Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T21:20:04.792915Z
Paper Citation Record · LEDGER
On Mitigating Data Sparsity in Conversational Recommender Systems
As of 15 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 0 inbound Pith citation observations for arXiv:2507.00479.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
25 of 25 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved25
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation b6948c98-cb4c-498d-8bd6-1907450db90b · outbound
This paper cites an unresolved cited work.
On Mitigating Data Sparsity in Conversational Recommender Systems Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T21:20:05.307190Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 2b9e9e30-499f-4254-8211-1ea1e59ff040 · outbound
This paper cites an unresolved cited work.
On Mitigating Data Sparsity in Conversational Recommender Systems Unresolved cited work
Reference 2
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T21:20:05.290375Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 9d16412d-4d7d-4bdf-bd4b-6c25ad24116a · outbound
This paper cites an unresolved cited work.
On Mitigating Data Sparsity in Conversational Recommender Systems Unresolved cited work
Reference 3
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T21:20:05.274066Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 3713cee8-a291-42a9-a273-cc3de36fd53a · outbound
This paper cites Towards Knowledge-Based Recommender Dialog System.
On Mitigating Data Sparsity in Conversational Recommender Systems Towards Knowledge-Based Recommender Dialog System
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T21:20:04.686103Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3faf7206-b82f-4836-ae17-87ce83e09e88 · outbound
This paper cites A Multi-Agent Conversational Recommender System.
On Mitigating Data Sparsity in Conversational Recommender Systems A Multi-Agent Conversational Recommender System
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T21:20:04.691386Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation da776c11-2415-4ba7-a589-963a244664f7 · outbound
This paper cites A Large Language Model Enhanced Conversational Recommender System.
On Mitigating Data Sparsity in Conversational Recommender Systems A Large Language Model Enhanced Conversational Recommender System
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T21:20:04.696829Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2f01d863-788b-4415-ac10-b01ae23a28e8 · outbound
This paper cites Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System.
On Mitigating Data Sparsity in Conversational Recommender Systems Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T21:20:04.703005Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b708e239-6230-4640-a236-6a44c0109bcb · outbound
This paper cites INSPIRED: Toward Sociable Recommendation Dialog Systems.
On Mitigating Data Sparsity in Conversational Recommender Systems INSPIRED: Toward Sociable Recommendation Dialog Systems
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T21:20:04.707865Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eb6bddc7-a61c-4c73-837f-21a2ccff9fa8 · outbound
This paper cites Reindex-Then-Adapt: Improving Large Language Models for Conversational Recommendation.
On Mitigating Data Sparsity in Conversational Recommender Systems Reindex-Then-Adapt: Improving Large Language Models for Conversational Recommendation
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T21:20:04.713333Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4ecea24d-2c0b-4407-bcc8-2c21ce26a809 · outbound
This paper cites Recommender AI Agent: Integrating Large Language Models for Interactive Recommendations.
On Mitigating Data Sparsity in Conversational Recommender Systems Recommender AI Agent: Integrating Large Language Models for Interactive Recommendations
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T21:20:04.718150Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 73aefbdc-5b04-4ad0-a5e8-16a517f19d3b · outbound
This paper cites On the Sentence Embeddings from Pre-trained Language Models.
On Mitigating Data Sparsity in Conversational Recommender Systems On the Sentence Embeddings from Pre-trained Language Models
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T21:20:04.722943Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c299a8bc-c8a6-48ba-9aa4-63adad459d4f · outbound
This paper cites Incorporating External Knowledge and Goal Guidance for LLM-based Conversational Recommender Systems.
On Mitigating Data Sparsity in Conversational Recommender Systems Incorporating External Knowledge and Goal Guidance for LLM-based Conversational Recommender Systems
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T21:20:04.729265Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 59b76502-d664-4736-af2a-621d8cb329b8 · outbound
This paper cites an unresolved cited work.
On Mitigating Data Sparsity in Conversational Recommender Systems Unresolved cited work
Reference 13
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T21:20:05.257460Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 71d4ae4a-5b7c-456b-98a1-c5ca371e6c86 · outbound
This paper cites an unresolved cited work.
On Mitigating Data Sparsity in Conversational Recommender Systems Unresolved cited work
Reference 14
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T21:20:05.240970Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 868bb6cd-850c-452b-9722-69a30f6abda0 · outbound
This paper cites an unresolved cited work.
On Mitigating Data Sparsity in Conversational Recommender Systems Unresolved cited work
Reference 15
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T21:20:05.121882Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation f855aeea-f3a5-4ff9-ba68-61ff89563e44 · outbound
This paper cites an unresolved cited work.
On Mitigating Data Sparsity in Conversational Recommender Systems Unresolved cited work
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T21:20:04.749757Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c0055a2a-0d4b-4f32-b51d-45fd46ea6cc7 · outbound
This paper cites an unresolved cited work.
On Mitigating Data Sparsity in Conversational Recommender Systems Unresolved cited work
Reference 17
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T21:20:05.093593Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation b53cf8da-9e3b-4736-901f-501ce54c11ab · outbound
This paper cites RecMind: Large Language Model Powered Agent For Recommendation.
On Mitigating Data Sparsity in Conversational Recommender Systems RecMind: Large Language Model Powered Agent For Recommendation
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T21:20:04.759063Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b9fc9dcf-38a2-4315-bd15-a527398b4725 · outbound
This paper cites MemoCRS: Memory-enhanced Sequential Conversational Recommender Systems with Large Language Models.
On Mitigating Data Sparsity in Conversational Recommender Systems MemoCRS: Memory-enhanced Sequential Conversational Recommender Systems with Large Language Models
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T21:20:04.763816Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation de8c98d0-be7d-4232-a781-c26f5483d7a4 · outbound
This paper cites Improving Conversational Recommendation Systems' Quality with Context-Aware Item Meta Information.
On Mitigating Data Sparsity in Conversational Recommender Systems Improving Conversational Recommendation Systems' Quality with Context-Aware Item Meta Information
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T21:20:04.769376Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 305bf370-efdd-4524-b8a6-788bdf05e5f1 · outbound
This paper cites an unresolved cited work.
On Mitigating Data Sparsity in Conversational Recommender Systems Unresolved cited work
Reference 21
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T21:20:05.077198Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation b3744d4d-08b7-4c0d-9c5c-491ba40cbea9 · outbound
This paper cites an unresolved cited work.
On Mitigating Data Sparsity in Conversational Recommender Systems Unresolved cited work
Reference 22
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T21:20:05.061121Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 56cf9d8b-2041-4b36-8fc6-195ea0a6ddf7 · outbound
This paper cites Towards Topic-Guided Conversational Recommender System.
On Mitigating Data Sparsity in Conversational Recommender Systems Towards Topic-Guided Conversational Recommender System
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T21:20:04.782902Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b0f59782-f838-48a4-9cf8-f2489a37cb55 · outbound
This paper cites online" 'onlinestring :=.
On Mitigating Data Sparsity in Conversational Recommender Systems online" 'onlinestring :=
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T21:20:04.787688Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 57ba2522-2560-45d9-8c04-4c1fc8e85e65 · outbound
This paper cites write newline.
On Mitigating Data Sparsity in Conversational Recommender Systems write newline
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T21:20:04.792915Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.