Paper Citation Record · LEDGER

Large Language Models for Automated Literature Review: An Evaluation of Reference Generation, Abstract Writing, and Review Composition

As of 23 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 4 inbound Pith citation observations for arXiv:2412.13612.

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

pith.paper-citation-record.v1
2412.13612 v5

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T13:02:07.489813Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:13:41.408152Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-20T10:33:12.827106Z

Reference resolution

16 of 16 outbound references displayed

verified exact0
verified fuzzy0
unresolved14
parse uncertain0
malformed identifier1
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7a8d24d0-a73a-439e-b49c-6a0f8ed6c4e6 · outbound

This paper cites an unresolved cited work.

Large Language Models for Automated Literature Review: An Evaluation of Reference Generation, Abstract Writing, and Review Composition Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:02:07.826923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 5daf2157-1d69-449b-9d2d-0b3207833265 · outbound

This paper cites an unresolved cited work.

Large Language Models for Automated Literature Review: An Evaluation of Reference Generation, Abstract Writing, and Review Composition Unresolved cited work

Reference 2

Resolution: metadata mismatch; raw_fallback, observed 2026-08-11T13:02:07.786932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 89ad74b9-c1a6-4ee5-9b0c-7bcf358259d7 · outbound

This paper cites Mesallam, Mohamed Farahat, and Khalid H.

Large Language Models for Automated Literature Review: An Evaluation of Reference Generation, Abstract Writing, and Review Composition Mesallam, Mohamed Farahat, and Khalid H

Reference 3

Resolution: malformed identifier; no resolver link, observed 2026-08-11T13:02:07.435879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb88e9b0-9bf0-4416-bb1e-7392ace33fac · outbound

This paper cites an unresolved cited work.

Large Language Models for Automated Literature Review: An Evaluation of Reference Generation, Abstract Writing, and Review Composition Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T13:02:07.439533Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c63e9b5b-7fbb-40c3-b30f-258fe157b32f · outbound

This paper cites Sparks of Artificial General Intelligence: Early experiments with GPT-4.

Large Language Models for Automated Literature Review: An Evaluation of Reference Generation, Abstract Writing, and Review Composition Sparks of Artificial General Intelligence: Early experiments with GPT-4

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T13:02:07.443542Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4413d568-657e-476b-bb0b-b89f89467812 · outbound

This paper cites Humans or LLMs as the Judge? A Study on Judgement Biases.

Large Language Models for Automated Literature Review: An Evaluation of Reference Generation, Abstract Writing, and Review Composition Humans or LLMs as the Judge? A Study on Judgement Biases

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T13:02:07.447822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a20eef4f-e082-4513-b8cb-0106ecebc767 · outbound

This paper cites Enabling Large Language Models to Generate Text with Citations.

Large Language Models for Automated Literature Review: An Evaluation of Reference Generation, Abstract Writing, and Review Composition Enabling Large Language Models to Generate Text with Citations

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T13:02:07.453380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4452a1f3-d14b-411e-a84e-5dc6884db771 · outbound

This paper cites an unresolved cited work.

Large Language Models for Automated Literature Review: An Evaluation of Reference Generation, Abstract Writing, and Review Composition Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T13:02:07.457556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ecf17e76-f126-402a-9772-773ae15fa50a · outbound

This paper cites an unresolved cited work.

Large Language Models for Automated Literature Review: An Evaluation of Reference Generation, Abstract Writing, and Review Composition Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T13:02:07.461239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fca82f83-1318-466a-9aca-834a2a237e1b · outbound

This paper cites an unresolved cited work.

Large Language Models for Automated Literature Review: An Evaluation of Reference Generation, Abstract Writing, and Review Composition Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T13:02:07.465211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 321f883e-78d4-4105-ae7a-d3acfee2b96c · outbound

This paper cites GPT-4 Technical Report.

Large Language Models for Automated Literature Review: An Evaluation of Reference Generation, Abstract Writing, and Review Composition GPT-4 Technical Report

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T13:02:07.468828Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37731bcd-9d1b-4cb6-96e3-08203bb61618 · outbound

This paper cites an unresolved cited work.

Large Language Models for Automated Literature Review: An Evaluation of Reference Generation, Abstract Writing, and Review Composition Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:02:07.815643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 59aec654-afb4-4a16-ad11-8254237eed99 · outbound

This paper cites AutoSurvey: Large Language Models Can Automatically Write Surveys.

Large Language Models for Automated Literature Review: An Evaluation of Reference Generation, Abstract Writing, and Review Composition AutoSurvey: Large Language Models Can Automatically Write Surveys

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T13:02:07.477014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c09cd99b-da5c-493c-be2c-f851dbfce5c2 · outbound

This paper cites Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena.

Large Language Models for Automated Literature Review: An Evaluation of Reference Generation, Abstract Writing, and Review Composition Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T13:02:07.481177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2908e6b7-0534-46ec-87ec-523d663c50e2 · outbound

This paper cites URL: " 'urlintro :=.

Large Language Models for Automated Literature Review: An Evaluation of Reference Generation, Abstract Writing, and Review Composition URL: " 'urlintro :=

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T13:02:07.485610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6921a59e-9719-48dc-b661-ed320e6b5175 · outbound

This paper cites write newline.

Large Language Models for Automated Literature Review: An Evaluation of Reference Generation, Abstract Writing, and Review Composition write newline

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T13:02:07.489813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 7d6609f4-1ff3-4ffc-bada-f66468c76d35 · inbound

Adapting University Policies for Generative AI: Opportunities, Challenges, and Policy Solutions in Higher Education cites this paper.

Adapting University Policies for Generative AI: Opportunities, Challenges, and Policy Solutions in Higher Education Large Language Models for Automated Literature Review: An Evaluation of Reference Generation, Abstract Writing, and Review Composition

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T22:11:28.404393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35db570a-40e8-4c6d-bcd6-44352625a1c8 · inbound

LLMs in Wikipedia: Investigating How LLMs Impact Participation in Knowledge Communities cites this paper.

LLMs in Wikipedia: Investigating How LLMs Impact Participation in Knowledge Communities Large Language Models for Automated Literature Review: An Evaluation of Reference Generation, Abstract Writing, and Review Composition

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-15T16:13:41.408152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 409d9635-54ae-4538-9fd5-22d04ea9267a · inbound

AI for Auto-Research: Roadmap & User Guide cites this paper.

AI for Auto-Research: Roadmap & User Guide Large Language Models for Automated Literature Review: An Evaluation of Reference Generation, Abstract Writing, and Review Composition

Reference 201

Resolution: verified exact; arxiv_id, observed 2026-05-20T10:33:12.828418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 0172bd22-8b2d-401d-89ed-d07e66c6ec26 · inbound

AI for Auto-Research: Roadmap & User Guide cites this paper.

AI for Auto-Research: Roadmap & User Guide Large Language Models for Automated Literature Review: An Evaluation of Reference Generation, Abstract Writing, and Review Composition

Reference 200

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:48.080736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.