Paper Citation Record · LEDGER

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System

As of 17 August 2026, this Paper Citation Record lists 96 of 96 outbound references and 4 inbound Pith citation observations for arXiv:2504.15476.

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

pith.paper-citation-record.v1
2504.15476 v1

Coverage vector

measured 96 of 96 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:29:40.998007Z

measured 100 of 100 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-14T19:51:45.657658Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-14T19:52:52.238198Z

Reference resolution

96 of 96 outbound references displayed

verified exact5
verified fuzzy0
unresolved91
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8fba074e-a448-4875-96ca-5181cb058b97 · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.474790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f3fdfa8-09a4-47e3-bd63-0c842ef36eef · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.480772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02f3fb20-b736-4461-8511-4b884ed1f6db · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.487156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35f13382-aee6-4164-9ae1-06de2a76ecbf · outbound

This paper cites FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving Performance.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving Performance

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.492204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a5c1805-3cca-4909-bf0a-4045fb7aea05 · outbound

This paper cites PLACES: Prompting Language Models for Social Conversation Synthesis.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System PLACES: Prompting Language Models for Social Conversation Synthesis

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.497765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4f555fa-42a2-4c79-81e0-3ba9828c17e3 · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.503447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ed17cba-c1ee-417a-a1af-53ace17f02ee · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.509425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a55b6cd-ee4a-43b3-8af8-b579c6210638 · outbound

This paper cites Self-Play Fine-Tuning Converts Weak Language Models to Strong Language Models.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Self-Play Fine-Tuning Converts Weak Language Models to Strong Language Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.521601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03499d78-6dd5-4a19-a57b-5b7cb0f8334a · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.526877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c98e66b-8404-49a9-997f-68517eed5921 · outbound

This paper cites Performance-Guided LLM Knowledge Distillation for Efficient Text Classification at Scale.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Performance-Guided LLM Knowledge Distillation for Efficient Text Classification at Scale

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.533254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87133e8d-a463-47ee-848e-d4bc48d888a4 · outbound

This paper cites How Abilities in Large Language Models are Affected by Supervised Fine-tuning Data Composition.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System How Abilities in Large Language Models are Affected by Supervised Fine-tuning Data Composition

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.539501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b2ac4bf-7632-4e0d-8350-eb7b6dc10644 · outbound

This paper cites Active Large Language Model-based Knowledge Distillation for Session-based Recommendation.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Active Large Language Model-based Knowledge Distillation for Session-based Recommendation

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.544775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44f9de88-264b-4ce0-b95d-6883051dd173 · outbound

This paper cites A Large Language Model Enhanced Conversational Recommender System.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System A Large Language Model Enhanced Conversational Recommender System

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.550075Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e44a5079-25b7-4a4d-86ba-7dddd9329ef8 · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.555236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e167e74-3a28-4b8f-a347-4e66f388ad70 · outbound

This paper cites Leveraging Large Language Models in Conversational Recommender Systems.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Leveraging Large Language Models in Conversational Recommender Systems

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.566519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec0a1edd-8342-4e19-a274-4eddea41ef07 · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.571638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76f2f228-55c2-410c-85c2-caeaead033e0 · outbound

This paper cites Paraphrase Augmented Task-Oriented Dialog Generation.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Paraphrase Augmented Task-Oriented Dialog Generation

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-08-16T11:29:41.787630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 07d1adab-82b1-4ad9-a90c-d189cf1433c6 · outbound

This paper cites The Llama 3 Herd of Models.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System The Llama 3 Herd of Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.581562Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78763125-7270-4448-98d1-5a3920b6e33c · outbound

This paper cites INSPIRED: Toward Sociable Recommendation Dialog Systems.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System INSPIRED: Toward Sociable Recommendation Dialog Systems

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.586540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad25d509-d887-42b8-993a-8623dd614836 · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.591604Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cdcc2a7f-91f1-4e2f-abfe-5846cfad8995 · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.596838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c80bd701-33f6-4324-82f7-1f3820914fe8 · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.606902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 204b7510-63c6-4b25-8943-ab98764e5053 · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.617459Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71c8af8c-eb68-4079-afee-707262c46098 · outbound

This paper cites GPT-4o System Card.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System GPT-4o System Card

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.622404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9194a813-5799-488d-a6a8-7724ced130c6 · outbound

This paper cites Ikotun, Absalom E.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Ikotun, Absalom E

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.627671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34864fc7-b3d8-428f-8681-4be732a3808d · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.632433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0b0a005-7daf-47ed-bb43-f3ca72d9ab41 · outbound

This paper cites Fine-tuning and Utilization Methods of Domain-specific LLMs.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Fine-tuning and Utilization Methods of Domain-specific LLMs

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.643633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb701dfd-fe02-4d8a-86ba-e0db041cc972 · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.648958Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b76047ad-212c-4e17-959a-25cf39ad52b7 · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.660905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 874a65c6-47f9-46fe-9fbb-95c87f096bdc · outbound

This paper cites Active Learning for Direct Preference Optimization.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Active Learning for Direct Preference Optimization

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.666387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11a12637-7d85-4b44-8b20-536dbff17444 · outbound

This paper cites In Findings of the Association for Computational Linguistics ACL 2024.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System In Findings of the Association for Computational Linguistics ACL 2024

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.637874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb08717e-f936-4a62-9fad-4da34ea35627 · outbound

This paper cites Talk the Walk: Synthetic Data Generation for Conversational Music Recommendation.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Talk the Walk: Synthetic Data Generation for Conversational Music Recommendation

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.677567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82c618db-9b29-48d0-8b65-baab5eb155cb · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:29:42.572598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a7908414-c097-496e-9bf9-33a9d73ebefc · outbound

This paper cites LLM-PBE: Assessing Data Privacy in Large Language Models.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System LLM-PBE: Assessing Data Privacy in Large Language Models

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.687841Z

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Observation d991a6ae-9bf4-4d43-b724-dc6c73c873cb · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:29:42.555524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9b539557-bf14-4d20-a12e-ff267ce1a9a5 · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.699007Z

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Unavailable: canonical work link unavailable.

Observation 777c89f2-f6e7-4421-b85d-91ca6793c585 · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:29:42.590459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d7bbe85e-598a-4e98-bb77-7ccbe9a3e397 · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:29:42.527583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 10d5d7fe-1d89-43eb-9680-ab9c08abc8de · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.716070Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation abae9138-b130-4fd5-a5fe-04446d6582f1 · outbound

This paper cites Optimal Sample Selection Through Uncertainty Estimation and Its Application in Deep Learning.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Optimal Sample Selection Through Uncertainty Estimation and Its Application in Deep Learning

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.722055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4248ff49-6e13-49ef-926b-c7b439bb6015 · outbound

This paper cites Evolving Knowledge Distillation with Large Language Models and Active Learning.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Evolving Knowledge Distillation with Large Language Models and Active Learning

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.728254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 696d4355-16b5-41a1-baf2-2c161381789c · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:29:42.499291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 16976c3e-81b3-41c2-9483-3bb228426066 · outbound

This paper cites Your Mixture-of-Experts LLM Is Secretly an Embedding Model For Free.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Your Mixture-of-Experts LLM Is Secretly an Embedding Model For Free

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.703877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40a71f02-36f4-4bc3-8128-d3347eb1aa4d · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:29:42.464314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ca97a550-67f5-422e-abe9-6b1722cf02da · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:29:42.447645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b29a68b3-fc78-4939-bc96-3d787664872b · outbound

This paper cites Privacy Issues in Large Language Models: A Survey.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Privacy Issues in Large Language Models: A Survey

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.757096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef7d8d9e-6195-4793-8d1f-48bb48655e09 · outbound

This paper cites Enhancing Q&A with Domain-Specific Fine-Tuning and Iterative Reasoning: A Comparative Study.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Enhancing Q&A with Domain-Specific Fine-Tuning and Iterative Reasoning: A Comparative Study

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.762258Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb839138-925c-4b48-ad7d-2c25a3658755 · outbound

This paper cites Active Learning for Natural Language Generation.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Active Learning for Natural Language Generation

Reference 48

Resolution: verified exact; local_arxiv, observed 2026-08-16T11:29:41.503261Z

Source-reported events for the cited work

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Observation fbdf93dd-340b-4687-8bd7-6535ba86e36d · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:29:42.482797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b172d192-59e8-40bd-b1d4-ef9892d67db0 · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:29:42.412809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a9304eab-c044-4eaa-ae60-b8b6e1684796 · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:29:42.395933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 363ad079-087a-4e04-8abd-8f30807fc20a · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:29:42.256680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d7541814-53e9-46d6-8ae9-77e74bb2f578 · outbound

This paper cites Fine-Tuning and Evaluating Open-Source Large Language Models for the Army Domain.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Fine-Tuning and Evaluating Open-Source Large Language Models for the Army Domain

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.794359Z

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Unavailable: canonical work link unavailable.

Observation 60219027-04da-4fca-9070-27ee676f7222 · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:29:42.240451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 36665f58-73a1-4b51-a7ae-b0d25a386549 · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:29:42.430529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c5fb18bb-0e80-49ac-ab64-8709246bbb6a · outbound

This paper cites A Survey on Recent Advances in Conversational Data Generation.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System A Survey on Recent Advances in Conversational Data Generation

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.809853Z

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From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 57

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:29:42.221809Z

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From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Dial-insight: Fine-tuning Large Language Models with High-Quality Domain-Specific Data Preventing Capability Collapse

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.820261Z

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Observation 5c2d1a1e-2b41-44f6-8127-a0b793363e0c · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.826576Z

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Observation 0c6abe3f-99b8-46b1-bc27-9d70e0fa181c · outbound

This paper cites Pooling And Attention: What Are Effective Designs For LLM-Based Embedding Models?.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Pooling And Attention: What Are Effective Designs For LLM-Based Embedding Models?

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.832121Z

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This paper cites Rethinking Interpretability in the Era of Large Language Models.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Rethinking Interpretability in the Era of Large Language Models

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.804624Z

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Observation 02d8f4e1-226e-4ded-b071-95ca28d37312 · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 62

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:29:42.190998Z

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Observation 271c7e1d-70a2-43ca-9c6b-e8f7cf49c77b · outbound

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From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Target-oriented Proactive Dialogue Systems with Personalization: Problem Formulation and Dataset Curation

Reference 63

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This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 64

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:29:42.172628Z

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Observation d024e830-7f02-4fa0-9c18-27286c3817b0 · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.859763Z

Source-reported events for the cited work

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Observation c58197bb-a3ab-46c8-b405-c8ff5474b908 · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.864661Z

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This paper cites Gemma 2: Improving Open Language Models at a Practical Size.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Gemma 2: Improving Open Language Models at a Practical Size

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.837135Z

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From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System DG2: Data Augmentation Through Document Grounded Dialogue Generation

Reference 68

Resolution: verified exact; local_arxiv, observed 2026-08-16T11:29:41.344995Z

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Observation 09f0a320-4889-4ea5-988e-e6d4c9df8d9a · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 69

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:29:42.129682Z

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c41d8ebb-ec84-4d1b-9b99-190a04eafde6 · outbound

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From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Hallucination Diversity-Aware Active Learning for Text Summarization

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.886923Z

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Observation 06192d73-572d-4068-ae22-bacd9ca8dd88 · outbound

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From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System From Selection to Generation: A Survey of LLM-based Active Learning

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.893025Z

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Observation a6ae5325-ef5c-4e4d-b5a1-de4992e28059 · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 72

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:29:42.111608Z

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Observation 22630b37-755f-423b-b59b-60f5603115a3 · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 73

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From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System On Protecting the Data Privacy of Large Language Models (LLMs): A Survey

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.909194Z

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From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System PALR: Personalization Aware LLMs for Recommendation

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.915100Z

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Observation 73720709-8df0-4eee-8ef5-5f890beff684 · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.920984Z

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Observation 3eb9fd9f-f8b8-4ee1-a094-fb0617287770 · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 77

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From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System How Interpretable are Reasoning Explanations from Prompting Large Language Models?

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.931835Z

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From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.903190Z

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Observation fae70194-c917-477c-b2bd-424def96af40 · outbound

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From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 80

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Observation a4277385-fb21-4e01-bf6d-a0428c68b78f · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.953338Z

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Observation c872f4e4-c722-4e76-bef8-95a16bafe2d8 · outbound

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From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System ELAD: Explanation-Guided Large Language Models Active Distillation

Reference 82

Resolution: verified exact; local_arxiv, observed 2026-08-16T11:29:41.131900Z

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Observation 49a6b15a-a39d-41be-a2bc-b0cf3c43b305 · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 83

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:29:42.017832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3cc9bb8d-09a4-4dc1-9213-48308e34a5fb · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.968835Z

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Unavailable: canonical work link unavailable.

Observation a2e826d4-ba74-4931-bde1-35ab31dfbc0c · outbound

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From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 85

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From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System ACM Transactions on Information Systems (2023)

Reference 86

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Reference 87

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:29:41.966580Z

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Observation c8cca6e1-61d6-4f57-ad6a-a60d4996a3a2 · outbound

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From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 88

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:29:41.948519Z

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Observation 5f9aa389-f123-428a-8ab0-8d224889c3a4 · outbound

This paper cites an unresolved cited work.

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Reference 92

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Observation 898c9baf-0f7e-4550-b222-f5252573c489 · outbound

This paper cites an unresolved cited work.

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Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.980345Z

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Unavailable: canonical work link unavailable.

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From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Generative Job Recommendations with Large Language Model

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.985869Z

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Unavailable: canonical work link unavailable.

Observation 27c4cafb-6960-4f85-af4a-f56e757d73b1 · outbound

This paper cites an unresolved cited work.

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Unresolved cited work

Reference 770

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.560314Z

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Observation 0d60f99e-1870-4dac-89eb-b0b0acc5eaec · outbound

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From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System In Proceed- ings of the 16th ACM Conference on Recommender Systems

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Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.601758Z

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Observation 5df64a11-df56-4d7f-95e1-dca8220ab8a8 · outbound

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From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Scaling Sentence Embeddings with Large Language Models

Reference 2023

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Source-reported events for the cited work

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Observation 871ceecd-9b11-4482-bab6-97392adff9c8 · outbound

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From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Bridging Language and Items for Retrieval and Recommendation: Benchmarking LLMs as Semantic Encoders

Reference 2024

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Unavailable: canonical work link unavailable.

Observation 1ca73e8d-1b79-406b-a354-d60f5304b3fe · outbound

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From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System ACM Transactions on Software Engineering and Methodology (2025)

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-16T11:29:40.515866Z

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Pith citing papers

Observation 9b243d66-dee0-456c-89b4-be531755432f · inbound

Retrieval Augmented Conversational Recommendation with Reinforcement Learning cites this paper.

Retrieval Augmented Conversational Recommendation with Reinforcement Learning From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System

Reference 54

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Observation 1c7d0d6c-4cba-4026-814a-cc4e382adc26 · inbound

Skill-CMIB: Multimodal Agent Skill for Consistent Action via Conditional Multimodal Information Bottleneck cites this paper.

Skill-CMIB: Multimodal Agent Skill for Consistent Action via Conditional Multimodal Information Bottleneck From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System

Reference 55

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Source-reported events for the cited work

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Observation ab9c05c4-6188-449d-8b98-c5e4cc562769 · inbound

OLIVIA: Online Learning via Inference-time Action Adaptation for Decision Making in LLM ReAct Agents cites this paper.

OLIVIA: Online Learning via Inference-time Action Adaptation for Decision Making in LLM ReAct Agents From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System

Reference 57

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0a9dc80a-4cae-4a45-a062-7b478c0a6b51 · inbound

F-GRPO: Factorized Group-Relative Policy Optimization for Unified Candidate Generation and Ranking cites this paper.

F-GRPO: Factorized Group-Relative Policy Optimization for Unified Candidate Generation and Ranking From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System

Reference 43

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.