Paper Citation Record · LEDGER

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization

As of 12 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2412.13771.

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

pith.paper-citation-record.v1
2412.13771 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T12:53:22.539233Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

37 of 37 outbound references displayed

verified exact0
verified fuzzy4
unresolved33
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4f5e6163-a3b9-4ef7-bc27-5e13ee855413 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:22.179843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 646101c5-94e6-48c7-a607-86404075bf47 · outbound

This paper cites write newline.

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:22.184060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 961da277-c52a-4a95-acc7-1c946406c079 · outbound

This paper cites an unresolved cited work.

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:22.188640Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4dda5d98-ea52-4bc8-93eb-5ef05fa879e8 · outbound

This paper cites an unresolved cited work.

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:53:23.542761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 760a3f75-72bf-4468-915d-0ef1ec881f72 · outbound

This paper cites an unresolved cited work.

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:53:23.471464Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 6c7182f4-ea08-40ae-810e-711df3c3d6e1 · outbound

This paper cites an unresolved cited work.

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:22.202173Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6275b115-6b92-4790-8e76-c704743d4df5 · outbound

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

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization Session-based Recommendations with Recurrent Neural Networks

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:22.206820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8358975a-c4f2-4172-bee9-b06c0b9229e9 · outbound

This paper cites an unresolved cited work.

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:53:23.412119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 20a20132-84a0-482c-9173-eb8f7c02018d · outbound

This paper cites X.; Li, Y.; Ding, B.; and Wen, J.-R.

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization X.; Li, Y.; Ding, B.; and Wen, J.-R

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:53:23.348282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9b3af933-e2fc-4656-a480-ab642fe35f90 · outbound

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

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization LoRA: Low-Rank Adaptation of Large Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:22.219597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aaab03c9-bbac-4278-bbdf-2c851a5a45b6 · outbound

This paper cites an unresolved cited work.

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:53:23.240433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 06824e21-c34e-458d-bab7-274807a4f813 · outbound

This paper cites an unresolved cited work.

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:22.226695Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4626bb4a-a7e0-4a79-873f-42e55a2a1507 · outbound

This paper cites E4SRec: An Elegant Effective Efficient Extensible Solution of Large Language Models for Sequential Recommendation.

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization E4SRec: An Elegant Effective Efficient Extensible Solution of Large Language Models for Sequential Recommendation

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:22.229968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a056eec4-2f90-4f9e-b39d-b1938c85f303 · outbound

This paper cites Bridging Items and Language: A Transition Paradigm for Large Language Model-Based Recommendation.

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization Bridging Items and Language: A Transition Paradigm for Large Language Model-Based Recommendation

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:22.233729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06e2214e-8d03-4ccd-8c05-69d57ba6fa23 · outbound

This paper cites an unresolved cited work.

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:22.237134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2db5a76c-3fbd-4fdf-af3b-71bc0cd9b7e3 · outbound

This paper cites LLM-Rec: Personalized Recommendation via Prompting Large Language Models.

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization LLM-Rec: Personalized Recommendation via Prompting Large Language Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:22.240578Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 146648c0-21ec-464f-b611-39a122bfb5c8 · outbound

This paper cites an unresolved cited work.

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:53:23.138688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 8529c772-bb6c-499c-8694-427e471c8eb1 · outbound

This paper cites an unresolved cited work.

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:53:23.107376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 451d9c2d-b171-4753-9f07-c07f92976db6 · outbound

This paper cites an unresolved cited work.

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:22.250152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c25e94fa-c9b5-4de7-9633-df44070cfb9b · outbound

This paper cites an unresolved cited work.

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:53:23.091614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e553398d-a741-48c8-b93c-b6ac3f084515 · outbound

This paper cites an unresolved cited work.

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:53:23.082099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9a8e1a12-1eb4-4f0f-9337-b9939bfdac43 · outbound

This paper cites an unresolved cited work.

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:53:23.066858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation cf835a3c-fb71-4aed-aa48-fa2d9242614c · outbound

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

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization LLaMA: Open and Efficient Foundation Language Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:22.315945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7322cb17-637a-49f2-979d-285e8d21cd81 · outbound

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

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization Rethinking Large Language Model Architectures for Sequential Recommendations

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:22.330983Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e78e4f2-bd74-4343-913b-df971fb440bc · outbound

This paper cites an unresolved cited work.

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:22.361217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 609c4344-a3a1-466e-9759-7c22344e8e45 · outbound

This paper cites LLM-Enhanced User-Item Interactions: Leveraging Edge Information for Optimized Recommendations.

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization LLM-Enhanced User-Item Interactions: Leveraging Edge Information for Optimized Recommendations

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:22.390022Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a1f4246-1ebd-4c12-b44d-3f3314f67c58 · outbound

This paper cites an unresolved cited work.

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:22.412470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27a7d697-3947-4b9f-8250-670b06461ea6 · outbound

This paper cites an unresolved cited work.

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:53:23.037753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 6d8492f8-5ef0-4bc9-9042-9f31750414fa · outbound

This paper cites J.; and Jing, H.

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization J.; and Jing, H

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:53:23.021913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 37a4cf6b-c1d5-4c4a-9968-b1064d1cbcbd · outbound

This paper cites Towards Open-World Recommendation with Knowledge Augmentation from Large Language Models.

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization Towards Open-World Recommendation with Knowledge Augmentation from Large Language Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:22.458354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0ed803a-0e02-4bd6-b71c-8698d0bc83b7 · outbound

This paper cites an unresolved cited work.

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:53:23.007068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a4a1837e-0068-4e34-adb5-6f9b5e2397a3 · outbound

This paper cites NoteLLM-2: Multimodal Large Representation Models for Recommendation.

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization NoteLLM-2: Multimodal Large Representation Models for Recommendation

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:22.487024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation adf4f93d-1cb8-4211-86da-2c63b795d1dd · outbound

This paper cites CoLLM: Integrating Collaborative Embeddings into Large Language Models for Recommendation.

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization CoLLM: Integrating Collaborative Embeddings into Large Language Models for Recommendation

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:22.496987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2dd7c34-d94a-41af-912e-82ffc29bd39f · outbound

This paper cites Adapting Large Language Models by Integrating Collaborative Semantics for Recommendation.

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization Adapting Large Language Models by Integrating Collaborative Semantics for Recommendation

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-11T12:53:22.510857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21373756-04db-44ae-ad46-cf980874fe04 · outbound

This paper cites X.; Zhu, Y.; Wang, S.; Zhang, F.; Wang, Z.; and Wen, J.-R.

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization X.; Zhu, Y.; Wang, S.; Zhang, F.; Wang, Z.; and Wen, J.-R

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:53:22.972247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d2cc4244-a483-4aac-87cf-3135945411aa · outbound

This paper cites X.; and Wen, J.-R.

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization X.; and Wen, J.-R

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:53:22.922454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ffe8c81d-9786-4adf-afd9-77773b150ea6 · outbound

This paper cites an unresolved cited work.

Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:53:22.810304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Pith citing papers

No inbound Pith citation observations are available.