Paper Citation Record · LEDGER

Towards Next-Generation LLM-based Recommender Systems: A Survey and Beyond

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 13 inbound Pith citation observations for arXiv:2410.19744.

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

pith.paper-citation-record.v1
2410.19744 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 13 of 13 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:14:08.242844Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-20T12:03:15.103007Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation fa1d88be-00a8-46b9-b5e8-b6afe9fe5b5d · inbound

AgentRecBench: Benchmarking LLM Agent-based Personalized Recommender Systems cites this paper.

AgentRecBench: Benchmarking LLM Agent-based Personalized Recommender Systems Towards Next-Generation LLM-based Recommender Systems: A Survey and Beyond

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T14:14:08.242844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b2e3365-4f68-46b2-a506-2e3c4d55706b · inbound

Optimizing Recall or Relevance? A Multi-Task Multi-Head Approach for Item-to-Item Retrieval in Recommendation cites this paper.

Optimizing Recall or Relevance? A Multi-Task Multi-Head Approach for Item-to-Item Retrieval in Recommendation Towards Next-Generation LLM-based Recommender Systems: A Survey and Beyond

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T06:03:45.318066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9ef810c-2109-41c1-875c-04523f58d293 · inbound

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning cites this paper.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Towards Next-Generation LLM-based Recommender Systems: A Survey and Beyond

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T18:54:16.177695Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae79c011-ed96-478d-9ce7-16e25cfa1539 · inbound

A Survey on Generative Recommendation: Data, Model, and Tasks cites this paper.

A Survey on Generative Recommendation: Data, Model, and Tasks Towards Next-Generation LLM-based Recommender Systems: A Survey and Beyond

Reference 175

Resolution: verified exact; arxiv_id, observed 2026-05-18T03:50:52.092791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation aeb14b96-6de8-4e15-9152-44376f435758 · inbound

Benchmark Leakage Trap: Can We Trust LLM-based Recommendation? cites this paper.

Benchmark Leakage Trap: Can We Trust LLM-based Recommendation? Towards Next-Generation LLM-based Recommender Systems: A Survey and Beyond

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-02T23:32:09.261748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 549dfb9a-c59f-4068-ae98-c1c1d184eb03 · inbound

Why Thinking Hurts: Diagnosing and Rectifying Linguistic Inertia in Large Language Models for Recommendation cites this paper.

Why Thinking Hurts: Diagnosing and Rectifying Linguistic Inertia in Large Language Models for Recommendation Towards Next-Generation LLM-based Recommender Systems: A Survey and Beyond

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-02T22:31:36.747393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 241f481c-59fb-4d64-acce-93b258c3a13d · inbound

SmartPatchLinker: An Open-Source Tool to Linked Changes Detection for Code Review cites this paper.

SmartPatchLinker: An Open-Source Tool to Linked Changes Detection for Code Review Towards Next-Generation LLM-based Recommender Systems: A Survey and Beyond

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-13T17:08:01.541843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1dd50b5b-217a-4272-a2bd-47fcbb359f00 · inbound

SemaCDR: LLM-Powered Transferable Semantics for Cross-Domain Sequential Recommendation cites this paper.

SemaCDR: LLM-Powered Transferable Semantics for Cross-Domain Sequential Recommendation Towards Next-Generation LLM-based Recommender Systems: A Survey and Beyond

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-16T09:47:41.980515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 438dd27f-76b6-4ad0-aa9c-d5cac0946483 · inbound

PersonaVLM: Long-Term Personalized Multimodal LLMs cites this paper.

PersonaVLM: Long-Term Personalized Multimodal LLMs Towards Next-Generation LLM-based Recommender Systems: A Survey and Beyond

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-05-15T08:05:15.496578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ccc71370-c9ad-4cbb-a981-1e5654c7ff15 · inbound

Pre-trained LLMs Meet Sequential Recommenders: Efficient User-Centric Knowledge Distillation cites this paper.

Pre-trained LLMs Meet Sequential Recommenders: Efficient User-Centric Knowledge Distillation Towards Next-Generation LLM-based Recommender Systems: A Survey and Beyond

Reference 35

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T15:16:07.074652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b3d85020-c5aa-4e24-8b69-40b43bc0a0c1 · inbound

Rethinking Semantic Collaborative Integration: Why Alignment Is Not Enough cites this paper.

Rethinking Semantic Collaborative Integration: Why Alignment Is Not Enough Towards Next-Generation LLM-based Recommender Systems: A Survey and Beyond

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-05-11T20:01:12.363007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3e3711fc-ed5d-42b9-b80f-6c9c159479fd · inbound

Learning Variable-Length Tokenization for Generative Recommendation cites this paper.

Learning Variable-Length Tokenization for Generative Recommendation Towards Next-Generation LLM-based Recommender Systems: A Survey and Beyond

Reference 53

Resolution: verified exact; arxiv_id, observed 2026-05-20T12:03:15.104728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7b8e6553-462f-407c-a82b-4d634ca94e9e · inbound

Knowledge-Geometry Decoupling: Refreshable Pretrained Transfer for Streaming Recommendation cites this paper.

Knowledge-Geometry Decoupling: Refreshable Pretrained Transfer for Streaming Recommendation Towards Next-Generation LLM-based Recommender Systems: A Survey and Beyond

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:41.645948Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.