Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders | Paper Citation Record

Observation a450ec22-ddea-4c36-96c8-f8249b2e5963 · outbound

This paper cites online" 'onlinestring :=.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:19.410212Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca4b1403-daaf-4d30-ba86-052bc3829dd8 · outbound

This paper cites write newline.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:19.540534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36ab3e31-3a97-44c1-9f98-509cc580c30d · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:19.636725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d806287-3e26-4c8b-b3b9-8842457160c1 · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:19.756237Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8cf8db4f-1b2e-4c10-9a2d-88fa1c70480d · outbound

This paper cites Language Models are Few-Shot Learners.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Language Models are Few-Shot Learners

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:19.891685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1dff71a4-1147-4c0c-9aae-f37ac1267203 · outbound

This paper cites Aligning Large Language Models with Recommendation Knowledge.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Aligning Large Language Models with Recommendation Knowledge

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:19.994644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69136136-4f33-41c3-a4d8-a96e66840daa · outbound

This paper cites On the Properties of Neural Machine Translation: Encoder-Decoder Approaches.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders On the Properties of Neural Machine Translation: Encoder-Decoder Approaches

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:20.069781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec11910a-7b0f-4b2d-a936-be3b1c68f319 · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:20.156371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d91372d-0bc9-4329-a384-17cd40b8a2b7 · outbound

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

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:20.261247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d123b221-032c-401e-bbb6-6bc049820746 · outbound

This paper cites Ferragina and G.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Ferragina and G

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:20.345706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d28bf6c-e79b-4f13-b1fc-928a05999df0 · outbound

This paper cites LLM4Rerank: LLM-based Auto-Reranking Framework for Recommendations.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders LLM4Rerank: LLM-based Auto-Reranking Framework for Recommendations

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:20.427505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c995f8d9-7e6b-4c79-a281-68caa76beaf4 · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:20.527391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ac7ee32-382d-4e43-aad2-16f16a736a43 · outbound

This paper cites Maxwell Harper and Joseph A.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Maxwell Harper and Joseph A

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:20.660064Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c70206f1-ec9a-4a42-b963-f157937046f7 · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:20.767752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f759677a-a3e6-4dd9-a29c-cec75f2ae61d · outbound

This paper cites Neural Collaborative Filtering.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Neural Collaborative Filtering

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:20.845483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c73c2aea-abee-4ba5-9bf5-116365908b7b · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:20.947131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 984e3abb-2bdf-4ff9-af87-692e0794a127 · outbound

This paper cites Session-based Recommendations with Recurrent Neural Networks.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Session-based Recommendations with Recurrent Neural Networks

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:21.066735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e76a3176-a07a-457c-8139-83fa8b5e83c5 · outbound

This paper cites Mitigating the Position Bias of Transformer Models in Passage Re-Ranking.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Mitigating the Position Bias of Transformer Models in Passage Re-Ranking

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-08-07T13:00:32.818181Z

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.

Observation f8b3a2a3-a8e2-4442-adf5-2178b4312cfc · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:21.229480Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d37f1070-1ff7-4695-9625-c9aa3dbb9bb1 · outbound

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

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Bridging Language and Items for Retrieval and Recommendation: Benchmarking LLMs as Semantic Encoders

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:21.366137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2935492-4d86-4837-b7c1-70166db8cb3c · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:21.475334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c45fe78-3a00-4d8c-8eb3-4bb1e9141ffd · outbound

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

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders LoRA: Low-Rank Adaptation of Large Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:21.582287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 610ebea8-96db-4995-b4af-0946d40beac1 · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:21.700587Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 116c6b8b-27bc-4aa0-9002-60bc4d8ffb4b · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 24

Resolution: verified exact; doi, observed 2026-08-07T13:00:29.341384Z

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.

Observation 415481eb-d327-4817-8cdb-5f05fe772149 · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:21.904384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e16ad4aa-4cdc-40aa-bec8-6ff444f21c7a · outbound

This paper cites Do LLMs Understand User Preferences? Evaluating LLMs On User Rating Prediction.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Do LLMs Understand User Preferences? Evaluating LLMs On User Rating Prediction

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:21.993781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b50d16a-de7d-4ae2-b74d-fe23c2c8ac6d · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:22.212076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82e6f04b-1c47-4bd0-b316-0b02e95c1de4 · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:00:34.360693Z

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.

Observation 35b6edeb-1f3d-49b4-9b46-16440953ab1b · outbound

This paper cites Efficient Memory Management for Large Language Model Serving with PagedAttention.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Efficient Memory Management for Large Language Model Serving with PagedAttention

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:22.443253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b3f6bd6-2760-4310-905d-79fc2731a6c4 · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:00:34.083871Z

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.

Observation 28ca66fd-4f11-4430-b128-f2f1f8134f18 · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:22.641737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1337de1a-26fa-40bf-bab1-a5dd9dac8d8e · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:22.725890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d18446c9-ff2b-4aa3-bf85-b9556843c0f2 · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:22.834964Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 212cc6cf-e225-4db9-858a-c3567fa389f4 · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:23.053349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f4a0bb4-199e-437f-a199-39785c620c2d · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:23.169990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec3e1518-53df-45f7-bba4-21a785e35f71 · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:23.286488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3757b29b-9566-443c-a105-6f6854cf8cb4 · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:23.378256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de5f998b-f708-459d-9898-92def34d821c · outbound

This paper cites Large Language Models are Not Stable Recommender Systems.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Large Language Models are Not Stable Recommender Systems

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:23.495497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d73aaf3-1976-4f33-9e5e-2f9c4aa07153 · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 41

Resolution: verified exact; doi, observed 2026-08-07T13:00:29.128002Z

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.

Observation 327bde9e-17da-4cc4-87fd-e68760c5a717 · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:00:33.952774Z

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.

Observation fb38c23c-0c41-4a6a-95c6-807a94f93069 · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:23.879298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23344a6c-2990-438f-a65d-aca0f3ebc01f · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:24.004025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 975d0534-ae6d-4911-a2b8-cf8e3b882f87 · outbound

This paper cites Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:24.136632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 717d7258-0ebc-49d3-93bc-50d4db0b6b87 · outbound

This paper cites Tran, Jonah Samost, Maciej Kula, Ed H.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Tran, Jonah Samost, Maciej Kula, Ed H

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:00:33.788884Z

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.

Observation fb8c0c33-c1bc-4e10-b5fa-4d5cf850bf83 · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:24.350692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de15b55d-edb0-447d-81ee-083f81f0bf34 · outbound

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

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:24.442646Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95441fc8-a920-4d64-9c89-216e829f3d32 · outbound

This paper cites BPR: Bayesian Personalized Ranking from Implicit Feedback.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders BPR: Bayesian Personalized Ranking from Implicit Feedback

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:24.539679Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36e228de-2bf2-4c00-a698-a2bf24ec9b75 · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:24.647803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 322186a1-7d80-41dc-8831-9e37976059f0 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Proximal Policy Optimization Algorithms

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:24.759187Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90d3ef0e-f3fc-441a-8967-8bbd0c1b541f · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:24.861733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39a08406-c37a-48a7-be7e-9da47cd7f86c · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:25.094548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a474ea5-fba9-42a9-9efe-bea5e3fdc618 · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:25.230180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3d89eb6-946e-4678-b558-ea31fb01f73f · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:25.455910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2021fee6-2ca3-46d6-b249-63cc3465a6d2 · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 58

Resolution: verified exact; doi, observed 2026-08-07T13:00:28.937725Z

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.

Observation 9212ea41-568b-4262-a90a-9e886670d69f · outbound

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

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:25.674393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dcb74320-306e-4fb2-bf30-7ac13c323496 · outbound

This paper cites Rethinking Large Language Model Architectures for Sequential Recommendations.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Rethinking Large Language Model Architectures for Sequential Recommendations

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:25.781872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f6d2611-af83-45ae-98c7-c073803d3ac7 · outbound

This paper cites Zero-Shot Next-Item Recommendation using Large Pretrained Language Models.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Zero-Shot Next-Item Recommendation using Large Pretrained Language Models

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:25.887996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86582d38-8076-4ada-9501-64e6deae1403 · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:25.998999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f70fb8f2-bb4c-4549-bef0-9db42914e29c · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 63

Resolution: verified exact; doi, observed 2026-08-07T13:00:28.702655Z

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.

Observation c4561e96-b7b3-4175-99d9-433684c60c33 · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:26.212304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cec73382-a7cc-43ad-b350-22b426512046 · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 65

Resolution: verified exact; doi, observed 2026-08-07T13:00:28.532552Z

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.

Observation 80e24239-c05f-4614-971a-d632c9b5e018 · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:26.423416Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c0ef29e-6762-4b83-b634-d71b4e70fbae · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:26.534946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 518bcbe7-0385-456d-8ba1-cd7e2c9f5aeb · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:26.649821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77779603-556f-496b-82ee-b15af2befd56 · outbound

This paper cites iAgent: LLM Agent as a Shield between User and Recommender Systems.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders iAgent: LLM Agent as a Shield between User and Recommender Systems

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:26.767130Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 072919a3-d919-4d1f-875d-2dd4795f5b52 · outbound

This paper cites PALR: Personalization Aware LLMs for Recommendation.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders PALR: Personalization Aware LLMs for Recommendation

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:26.845272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71704dfc-97fb-4156-984e-7f024dac8f4b · outbound

This paper cites Unifying Generative and Dense Retrieval for Sequential Recommendation.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unifying Generative and Dense Retrieval for Sequential Recommendation

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:26.972723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 093a87a4-bc59-461d-87f7-f8669d216339 · outbound

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

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders LlamaRec: Two-Stage Recommendation using Large Language Models for Ranking

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:27.071870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c46f3598-ed3a-4caf-8347-6e1adb05bbf7 · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:27.188916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2ffc0a1-de9f-443c-b522-9bad5cee0398 · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:27.309722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f01fc85d-0da4-489a-9176-01c92a4cdfbf · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:27.437754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 322cc14f-ce08-47b0-906f-8be4ddd4b23e · outbound

This paper cites Causality-Enhanced Behavior Sequence Modeling in LLMs for Personalized Recommendation.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Causality-Enhanced Behavior Sequence Modeling in LLMs for Personalized Recommendation

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:27.569753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b28ad290-d233-4616-9936-e252a6ec7ce6 · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:27.695039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51e0e6c1-b4dc-48d5-a576-b6cb6bad051c · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:27.827956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3549d7b6-e380-4db2-907e-c71d8d4b68dc · outbound

This paper cites Harnessing Large Language Models for Text-Rich Sequential Recommendation.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Harnessing Large Language Models for Text-Rich Sequential Recommendation

Reference 79

Resolution: verified exact; local_arxiv, observed 2026-08-07T13:00:29.939268Z

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.

Observation 3d6b4f2f-111b-407c-8962-07d8e466ee3d · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:28.066382Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b8e9a1c-ec75-4f8d-aa05-c7893006d474 · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:28.166145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ca717c8-4380-46ba-b50e-1bcdca6c855a · outbound

This paper cites an unresolved cited work.

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders Unresolved cited work

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-07T13:00:28.299046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers