Paper Citation Record · LEDGER

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems

As of 7 August 2026, this Paper Citation Record lists 65 of 65 outbound references and 2 inbound Pith citation observations for arXiv:2507.17249.

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

pith.paper-citation-record.v1
2507.17249 v2

Coverage vector

measured 65 of 65 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T14:58:28.982809Z

measured 67 of 67 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T18:02:16.820443Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-12T09:06:26.184331Z

Reference resolution

65 of 65 outbound references displayed

verified exact2
verified fuzzy1
unresolved62
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6f54d4c7-909a-4043-8b76-edf0f4ba161b · outbound

This paper cites GPT-4 Technical Report.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems GPT-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:22.506892Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b746f51-6a7f-4f6c-8b8d-5cdda335b44c · outbound

This paper cites Qwen Technical Report.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Qwen Technical Report

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:22.576084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22fbcc1d-5f15-49e8-a5bb-343e928e3839 · outbound

This paper cites Finetuning Large Language Model for Personalized Ranking.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Finetuning Large Language Model for Personalized Ranking

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:22.654738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c96dbee4-b766-443f-ab92-9f41b99aaa36 · outbound

This paper cites an unresolved cited work.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:22.712548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c16607a-8599-4c46-8d2c-bc11b8a5a28c · outbound

This paper cites Longformer: The Long-Document Transformer.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Longformer: The Long-Document Transformer

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:22.756569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da7105e5-b5d6-4d33-aec0-b51e3ec7b8ba · outbound

This paper cites M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:22.900351Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01f1ff75-27ab-497d-b833-723ae8766920 · outbound

This paper cites Teaching Large Language Models to Self-Debug.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Teaching Large Language Models to Self-Debug

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:22.962445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ed7b74d-3f0a-47b7-8d72-79f0605010ab · outbound

This paper cites an unresolved cited work.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:23.019681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01cb9841-4a9d-49e8-ab76-f616babaa9d0 · outbound

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

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:23.120605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82a583a8-5368-4a0d-aca8-f93e311dc7b6 · outbound

This paper cites an unresolved cited work.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:58:31.210508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6ec7908e-5949-4e7e-b1fe-7020f1a56dbf · outbound

This paper cites Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:23.251410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f796e59a-d8ec-4436-9be9-75bb5ff73bd2 · outbound

This paper cites an unresolved cited work.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:23.374360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f670f3bd-6421-4d53-80e8-2b48786a2e9b · outbound

This paper cites CRITIC: Large Language Models Can Self-Correct with Tool-Interactive Critiquing.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems CRITIC: Large Language Models Can Self-Correct with Tool-Interactive Critiquing

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:23.492716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e54a7246-7fa1-4b2c-b547-c4a97303c24e · outbound

This paper cites ALLM4ADD: Unlocking the Capabilities of Audio Large Language Models for Audio Deepfake Detection.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems ALLM4ADD: Unlocking the Capabilities of Audio Large Language Models for Audio Deepfake Detection

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-06T14:58:29.558844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e2f4918d-f6b7-4df5-ada0-361c28c6a0aa · outbound

This paper cites DeepFM: A Factorization-Machine based Neural Network for CTR Prediction.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems DeepFM: A Factorization-Machine based Neural Network for CTR Prediction

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:23.719297Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 042f062f-511c-44b2-98fb-3f8f8277a22b · outbound

This paper cites an unresolved cited work.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:23.849063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf31e15e-963f-4bcf-93b6-295366a65140 · outbound

This paper cites 1991.The Encyclopaedia Logic, with the Zus tze: Part I of the Encyclopaedia of Philosophical Sciences with the Zusätze.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems 1991.The Encyclopaedia Logic, with the Zus tze: Part I of the Encyclopaedia of Philosophical Sciences with the Zusätze

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:58:31.049958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b0ad1fff-ec95-4d0d-a36a-fba10929400f · outbound

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

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Session-based Recommendations with Recurrent Neural Networks

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:24.050529Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5b25ede-1bcf-41bb-9838-b06ac429116a · outbound

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

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems LoRA: Low-Rank Adaptation of Large Language Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:24.136432Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34c494fb-d161-40dc-9506-d16987e6170b · outbound

This paper cites A Survey of Test-Time Compute: From Intuitive Inference to Deliberate Reasoning.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems A Survey of Test-Time Compute: From Intuitive Inference to Deliberate Reasoning

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:24.222996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8a17fb3-02ba-4a41-862a-a33e68263684 · outbound

This paper cites LeDex: Training LLMs to Better Self-Debug and Explain Code.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems LeDex: Training LLMs to Better Self-Debug and Explain Code

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:24.304900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d3f0c53-1d71-4915-9e45-664a67112332 · outbound

This paper cites an unresolved cited work.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:24.416868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b938a2bd-bebd-42e9-a32d-77a7003ab2ec · outbound

This paper cites CritiqueLLM: Towards an Informative Critique Generation Model for Evaluation of Large Language Model Generation.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems CritiqueLLM: Towards an Informative Critique Generation Model for Evaluation of Large Language Model Generation

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:24.553833Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52451e55-8fad-4f24-b863-57af6d9a1224 · outbound

This paper cites an unresolved cited work.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:58:30.863253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f2e8fe9a-d1e9-4833-b1b4-b3b916cd48d3 · outbound

This paper cites an unresolved cited work.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:24.815850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ef46df0-7ca6-4773-b20f-a8eb9bde4b47 · outbound

This paper cites Training Language Models to Self-Correct via Reinforcement Learning.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Training Language Models to Self-Correct via Reinforcement Learning

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:24.907841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b96c78df-e46a-4451-bb5b-8943efd81308 · outbound

This paper cites an unresolved cited work.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:25.028656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d27c1d6-974e-4862-a03c-53a3059b0804 · outbound

This paper cites an unresolved cited work.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:25.247753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 361be1b2-e3a4-402e-b7de-5cfef1f8b4c3 · outbound

This paper cites LLaRA: Large Language-Recommendation Assistant.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems LLaRA: Large Language-Recommendation Assistant

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:25.334867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ab42ac2-e5d9-4146-901a-f1569d66528c · outbound

This paper cites an unresolved cited work.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:25.414633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c2069c0-abf5-4892-875b-b3469897c29d · outbound

This paper cites an unresolved cited work.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:25.667788Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 025aeb02-9aef-4c5d-aec1-cccbeeabca93 · outbound

This paper cites an unresolved cited work.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:25.961140Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82e9be71-5e38-4607-8429-b866bf75fcfa · outbound

This paper cites an unresolved cited work.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:26.165659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de2a72cc-9234-4be7-ba24-c909b4471bb1 · outbound

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

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Is ChatGPT a Good Recommender? A Preliminary Study

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:25.828042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 521c1797-7c53-4feb-b9b6-8ca5cbd30f3a · outbound

This paper cites Logic-LM: Empowering Large Language Models with Symbolic Solvers for Faithful Logical Reasoning.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Logic-LM: Empowering Large Language Models with Symbolic Solvers for Faithful Logical Reasoning

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:26.406230Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3bc1c7fb-0fd3-4255-96db-5bd1f3ff8c90 · outbound

This paper cites an unresolved cited work.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:58:30.633753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 78882404-c0c8-45ed-a985-c778224a2397 · outbound

This paper cites Recursive Introspection: Teaching Language Model Agents How to Self-Improve.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Recursive Introspection: Teaching Language Model Agents How to Self-Improve

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:26.518146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb8e02f8-c785-4d8d-8bfa-7eb02daa6ffd · outbound

This paper cites an unresolved cited work.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:26.319322Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95133266-da4c-4458-930a-d89a2846139d · outbound

This paper cites Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:26.771867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 839d50b0-0a46-466d-8eba-e3b81bc01d02 · outbound

This paper cites REFINER: Reasoning Feedback on Intermediate Representations.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems REFINER: Reasoning Feedback on Intermediate Representations

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:26.461427Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f4672c9-ae78-41a5-9991-2da441381cf7 · outbound

This paper cites an unresolved cited work.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:58:30.301961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1e9bb4f2-eca2-4b75-82c9-325357463f2c · outbound

This paper cites an unresolved cited work.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:58:30.489132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 83677efe-ada9-4aee-972d-d89664cb1a44 · outbound

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

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Rethinking Large Language Model Architectures for Sequential Recommendations

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:27.203779Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f6ae7c0-581f-43ff-8ad1-1109c1828886 · outbound

This paper cites an unresolved cited work.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:26.904659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc1556fa-8a11-4b57-8bb7-4822a2d93e91 · outbound

This paper cites an unresolved cited work.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:27.495332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8def544-fea3-4a75-b1bf-7aea68aef9f7 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems LLaMA: Open and Efficient Foundation Language Models

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:27.092065Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b6ac20f-a792-4ba2-8655-fb45381f626e · outbound

This paper cites Self-Consistency Improves Chain of Thought Reasoning in Language Models.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:27.639545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 090ca6b6-9692-49bd-b03a-c1bc25aee85d · outbound

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

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Zero-Shot Next-Item Recommendation using Large Pretrained Language Models

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:27.339801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9de6ad0-b2f3-4a22-8bc8-edee3de6c249 · outbound

This paper cites an unresolved cited work.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:58:30.156732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e331ea43-3402-467e-8149-0fdc13bada90 · outbound

This paper cites an unresolved cited work.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:27.570456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83c9f6db-1dba-49fa-94ed-9c3d312980ed · outbound

This paper cites Enhancing LLM Reasoning via Critique Models with Test-Time and Training-Time Supervision.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Enhancing LLM Reasoning via Critique Models with Test-Time and Training-Time Supervision

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:28.118937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bf4c6f0-5e06-425b-a958-c3657d0419fd · outbound

This paper cites Generating Sequences by Learning to Self-Correct.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Generating Sequences by Learning to Self-Correct

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:27.811196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bccc5a93-124d-4fc2-b5da-b30b86a79c7c · outbound

This paper cites Tapping the Potential of Large Language Models as Recommender Systems: A Comprehensive Framework and Empirical Analysis.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Tapping the Potential of Large Language Models as Recommender Systems: A Comprehensive Framework and Empirical Analysis

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:28.371504Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1db4883b-2aa4-4a1a-b8eb-5aa6d693dd82 · outbound

This paper cites an unresolved cited work.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:58:29.978601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 372e36b2-b1e0-4391-b5df-8ada439b565a · outbound

This paper cites an unresolved cited work.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:58:29.800020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0969b287-18b6-4bee-81f1-5812cc470a9a · outbound

This paper cites Hierarchical Tree Search-based User Lifelong Behavior Modeling on Large Language Model.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Hierarchical Tree Search-based User Lifelong Behavior Modeling on Large Language Model

Reference 56

Resolution: verified exact; local_arxiv, observed 2026-08-06T14:58:29.150434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 81a7a7a5-354b-4886-8658-859a420c4ad3 · outbound

This paper cites Recommender Systems in the Era of Large Language Models (LLMs).

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Recommender Systems in the Era of Large Language Models (LLMs)

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:28.796838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 756cd330-dfae-4759-865d-76d260e10b58 · outbound

This paper cites Qwen2.5 Technical Report.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Qwen2.5 Technical Report

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:28.425988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06726c2c-c612-4aaf-bb04-0d9b9e82f6aa · outbound

This paper cites an unresolved cited work.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Unresolved cited work

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:28.982809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08be93db-0885-4a1b-bf61-09ec4413d826 · outbound

This paper cites Improving Language Models via Plug-and-Play Retrieval Feedback.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Improving Language Models via Plug-and-Play Retrieval Feedback

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:28.593860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b91b909-d12d-488f-b229-665320defd49 · outbound

This paper cites an unresolved cited work.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Unresolved cited work

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:28.651080Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81eb5fb6-05ce-4284-ba0e-56eaaf5eb6b0 · outbound

This paper cites an unresolved cited work.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Unresolved cited work

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:28.733640Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2340d084-3fa1-47ce-8416-20ebb9597792 · outbound

This paper cites Critic-CoT: Boosting the reasoning abilities of large language model via Chain-of-thoughts Critic.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Critic-CoT: Boosting the reasoning abilities of large language model via Chain-of-thoughts Critic

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:28.890124Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 991690ef-7d98-4b91-8c7f-3b9c2eeb3853 · outbound

This paper cites Generative Judge for Evaluating Alignment.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Generative Judge for Evaluating Alignment

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:25.139593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c6a69df-d9c7-410c-b5bf-a2663772fd87 · outbound

This paper cites InProceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems InProceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-06T14:58:25.567860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation a8eeea0e-67f7-4bbe-995b-0880f160db08 · inbound

TrackRec: Iterative Alternating Feedback with Chain-of-Thought via Preference Alignment for Recommendation cites this paper.

TrackRec: Iterative Alternating Feedback with Chain-of-Thought via Preference Alignment for Recommendation R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T18:02:16.820443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c341f338-5c77-4cc9-9921-cba5494642c7 · inbound

TimeMM: Time-as-Operator Spectral Filtering for Dynamic Multimodal Recommendation cites this paper.

TimeMM: Time-as-Operator Spectral Filtering for Dynamic Multimodal Recommendation R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-12T09:06:26.186799Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.