Paper Citation Record · LEDGER

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning

As of 7 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 1 inbound Pith citation observation for arXiv:2507.07064.

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

pith.paper-citation-record.v1
2507.07064 v1

Coverage vector

measured 47 of 47 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:54:18.422169Z

measured 48 of 48 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-07T07:42:36.852261Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-12T10:06:30.208613Z

Reference resolution

47 of 47 outbound references displayed

verified exact0
verified fuzzy2
unresolved45
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation aceaa3f9-6cc3-45cf-98b7-033a2ea68e10 · outbound

This paper cites GPT-4 Technical Report.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning GPT-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T18:54:12.527525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3e62782-1f0a-4317-bb7e-c8f432e49a3e · outbound

This paper cites an unresolved cited work.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:54:22.096965Z

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 0b2855dc-bf7c-4ff7-aacb-70b94a1d0c6e · outbound

This paper cites an unresolved cited work.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:54:21.809819Z

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 f20ea997-a94a-44fb-a4da-f1a123110a6f · outbound

This paper cites an unresolved cited work.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T18:54:12.835881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e5470e2-fc06-4dbc-85b6-908dc0478dd5 · outbound

This paper cites an unresolved cited work.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T18:54:12.943589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4041949d-7a2b-41a0-933b-8125744f6095 · outbound

This paper cites an unresolved cited work.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T18:54:13.176407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b657c4d2-a88b-46f9-81f4-6a13e9374578 · outbound

This paper cites an unresolved cited work.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T18:54:13.291301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c64b486d-3e69-45db-bfc6-e8cb417e1080 · outbound

This paper cites an unresolved cited work.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:54:21.219815Z

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 83a27d13-4436-421d-9a08-1989ef8d7ef5 · outbound

This paper cites an unresolved cited work.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T18:54:13.495960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43d886e5-4cce-49bd-9c93-de92dff989ca · outbound

This paper cites an unresolved cited work.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:54:20.921419Z

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 939fb78d-d28a-4b7f-b778-628afb3dd036 · outbound

This paper cites an unresolved cited work.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:54:20.647084Z

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 f980e800-a06a-4395-8c20-6e70b64fbd1c · outbound

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

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T18:54:13.854059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 520932fd-4ff2-40d1-8632-a785d1b8558a · outbound

This paper cites an unresolved cited work.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T18:54:13.975985Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04212e8d-8b81-405f-b888-4f7744e76d8c · outbound

This paper cites Instruction-Following Pruning for Large Language Models.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Instruction-Following Pruning for Large Language Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T18:54:14.254607Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83d72fe7-04e3-4825-b602-01f741665826 · outbound

This paper cites an unresolved cited work.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T18:54:14.363602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d50de729-10dc-4e41-8522-b6c506e7fb58 · outbound

This paper cites an unresolved cited work.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T18:54:14.503834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11d6eae7-8d42-48a7-933c-07fb8032927c · outbound

This paper cites an unresolved cited work.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T18:54:14.651199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cce92320-e785-4aab-a005-0bf006bda2b4 · outbound

This paper cites A Survey of Generative Search and Recommendation in the Era of Large Language Models.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning A Survey of Generative Search and Recommendation in the Era of Large Language Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T18:54:14.763580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9d77bb3-e925-41cd-95e4-de2781a550cd · outbound

This paper cites an unresolved cited work.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T18:54:14.886420Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4eb3d488-9d75-46a9-861f-a3d1fe61971b · outbound

This paper cites an unresolved cited work.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T18:54:15.025501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a44cc95-8237-4a4a-89de-ffbef4efb399 · outbound

This paper cites ShortGPT: Layers in Large Language Models are More Redundant Than You Expect.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning ShortGPT: Layers in Large Language Models are More Redundant Than You Expect

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T18:54:15.207234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df4e85cf-f958-40aa-88ad-b68a6347fb0a · outbound

This paper cites an unresolved cited work.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:54:20.335054Z

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 5bd7508f-0ab6-4b15-a0c4-e63ce9e25552 · outbound

This paper cites an unresolved cited work.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:54:20.090118Z

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 f30acf9f-e05b-4264-acdb-a704c2212c4f · outbound

This paper cites A Simple and Effective Pruning Approach for Large Language Models.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning A Simple and Effective Pruning Approach for Large Language Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T18:54:15.652464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a61efc2e-715f-4cf8-997d-312ff8190295 · outbound

This paper cites an unresolved cited work.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T18:54:15.768775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b612346a-55f7-403e-ac32-cf1e6945f987 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T18:54:15.910788Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 612a81d2-0e7f-4d9f-a269-b4a4bd13f516 · outbound

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

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Rethinking Large Language Model Architectures for Sequential Recommendations

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T18:54:16.072695Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites Towards Next-Generation LLM-based Recommender Systems: A Survey and Beyond.

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 56750787-23b1-4f20-ac50-1978e5d8b352 · outbound

This paper cites Structured Pruning of Large Language Models.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Structured Pruning of Large Language Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T18:54:16.295606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbd029b7-69c6-49c0-9986-6265452ecc99 · outbound

This paper cites an unresolved cited work.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T18:54:16.451023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a0b2e3c-57b4-4ccf-954e-5acc5bc12375 · outbound

This paper cites an unresolved cited work.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T18:54:16.572970Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84e4db0d-d482-4d31-8c2d-314f840fec7c · outbound

This paper cites an unresolved cited work.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:54:19.767877Z

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 cecbd6ec-aadd-4669-b7ad-a96981e46a19 · outbound

This paper cites an unresolved cited work.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T18:54:16.779269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea3b8f9f-f278-4eef-9e3c-d550f89f7816 · outbound

This paper cites Qwen2.5 Technical Report.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Qwen2.5 Technical Report

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T18:54:16.902859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7e18f89-04d9-4a30-8945-0d2dbf833c18 · outbound

This paper cites LaCo: Large Language Model Pruning via Layer Collapse.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning LaCo: Large Language Model Pruning via Layer Collapse

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T18:54:17.038644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ca34bb7-ae0a-4d95-862e-f1970e813ff5 · outbound

This paper cites an unresolved cited work.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T18:54:17.183788Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 376b8dc4-a367-42fd-95ec-4ea0ac0f0e71 · outbound

This paper cites an unresolved cited work.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T18:54:17.305330Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a2ff920-1323-4254-b7d8-d06fe041ba18 · outbound

This paper cites an unresolved cited work.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T18:54:17.588642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81a26d98-9d58-41e4-858a-1cec5b384b7a · outbound

This paper cites A Survey of Large Language Models.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning A Survey of Large Language Models

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T18:54:17.887296Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b491ff1c-699f-4a69-9c7a-544990760c87 · outbound

This paper cites BlockPruner: Fine-grained Pruning for Large Language Models.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning BlockPruner: Fine-grained Pruning for Large Language Models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T18:54:18.017977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45bcdb12-ec21-4f9e-93f2-3216288e7406 · outbound

This paper cites On the Role of Attention Heads in Large Language Model Safety.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning On the Role of Attention Heads in Large Language Model Safety

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T18:54:18.141878Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 035190d9-e1ec-4418-80f1-245a0523d075 · outbound

This paper cites an unresolved cited work.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:54:19.294725Z

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 285f81f5-31d6-4a55-ac66-2bfaccc125a3 · outbound

This paper cites an unresolved cited work.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:54:19.069431Z

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 e3470e4d-434c-4d73-b9ec-4def4b1a883c · outbound

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

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Session-based Recommendations with Recurrent Neural Networks

Reference 2015

Resolution: unresolved; no resolver link, observed 2026-08-06T18:54:14.113265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9c0c9c4-419d-4877-aa1d-c97feec184f8 · outbound

This paper cites ACM Transactions on Information Systems (2023).

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning ACM Transactions on Information Systems (2023)

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:54:19.547977Z

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 73991095-cc8e-4945-977d-971bd0c735c8 · outbound

This paper cites In Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning In Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:54:21.527223Z

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 ffbedb63-5c2e-4342-84cf-f2264728b966 · outbound

This paper cites IEEE Transactions on Knowledge and Data Engineering (2025).

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning IEEE Transactions on Knowledge and Data Engineering (2025)

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-06T18:54:17.708653Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 7d303553-74b8-48d9-898f-a269db93f897 · inbound

Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation cites this paper.

Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning

Reference 56

Resolution: verified exact; arxiv_id, observed 2026-05-12T10:06:30.212147Z

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.