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Paper Citation Record · LEDGER

Comparing Traditional and LLM-based Search for Consumer Choice: A Randomized Experiment

As of 22 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 13 inbound Pith citation observations for arXiv:2307.03744.

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

pith.paper-citation-record.v1
2307.03744 v2

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 2026-08-22T06:32:14.747728+00:00

measured 13 of 13 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T04:34:14.635366Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

26
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation c658fdfa-d41b-499d-b7b3-73bcd94b80ca · inbound

CPRM: A LLM-based Continual Pre-training Framework for Relevance Modeling in Commercial Search cites this paper.

CPRM: A LLM-based Continual Pre-training Framework for Relevance Modeling in Commercial Search Comparing Traditional and LLM-based Search for Consumer Choice: A Randomized Experiment

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-12T04:34:14.635366Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:34:14.635366Z digest=sha256:7767cd14cfb6c8f461ab7696b4b512be5483b96778190d99b8348e557d88ac4e

Observation 704d55cb-08f7-437b-a4d0-88ce27d96afc · inbound

Fostering Appropriate Reliance on Large Language Models: The Role of Explanations, Sources, and Inconsistencies cites this paper.

Fostering Appropriate Reliance on Large Language Models: The Role of Explanations, Sources, and Inconsistencies Comparing Traditional and LLM-based Search for Consumer Choice: A Randomized Experiment

Reference 110

Resolution
unresolved
no resolver link, observed 2026-08-08T04:43:27.752716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T04:43:27.752716Z digest=sha256:a5ef1be8d80b715bd24ed45d3b5012be4f489b8977a1dbcb1d85ea82c803b532

Observation 3b7055f8-a882-49de-8f2b-663ad2627335 · inbound

Level-Navi Agent: A Framework and benchmark for Chinese Web Search Agents cites this paper.

Level-Navi Agent: A Framework and benchmark for Chinese Web Search Agents Comparing Traditional and LLM-based Search for Consumer Choice: A Randomized Experiment

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-11T11:17:48.471857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:17:48.471857Z digest=sha256:72c73c23b732de70bfaab93b184f17cc120db31c58f2b47e8189d044d4288806

Observation 9ed5f90d-296d-4fa3-9d48-c2bdafcfaf95 · inbound

NExT-Search: Rebuilding User Feedback Ecosystem for Generative AI Search cites this paper.

NExT-Search: Rebuilding User Feedback Ecosystem for Generative AI Search Comparing Traditional and LLM-based Search for Consumer Choice: A Randomized Experiment

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-07T15:31:19.985567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:31:19.985567Z digest=sha256:307b96de2e54781cf2c883eabca67f86ed987f3e952695142b61e2e1d5d7c681

Observation c09c6818-50c4-4fb2-984c-f7c2a686d488 · inbound

Enhancing LLMs' Reasoning-Intensive Multimedia Search Capabilities through Fine-Tuning and Reinforcement Learning cites this paper.

Enhancing LLMs' Reasoning-Intensive Multimedia Search Capabilities through Fine-Tuning and Reinforcement Learning Comparing Traditional and LLM-based Search for Consumer Choice: A Randomized Experiment

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:49.963186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:27:49.963186Z digest=sha256:89953ea629bb731965e8c1d102b8e8b9f93b273f1c2d4570a22e23b008fce191

Observation 513505d5-7868-4ab6-89f9-8e3a7959e2bc · inbound

Lossless Token Sequence Compression via Meta-Tokens cites this paper.

Lossless Token Sequence Compression via Meta-Tokens Comparing Traditional and LLM-based Search for Consumer Choice: A Randomized Experiment

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-07T12:14:29.141052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T12:14:29.141052Z digest=sha256:7700b5f48cd0556dd40720a8f957606af04433fa43804b017773b32ebb10981c

Observation 7b691962-91b2-49cc-ae68-b99f3aed0ce0 · inbound

K-order Ranking Preference Optimization for Large Language Models cites this paper.

K-order Ranking Preference Optimization for Large Language Models Comparing Traditional and LLM-based Search for Consumer Choice: A Randomized Experiment

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-07T12:13:00.886166Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T12:13:00.886166Z digest=sha256:64da280ad68cd7cf86e6e7b22f525506cf43c506cf3ce228ef6e756c5607bf28

Observation 78100922-92d8-4578-9f3c-6e3dc5a1aec6 · inbound

Understanding Mental Models of Generative Conversational Search and The Effect of Interface Transparency cites this paper.

Understanding Mental Models of Generative Conversational Search and The Effect of Interface Transparency Comparing Traditional and LLM-based Search for Consumer Choice: A Randomized Experiment

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-07T10:57:57.542717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:57:57.542717Z digest=sha256:c04e5255fae67b2385f5e526570c9ae022c1ca086129580a16b0a842d088e3f8

Observation 932e78cd-c4cc-4750-86bc-56d056bf4e35 · inbound

News Source Citing Patterns in AI Search Systems cites this paper.

News Source Citing Patterns in AI Search Systems Comparing Traditional and LLM-based Search for Consumer Choice: A Randomized Experiment

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-06T19:47:23.863770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:47:23.863770Z digest=sha256:293ad0fff82bef6c1bfaf1ec4687eaf695203a94546c0d2549eaf3de7dbcecfe

Observation f67440ef-d6bc-40b8-9000-c4729db4fc98 · inbound

From Query to Conscience: The Importance of Information Retrieval in Empowering Socially Responsible Consumerism cites this paper.

From Query to Conscience: The Importance of Information Retrieval in Empowering Socially Responsible Consumerism Comparing Traditional and LLM-based Search for Consumer Choice: A Randomized Experiment

Reference 91

Resolution
metadata mismatch
arxiv_id, observed 2026-05-10T15:15:31.641237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-10T15:12:12.237545Z digest=sha256:e13544f7aebdc853e01d129513abe26da6e10213f836fde07ec04f872570a18b

Observation 43fe20b0-16a5-41b1-84d4-4aa6be4a5e4b · inbound

Profiling for Pennies: Unveiling the Privacy Iceberg of LLM Agents cites this paper.

Profiling for Pennies: Unveiling the Privacy Iceberg of LLM Agents Comparing Traditional and LLM-based Search for Consumer Choice: A Randomized Experiment

Reference 28

Resolution
verified exact
arxiv_id, observed 2026-05-11T20:26:09.294951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-08T09:14:04.781398Z digest=sha256:fb855c158598a375acee1561c59fc7d1e224ea4273262c3c301be398159779da

Observation e275c50f-31ae-4079-9fc2-56c93312aa32 · inbound

Understanding and Supporting Online Discussion with Opinionated Chatbots cites this paper.

Understanding and Supporting Online Discussion with Opinionated Chatbots Comparing Traditional and LLM-based Search for Consumer Choice: A Randomized Experiment

Reference 69

Resolution
verified exact
arxiv_id, observed 2026-07-03T12:58:07.553225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-27T08:43:21.338601Z digest=sha256:668f5527153dd9c966aeaf0bc17ec1f3ccdf68ebf11e1d78e58b186db63eca35

Observation 790d99d5-48e2-4e46-9474-f87e4dac3676 · inbound

Directional AI Advice: Experimental Evidence from Healthcare cites this paper.

Directional AI Advice: Experimental Evidence from Healthcare Comparing Traditional and LLM-based Search for Consumer Choice: A Randomized Experiment

Reference 19

Resolution
verified exact
local_arxiv, observed 2026-07-10T02:56:43.511791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-07-10T02:50:35.148614Z digest=sha256:f28b2211b1f94ad582ef844fbd48d7b1a1c5dcc92f1a5780666fe9f4803e8aa3