Paper Citation Record · LEDGER

Generative Product Recommendations for Implicit Superlative Queries

As of 20 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 0 inbound Pith citation observations for arXiv:2504.18748.

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

pith.paper-citation-record.v1
2504.18748 v1

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T10:16:27.389794Z

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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

14 of 14 outbound references displayed

verified exact0
verified fuzzy7
unresolved7
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c9c70d7f-7261-4fde-83ee-017cdb59c3df · outbound

This paper cites Consolidating Ranking and Relevance Predictions of Large Language Models through Post-Processing.

Generative Product Recommendations for Implicit Superlative Queries Consolidating Ranking and Relevance Predictions of Large Language Models through Post-Processing

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-16T10:16:27.323360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28e7082d-e026-4bbb-b9c0-3dbd27bf6bd1 · outbound

This paper cites Please classify the item into one of the four types.

Generative Product Recommendations for Implicit Superlative Queries Please classify the item into one of the four types

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:16:27.518331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 40ded29e-092d-4026-8964-27af75882a9b · outbound

This paper cites Please rank each item into one of the four types.

Generative Product Recommendations for Implicit Superlative Queries Please rank each item into one of the four types

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:16:27.497026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 72781a69-5a9d-4c74-8415-5e1f09f04025 · outbound

This paper cites Please rank each item into one of the four types.

Generative Product Recommendations for Implicit Superlative Queries Please rank each item into one of the four types

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:16:27.486270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f12e8580-615d-49ac-a798-028d5fad5d7a · outbound

This paper cites Please rank each item into one of the four types.

Generative Product Recommendations for Implicit Superlative Queries Please rank each item into one of the four types

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:16:27.474920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 1d0e9e37-03ec-42cc-887c-1e6503dc6cd7 · outbound

This paper cites an unresolved cited work.

Generative Product Recommendations for Implicit Superlative Queries Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-16T10:16:27.546017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 85852f77-d3b0-4874-9a99-c53749263853 · outbound

This paper cites an unresolved cited work.

Generative Product Recommendations for Implicit Superlative Queries Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-16T10:16:27.464083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation eced1f38-949d-4944-aa61-08372d0be65c · outbound

This paper cites an unresolved cited work.

Generative Product Recommendations for Implicit Superlative Queries Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-16T10:16:27.508194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c9e380d4-7fbc-43d4-9484-0af53d3ef9f0 · outbound

This paper cites Most users would consider this as item as the best.

Generative Product Recommendations for Implicit Superlative Queries Most users would consider this as item as the best

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:16:27.536909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 13a313b6-f799-4735-8bd3-6bb0790d28c4 · outbound

This paper cites an unresolved cited work.

Generative Product Recommendations for Implicit Superlative Queries Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-16T10:16:27.527978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 2832a7c6-8491-407a-9a29-ca3ec3d9ae39 · outbound

This paper cites The ’Overall Best’ item(s) should be ranked higher, followed by the ’Almost Best’ item(s), the ’Relevant But not the best’ and then the ’not relevant’ ones.

Generative Product Recommendations for Implicit Superlative Queries The ’Overall Best’ item(s) should be ranked higher, followed by the ’Almost Best’ item(s), the ’Relevant But not the best’ and then the ’not relevant’ ones

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:16:27.450741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d083119b-0820-40ea-a5d4-661be2baeeab · outbound

This paper cites Shopping Queries Dataset: A Large-Scale ESCI Benchmark for Improving Product Search.

Generative Product Recommendations for Implicit Superlative Queries Shopping Queries Dataset: A Large-Scale ESCI Benchmark for Improving Product Search

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-16T10:16:27.316835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8440a12a-a4dd-47fc-a6c9-f9449a23133d · outbound

This paper cites In Proceed- ings of the 47th International ACM SIGIR Confer- ence on Research and Development in Information Retrieval, SIGIR ’24, page 2960–2964, New York, NY , USA.

Generative Product Recommendations for Implicit Superlative Queries In Proceed- ings of the 47th International ACM SIGIR Confer- ence on Research and Development in Information Retrieval, SIGIR ’24, page 2960–2964, New York, NY , USA

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:16:27.555448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 090c4491-3202-45d1-bc24-bf133b55e92f · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Generative Product Recommendations for Implicit Superlative Queries DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-16T10:16:27.312491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.