Paper Citation Record · LEDGER

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators

As of 11 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2608.07641.

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

pith.paper-citation-record.v1
2608.07641 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T00:31:23.873113Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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

38 of 38 outbound references displayed

verified exact3
verified fuzzy1
unresolved34
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3924a3d8-451f-42af-9fc3-6f389f4c4b62 · outbound

This paper cites an unresolved cited work.

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-11T00:31:24.533957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a713f248-510f-487b-bc75-cd7ceecc5264 · outbound

This paper cites an unresolved cited work.

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T00:31:23.753461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09b53882-0be5-4673-95d4-c4a0a4bea4d4 · outbound

This paper cites an unresolved cited work.

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-11T00:31:24.524000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5e4b0217-9082-419f-a3c2-3d51716fff63 · outbound

This paper cites SurveyGen-I: Consistent Scientific Survey Generation with Evolving Plans and Memory-Guided Writing.

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators SurveyGen-I: Consistent Scientific Survey Generation with Evolving Plans and Memory-Guided Writing

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-08-11T00:31:24.365738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d4076298-feec-464a-81ea-808811e11447 · outbound

This paper cites DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models.

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T00:31:23.764103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 790f2f3c-7659-4145-9c24-78d43e9f6e4e · outbound

This paper cites DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents.

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T00:31:23.767656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73fa287c-4ea7-4f00-8d38-4fb7a4ee4c4a · outbound

This paper cites Sample-Efficient Human Evaluation of Large Language Models via Maximum Discrepancy Competition.

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators Sample-Efficient Human Evaluation of Large Language Models via Maximum Discrepancy Competition

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T00:31:23.771435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94f0ffaa-eac1-4b24-ab06-0643baf753df · outbound

This paper cites an unresolved cited work.

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-11T00:31:24.515481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 7b7dc261-6b9d-40c2-8bbf-684e6225d3d7 · outbound

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

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators LoRA: Low-Rank Adaptation of Large Language Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T00:31:23.778032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a961bc0e-c835-4177-b8aa-8617c15eef7f · outbound

This paper cites AISysRev -- LLM-based Tool for Title-abstract Screening.

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators AISysRev -- LLM-based Tool for Title-abstract Screening

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T00:31:23.781493Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7af85fb0-70f3-422c-855f-4d0a9a5d2e88 · outbound

This paper cites ReportBench: Evaluating Deep Research Agents via Academic Survey Tasks.

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators ReportBench: Evaluating Deep Research Agents via Academic Survey Tasks

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T00:31:23.785317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bdb46811-2fc9-4f22-b013-768041583a23 · outbound

This paper cites SurveyX: Academic Survey Automation via Large Language Models.

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators SurveyX: Academic Survey Automation via Large Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T00:31:23.788693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc0d2034-d044-4b48-9c2d-a070513434c8 · outbound

This paper cites an unresolved cited work.

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T00:31:23.791995Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b870f55-38d2-4aeb-80b6-639602bc4523 · outbound

This paper cites an unresolved cited work.

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T00:31:23.795143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79eaf0f7-7057-452b-829c-70b36bf0cbe8 · outbound

This paper cites an unresolved cited work.

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-11T00:31:24.499214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 819e9d4c-8bd3-460f-b6fe-caf5eeb5976c · outbound

This paper cites an unresolved cited work.

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T00:31:23.800478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e692909d-9f6b-4740-911a-a4bd1f623555 · outbound

This paper cites an unresolved cited work.

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-11T00:31:24.487919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8a5ed21f-0bc2-4660-9ec8-b122d69382fa · outbound

This paper cites Direct Preference Optimization: Your Language Model is Secretly a Reward Model.

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators Direct Preference Optimization: Your Language Model is Secretly a Reward Model

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T00:31:23.805873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2028d1a5-979c-4dda-b75b-5cfafa1cd86a · outbound

This paper cites Howcroft, Ondřej Plátek, and Adarsa Sivaprasad.

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators Howcroft, Ondřej Plátek, and Adarsa Sivaprasad

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:31:24.477452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c0f0c7a2-0c72-4bb1-a593-625530128592 · outbound

This paper cites SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation.

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T00:31:23.816102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc363558-9a3c-4b7f-a0c3-03abdb0efcc4 · outbound

This paper cites SurGE: A Benchmark and Evaluation Framework for Scientific Survey Generation.

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators SurGE: A Benchmark and Evaluation Framework for Scientific Survey Generation

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T00:31:23.819644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 179b090c-4dcc-4733-856d-c1847557fa41 · outbound

This paper cites OpenReview Should be Protected and Leveraged as a Community Asset for Research in the Era of Large Language Models.

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators OpenReview Should be Protected and Leveraged as a Community Asset for Research in the Era of Large Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T00:31:23.822952Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 841d9628-a6ae-48ea-ad47-a99da211c31c · outbound

This paper cites an unresolved cited work.

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T00:31:23.826470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b94c7428-d8ae-4fd9-b4e0-5765ae142366 · outbound

This paper cites an unresolved cited work.

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T00:31:23.829615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a8ba177-7172-45de-81a9-9066a89a3da2 · outbound

This paper cites Does the use of open, non-anonymous peer review in scholarly publishing introduce bias? Evidence from the F1000 post-publication open peer review publishing model.

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators Does the use of open, non-anonymous peer review in scholarly publishing introduce bias? Evidence from the F1000 post-publication open peer review publishing model

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-08-11T00:31:23.983666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4a14c638-8bfa-4522-9383-736cadac34e3 · outbound

This paper cites LLM$\times$MapReduce-V2: Entropy-Driven Convolutional Test-Time Scaling for Generating Long-Form Articles from Extremely Long Resources.

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators LLM$\times$MapReduce-V2: Entropy-Driven Convolutional Test-Time Scaling for Generating Long-Form Articles from Extremely Long Resources

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T00:31:23.836183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee84d0dc-7ab3-4c76-adf5-0dc89c0b699f · outbound

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

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators AutoSurvey: Large Language Models Can Automatically Write Surveys

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T00:31:23.839626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0792c6b-2ed6-4ea2-9844-2837232c965f · outbound

This paper cites CycleResearcher: Improving Automated Research via Automated Review.

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators CycleResearcher: Improving Automated Research via Automated Review

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T00:31:23.842997Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ac32d02-660f-4817-83fe-fe2c10f08a68 · outbound

This paper cites Qwen3 Technical Report.

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators Qwen3 Technical Report

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T00:31:23.846328Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3089d24e-488a-4c47-a715-17111e0f2b79 · outbound

This paper cites an unresolved cited work.

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-11T00:31:24.466798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 20f101cd-94b9-4bc8-8962-0b85c08f6c15 · outbound

This paper cites an unresolved cited work.

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T00:31:23.852835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ececf2d1-3e5b-437a-9409-518e298f06a2 · outbound

This paper cites an unresolved cited work.

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-11T00:31:24.451662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0e2e5183-96f3-4dcd-b257-9457e5d7b728 · outbound

This paper cites DeepSurvey-Bench: Evaluating Academic Value of Automatically Generated Scientific Surveys.

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators DeepSurvey-Bench: Evaluating Academic Value of Automatically Generated Scientific Surveys

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T00:31:23.859081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83583933-90ab-45ac-a456-917e71ca0574 · outbound

This paper cites BERTScore: Evaluating Text Generation with BERT.

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators BERTScore: Evaluating Text Generation with BERT

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-11T00:31:23.863168Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2bf889b1-fe36-4fe9-a1d7-8b44ecf4a99d · outbound

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

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T00:31:23.866507Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11df19f6-a40a-4e77-94b4-12588f20959b · outbound

This paper cites an unresolved cited work.

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-11T00:31:24.442149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0ba0a00f-db43-4584-a42d-df36841f118f · outbound

This paper cites Understanding Survey Paper Taxonomy about Large Language Models via Graph Representation Learning.

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators Understanding Survey Paper Taxonomy about Large Language Models via Graph Representation Learning

Reference 37

Resolution: verified exact; local_arxiv, observed 2026-08-11T00:31:23.911769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f475ab8c-f16a-4625-9b92-a97ad6b153b7 · outbound

This paper cites Automatic Metrics in Natural Language Generation: A Survey of Current Evaluation Practices.

SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators Automatic Metrics in Natural Language Generation: A Survey of Current Evaluation Practices

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-11T00:31:23.812295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.