a929553ff6da

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-05T13:27:24.270875Z digest=sha256:4b7729d07dd10518f42f912a70ed910cc1315f32a9ff6955d2408f6cb4e4d31e

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:f7e48a771e4a8d88f2bf6f834aa7d61f3128944e64ca6e5623b524f9828db3d4

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-05T13:27:24.284950Z digest=sha256:9eddb85d46044275550500fdfba790a3cdd71dd1bc4318a281dc2468d5b9b98b

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=sha256:78c733a34a7a58d30a65a23fa46fe5d31fdebedcebaad0a706ea224cf8e601c8

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-05T13:27:24.302547Z digest=sha256:b2131384c0f4725d7be23ece0fb97e7fb0bd5434555505f5706a6d224abbe40a

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-05T13:27:24.306752Z digest=sha256:0b14f1e50791814660762603269b0bd9d268c3358ef5420b919ea94a2627431d

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=sha256:0af4ff3a45a98083515b89a8fe02aee5fb96dac3b38cb31aba64b79ef0bfdc07

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:f613c508ec0c74c91c67763b40abe290e6d9390cddffab54a3d5b7d1290968d3

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:c154654daf362c11eb254ee6923e4c09c53e33b37fe0d936f54455c8d183587e

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=sha256:60e2153261edaaf7e6d050ef76b7ce2e7742edfb710ed0648667662ac01b61ea

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:d3015d6cc27fa1b0d6f2559e5aa5cfb6c55f4a6a02b1e100c170e41a0d31d07e

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:cdfe69b95a2ee2c4d0389eaa1bab590b1cf2b292d3253d860f61b19d550a23d0

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-05T13:27:24.338586Z digest=sha256:6148d713e125ab39044385c7ee45bfe0faa017fd5106a1713217b379775a836a

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-05T13:27:24.342644Z digest=sha256:fc5e30bcec03ee006a224ee1273a7c9c1a6565c334430f3dcd28c8b9bfec1a6d

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-05T13:27:24.352299Z digest=sha256:08d87247fe3121af21d445a9bfb72895ea75914601b391f8e75d3037c3296ebd

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-05T13:27:24.356798Z digest=sha256:fe2ff58791afe6f0d5732873c5d900d1a29ddf251d23ba981d72aa00fb2b450e

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=sha256:50bc9b6c1fe94f1f6eaf6f3fd4a3dbc72a1b468a70e7e900ddc65f9bef83cee8

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-05T13:27:24.366947Z digest=sha256:7a20b0e4e10c2000adde25b4ab01d4cdfe4280075eb365997390f064ca5db251

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:ca9c059c70e85a59678259b12532b99b8fdb7b7278e37392989f691d269c983e

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-05T13:27:24.376343Z digest=sha256:664e0b2553766311644f8686c3a0896573406adba28761ca75552168b07ec743

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:b8e34f3aa062cf9e8d96d5ef43d18aec0c9fa9ad6e00bb8a0b2a93cb4d49b020

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-05T13:27:24.386041Z digest=sha256:4312e6d353ecd9e2d1e77e457fdf320b86a4359eeb668496f5f1d50d993a6cc5

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:c8e40d11e98f8b77fd37430b7b4ff8f2f84a91d244fecb95f7e60253d1eaeaa5

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=sha256:4779a97bbf470563ecee89b76c617e019dee221f2c7861f33fcf45ca9778fca8

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=sha256:2261b4906c3fbe5ce8276bf2becc6d14bf78b3017c39994917897238d1143150

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-05T13:27:24.407962Z digest=sha256:a8dec0eafd895ca8e14261483a514e00b2658e7902496103e279fdf483a6f920

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-05T13:27:24.416456Z digest=sha256:a7e9655cf32a6631c580e1fcbf0e21f0b9b488b68fcdf85912707787f794214b

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-05T13:27:24.420617Z digest=sha256:f2cdee9af34ccd8f5923748a10dec1847364a94d71ef2e39af0f87bd5fbec0a2

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-05T13:27:24.424830Z digest=sha256:db065e9caa0c13df32451e44fdf94acd25f322425ac024b67268a8dba6e39670

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-05T13:27:24.429346Z digest=sha256:1b701caebe783442ea4d56a0c55a760e8207558ab121ad18e0540f535524575e

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-05T13:27:24.433697Z digest=sha256:ad829025d6cde1b7b4815c7d3ac4ab54fe590b2872e2e0b2bb48b875a5117af9

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-05T13:27:24.438065Z digest=sha256:69e5bc1ab93eae626c26c3fc3e0ea6e33ce09e04f5e3379c3996c48e8ae5441a

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-05T13:27:24.442638Z digest=sha256:a6c232097ac2ef7a2f74d3cc613f8b06d29060a6caef4ae4b6b89dc6582dc985

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=sha256:07712adaed7821bb672e030ad1e72293e31363ccf37d6f881fba00635c8c6247

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=sha256:7e709cf062a6583c969a3de09281acb7bc00ff0b95658ce54e6aa87cfe26c596

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=sha256:3abd19edfcb1a6aa088077dc6ed5b5550d543d9ad419fc4b8e9b11370e2b06b4

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=sha256:620281e2b4323592a0f58ddd190fc10764767ab58d11d16a7cf92b9c5b2c934c

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-05T13:27:24.274959Z digest=sha256:13f03883c06bfaaaffc2c733de2cf2e96d8c19c2c48cb04070af320cf2f9f628

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=sha256:2876a76d7d352208f3305b98c86758576760715f8d3622be19ff56163dfbae6b