Paper Citation Record · LEDGER

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach

As of 8 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 0 inbound Pith citation observations for arXiv:2505.19464.

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

pith.paper-citation-record.v1
2505.19464 v1

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:18:37.549373Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

42 of 42 outbound references displayed

verified exact0
verified fuzzy0
unresolved42
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 52a66e0b-f252-4277-9a33-8f2f790d5190 · outbound

This paper cites an unresolved cited work.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:18:42.082980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c221a586-4119-4122-a977-3b34fb0f5a38 · outbound

This paper cites an unresolved cited work.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:18:41.732465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d2c8a5a8-5dbb-4fdd-9c2b-bbbb7043b400 · outbound

This paper cites an unresolved cited work.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T14:18:32.702340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f189ca3-c13f-4bbb-9cf8-c5f33ab8b741 · outbound

This paper cites Dense X Retrieval: What Retrieval Granularity Should We Use?.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach Dense X Retrieval: What Retrieval Granularity Should We Use?

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T14:18:32.877391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 214c2c68-0416-462d-a117-b3b8e8e10c0a · outbound

This paper cites an unresolved cited work.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T14:18:33.011309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2025e1e9-b1d3-4d24-b166-412c1201a2bd · outbound

This paper cites A Survey on In-context Learning.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach A Survey on In-context Learning

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T14:18:33.139652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d397799-24ee-44c9-ab19-0abda94e3253 · outbound

This paper cites Retrieval-Augmented Generation for Large Language Models: A Survey.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T14:18:33.282816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51922ccf-823e-4790-aba3-3f2530d694c5 · outbound

This paper cites an unresolved cited work.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T14:18:33.401913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc119864-3eaf-4a4c-97e2-01085797268a · outbound

This paper cites an unresolved cited work.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T14:18:33.519581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e36944f8-07f2-452f-9c4e-e3bcbfca03fe · outbound

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

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach Session-based Recommendations with Recurrent Neural Networks

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T14:18:33.619351Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a17b80b-735c-44b2-b460-c4d0b45c02f2 · outbound

This paper cites an unresolved cited work.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:18:41.383310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f97df5bf-e72d-4863-8e0c-54aa7deb5498 · outbound

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

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach LoRA: Low-Rank Adaptation of Large Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T14:18:33.792613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b0df751-2d46-437e-8e7d-d3443eaa54a8 · outbound

This paper cites an unresolved cited work.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T14:18:33.906708Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37a1b964-33fd-489f-bf2a-48a75e2788a7 · outbound

This paper cites LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T14:18:34.046108Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac2f91c2-c221-417a-8f7d-0cd21df0b79f · outbound

This paper cites an unresolved cited work.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T14:18:34.151023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 545f9064-fa47-4b8b-a1f6-8485588018ac · outbound

This paper cites an unresolved cited work.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:18:41.054996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4e1d8f6a-a2e0-4bb5-8ecc-ce9909bad638 · outbound

This paper cites an unresolved cited work.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:18:40.775687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d16383dd-e23a-4a65-8665-9cda1c8678f9 · outbound

This paper cites an unresolved cited work.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T14:18:34.488150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eeb6216c-0ca0-4ae2-8ece-2e6e7b8244f0 · outbound

This paper cites Is ChatGPT a Good Recommender? A Preliminary Study.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach Is ChatGPT a Good Recommender? A Preliminary Study

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T14:18:34.559678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1bb49c2-0735-428c-b0c7-5f7c624f3138 · outbound

This paper cites an unresolved cited work.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T14:18:34.664186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a473cc8-6605-417a-a355-f7d936d027d5 · outbound

This paper cites Enhancing Q&A Text Retrieval with Ranking Models: Benchmarking, fine-tuning and deploying Rerankers for RAG.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach Enhancing Q&A Text Retrieval with Ranking Models: Benchmarking, fine-tuning and deploying Rerankers for RAG

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T14:18:34.757513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d12d582-e9fe-45b2-9d56-99203e5a4c1f · outbound

This paper cites NV-Retriever: Improving text embedding models with effective hard-negative mining.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach NV-Retriever: Improving text embedding models with effective hard-negative mining

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T14:18:34.892653Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 997f388d-2a5f-4941-9a73-ef04a7e9f772 · outbound

This paper cites an unresolved cited work.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T14:18:35.034963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cebeb9de-eb89-4508-80e2-1c36695b8edf · outbound

This paper cites Representation Learning with Contrastive Predictive Coding.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach Representation Learning with Contrastive Predictive Coding

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T14:18:35.106693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 078e4e36-0000-428a-ad08-216940b07c1b · outbound

This paper cites an unresolved cited work.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:18:40.494995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 337e919c-c289-43c4-a94b-400e7d5be628 · outbound

This paper cites BPR: Bayesian Personalized Ranking from Implicit Feedback.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach BPR: Bayesian Personalized Ranking from Implicit Feedback

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T14:18:35.274583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5b4022f-f810-42b4-a63f-e2785b43c2f0 · outbound

This paper cites an unresolved cited work.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:18:40.218637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c9f5892b-600a-48b9-ab2e-f495b0d8bc06 · outbound

This paper cites an unresolved cited work.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:18:39.958584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6cbd8c0c-d51e-4039-97e0-037ee6a48372 · outbound

This paper cites an unresolved cited work.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:18:39.629125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ff429b96-6888-4f1e-9985-550c42a908c1 · outbound

This paper cites an unresolved cited work.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:18:39.327994Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ee38afbf-1291-4fc7-bb4b-421a0008c64b · outbound

This paper cites RECOMP: Improving Retrieval-Augmented LMs with Compression and Selective Augmentation.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach RECOMP: Improving Retrieval-Augmented LMs with Compression and Selective Augmentation

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T14:18:35.871514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c82342a-522f-47e6-b600-9f98cac4cad0 · outbound

This paper cites an unresolved cited work.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:18:39.047647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e9dabe04-1cc2-4f5a-9f78-2ea5ffd5f6d9 · outbound

This paper cites RankRAG: Unifying Context Ranking with Retrieval-Augmented Generation in LLMs.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach RankRAG: Unifying Context Ranking with Retrieval-Augmented Generation in LLMs

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T14:18:36.149751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a53ef4b-6ec5-4f82-bc94-faac48c5881e · outbound

This paper cites an unresolved cited work.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T14:18:36.382931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61e0e34e-2c9c-40ba-97ae-91aff12efc63 · outbound

This paper cites Text-like Encoding of Collaborative Information in Large Language Models for Recommendation.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach Text-like Encoding of Collaborative Information in Large Language Models for Recommendation

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T14:18:36.503482Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3f9b788-0258-4180-8933-c8917b36f02f · outbound

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

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach CoLLM: Integrating Collaborative Embeddings into Large Language Models for Recommendation

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T14:18:36.672477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c7532fd-cea4-41fe-b4f8-51a35814670c · outbound

This paper cites an unresolved cited work.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:18:38.797076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation eff0a3c6-c6d0-4ed5-a191-227080a8a184 · outbound

This paper cites an unresolved cited work.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T14:18:37.002550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd5ee69c-6136-40dc-bac7-a37fa2110654 · outbound

This paper cites an unresolved cited work.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:18:38.506037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ddf39bb7-c5fd-4cc1-a498-520791f89a34 · outbound

This paper cites an unresolved cited work.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:18:38.253328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 32c95953-ef4e-4485-915c-2a0e0c8c4fd0 · outbound

This paper cites online" 'onlinestring :=.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach online" 'onlinestring :=

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T14:18:37.405415Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e4dfda8-1d8d-4bf9-9d4b-78647f31d591 · outbound

This paper cites write newline.

LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach write newline

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T14:18:37.549373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.