Paper Citation Record · LEDGER

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation

As of 2 August 2026, this Paper Citation Record lists 93 of 93 outbound references and 2 inbound Pith citation observations for arXiv:2605.29522.

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

pith.paper-citation-record.v1
2605.29522 v1

Coverage vector

measured 93 of 93 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-29T07:12:13.559728Z

measured 95 of 95 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-02T06:30:47.504484+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T10:58:00.710774Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-04T00:19:13.889720Z

Reference resolution

93 of 93 outbound references displayed

verified exact22
verified fuzzy0
unresolved63
parse uncertain0
malformed identifier1
metadata mismatch7

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a6f6b10d-ebbb-4c08-80e9-12a17cca3c0b · outbound

This paper cites The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-06-29T07:13:16.155373Z

Source-reported events for the cited work

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Observation d05bd851-ec58-4ccf-be4a-3f943b8c3c3d · outbound

This paper cites The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-06-29T07:13:16.205299Z

Source-reported events for the cited work

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Observation af844988-37e6-4f53-ad17-c94d1f8fa355 · outbound

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

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation AutoSurvey: Large Language Models Can Automatically Write Surveys

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-06-29T07:13:16.158782Z

Source-reported events for the cited work

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Observation aaee84f1-7863-4f68-9822-dc54df02e506 · outbound

This paper cites Surveyforge: On the outline heuristics, memory-driven generation, and multi-dimensional evaluation for automated survey writing,.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation Surveyforge: On the outline heuristics, memory-driven generation, and multi-dimensional evaluation for automated survey writing,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-29T07:12:13.559728Z

Source-reported events for the cited work

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Observation 52e7c711-70f4-4c44-a9d3-6195367bda97 · outbound

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

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation SurveyX: Academic Survey Automation via Large Language Models

Reference 5

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T07:13:16.196759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation f0ab4994-d2a6-4b95-a8ba-227e4b45f5bc · outbound

This paper cites Lira: A multi-agent framework for reliable and readable literature review generation,.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation Lira: A multi-agent framework for reliable and readable literature review generation,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-29T07:12:13.559728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c1e303c-9588-424f-8c34-84d7b31fdaa9 · outbound

This paper cites Llm ×mapreduce-v3: Enabling interactive in-depth survey generation through a mcp-driven hierarchically modular agent system,.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation Llm ×mapreduce-v3: Enabling interactive in-depth survey generation through a mcp-driven hierarchically modular agent system,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-29T07:12:13.559728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 030a0d3b-4b18-4981-95d0-dd1b805686fa · outbound

This paper cites Nguyen, M.-D.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation Nguyen, M.-D

Reference 8

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T07:13:16.188579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation 331fb744-d95c-45f2-9cbf-120095c3cd64 · outbound

This paper cites Autosurvey2: Empowering researchers with next level automated literature surveys,.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation Autosurvey2: Empowering researchers with next level automated literature surveys,

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-06-29T07:13:16.202224Z

Source-reported events for the cited work

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Observation b0e571be-21cb-4a0f-bb99-65cc474d4614 · outbound

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

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation SciSage: A Multi-Agent Framework for High-Quality Scientific Survey Generation

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-06-29T07:13:16.211986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation 77546afa-52fa-4df9-88ef-dd5d808d8597 · outbound

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

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation SurGE: A Benchmark and Evaluation Framework for Scientific Survey Generation

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-06-29T07:13:16.161990Z

Source-reported events for the cited work

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Observation 7c01475f-5a75-4321-89ba-3f8299ec580e · outbound

This paper cites SurveyGen: Quality-aware scientific survey generation with large language models,.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation SurveyGen: Quality-aware scientific survey generation with large language models,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-29T07:12:13.559728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4619b028-1f96-4ca8-ad13-dd6f3597c5bb · outbound

This paper cites LLM ×MapReduce: Simplified long-sequence processing using large language models,.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation LLM ×MapReduce: Simplified long-sequence processing using large language models,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-29T07:12:13.559728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b19a8ec-462f-4e4a-97f4-6c501a3c699c · outbound

This paper cites Agentic autosurvey: Let llms survey llms,.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation Agentic autosurvey: Let llms survey llms,

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-06-29T07:13:16.165247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation 010b4d6f-b7d0-4dd6-932e-c78959cd568c · outbound

This paper cites The semantic scholar academic graph (s2ag),.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation The semantic scholar academic graph (s2ag),

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-29T07:12:13.559728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ebc5de1-435c-48e8-8552-3d66a1491aca · outbound

This paper cites Available: https://api.semanticscholar.org/CorpusID:251597885.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation Available: https://api.semanticscholar.org/CorpusID:251597885

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-29T07:12:13.559728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e7744c7-0665-4cb2-abb4-48319bd18266 · outbound

This paper cites S2ORC: The semantic scholar open research corpus,.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation S2ORC: The semantic scholar open research corpus,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-29T07:12:13.559728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd8a129f-43bf-4cf3-8424-fe6bb2ab760c · outbound

This paper cites Explicit semantic ranking for academic search via knowledge graph embedding,.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation Explicit semantic ranking for academic search via knowledge graph embedding,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-29T07:12:13.559728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29e3dae8-4649-48ca-971c-75d4052c3b2f · outbound

This paper cites Scientific article summarization using citation-context and article’s discourse structure,.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation Scientific article summarization using citation-context and article’s discourse structure,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-29T07:12:13.559728Z

Source-reported events for the cited work

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Observation f4c88d5e-9f31-42ea-8e55-5d86ad2eccbe · outbound

This paper cites Lost in the middle: How language models use long contexts,.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation Lost in the middle: How language models use long contexts,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-29T07:12:13.559728Z

Source-reported events for the cited work

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Observation 44c8c706-6e73-4221-b99e-96a1abaef69a · outbound

This paper cites Context length alone hurts llm performance despite perfect retrieval.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation Context length alone hurts llm performance despite perfect retrieval

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-06-29T07:13:16.172448Z

Source-reported events for the cited work

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Observation aa31e107-b0b6-491e-866b-54ccae639ee2 · outbound

This paper cites Towards long context hallucination detection,.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation Towards long context hallucination detection,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-29T07:12:13.559728Z

Source-reported events for the cited work

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Observation 1240dfb2-f1d1-4b10-bd8c-76e7dc510c1b · outbound

This paper cites MiMo-V2-Flash Technical Report.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation MiMo-V2-Flash Technical Report

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-06-29T07:13:16.240383Z

Source-reported events for the cited work

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Observation deed89e5-ad1f-4391-b69d-2195d708fb37 · outbound

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

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-06-29T07:13:16.208600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation 8f231bf0-0b95-41f3-aa77-f0a3fabc7d16 · outbound

This paper cites G-eval: NLG evaluation using gpt-4 with better human alignment,.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation G-eval: NLG evaluation using gpt-4 with better human alignment,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-29T07:12:13.559728Z

Source-reported events for the cited work

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Observation 3832d43c-2d86-45a3-80c9-d129b7c0d773 · outbound

This paper cites JudgeLM: Fine-tuned Large Language Models are Scalable Judges.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation JudgeLM: Fine-tuned Large Language Models are Scalable Judges

Reference 26

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T07:13:16.185344Z

Source-reported events for the cited work

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Observation 14bebf32-d519-45d4-b38e-77762109313d · outbound

This paper cites Prometheus 2: An Open Source Language Model Specialized in Evaluating Other Language Models.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation Prometheus 2: An Open Source Language Model Specialized in Evaluating Other Language Models

Reference 27

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T07:13:16.182183Z

Source-reported events for the cited work

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Observation a3d14a25-eae5-47be-b1c7-a181ad2981b6 · outbound

This paper cites Mathematical contributions to the theory of evolution.—on a form of spurious correlation which may arise when indices are used in the measurement of organs,.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation Mathematical contributions to the theory of evolution.—on a form of spurious correlation which may arise when indices are used in the measurement of organs,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-29T07:12:13.559728Z

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Observation eb448220-4cc0-4983-a271-b935e006c50c · outbound

This paper cites Use of coefficient of variation in assessing variability of quantitative assays,.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation Use of coefficient of variation in assessing variability of quantitative assays,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-06-29T07:12:13.559728Z

Source-reported events for the cited work

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Observation 78e96e56-f118-4ee6-8c34-02f6c72ef069 · outbound

This paper cites Interval estimation and optimal design for the within-subject coefficient of variation for continuous and binary variables,.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation Interval estimation and optimal design for the within-subject coefficient of variation for continuous and binary variables,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-29T07:12:13.559728Z

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Observation 7725dfa5-b6a8-4b04-b62b-4c4e19e2b87c · outbound

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DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation A coefficient of agreement for nominal scales,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-06-29T07:12:13.559728Z

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Observation bb1c46b1-91df-4fe7-a785-21c1b50d0424 · outbound

This paper cites Measuring nominal scale agreement among many raters.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation Measuring nominal scale agreement among many raters

Reference 32

Resolution: unresolved; no resolver link, observed 2026-06-29T07:12:13.559728Z

Source-reported events for the cited work

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Observation 11a34255-f82d-47b2-8068-55024dfcbbbe · outbound

This paper cites The automatic creation of literature abstracts,.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation The automatic creation of literature abstracts,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-06-29T07:12:13.559728Z

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Observation aad6769e-eab4-49d4-bc3a-a7df3d17702a · outbound

This paper cites A trainable document summarizer,.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation A trainable document summarizer,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-06-29T07:12:13.559728Z

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This paper cites LexRank: Graph-based Lexical Centrality as Salience in Text Summarization.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation LexRank: Graph-based Lexical Centrality as Salience in Text Summarization

Reference 35

Resolution: verified exact; local_arxiv, observed 2026-06-29T07:13:16.179244Z

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Observation 4f6737d5-6705-410f-8c76-34692bc76028 · outbound

This paper cites Citation indexes for science,.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation Citation indexes for science,

Reference 36

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Observation 9c7d6e59-2fc6-453b-840b-088f70c2a932 · outbound

This paper cites Co-citation in the scientific literature: A new measure of the relationship between two documents,.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation Co-citation in the scientific literature: A new measure of the relationship between two documents,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-06-29T07:12:13.559728Z

Source-reported events for the cited work

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Observation 3fada12e-9690-4925-bb11-ca527a8602d9 · outbound

This paper cites Citationas: A tool of automatic survey generation based on citation content,.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation Citationas: A tool of automatic survey generation based on citation content,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-06-29T07:12:13.559728Z

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Observation e882ab76-5a2b-4274-ad43-49d614fea5b8 · outbound

This paper cites Science 149, 510–515.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation Science 149, 510–515

Reference 39

Resolution: metadata mismatch; doi, observed 2026-06-29T07:13:15.567625Z

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Observation 267f1bdd-c0e7-4eef-8fcd-f4fd114c068d · outbound

This paper cites Scientific Paper Summarization Using Citation Summary Networks.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation Scientific Paper Summarization Using Citation Summary Networks

Reference 40

Resolution: verified exact; local_arxiv, observed 2026-06-29T07:13:16.191245Z

Source-reported events for the cited work

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Observation 6abb7e06-437f-4d98-8c21-59b45627d7ed · outbound

This paper cites Coherent citation-based summarization of scientific papers,.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation Coherent citation-based summarization of scientific papers,

Reference 41

Resolution: unresolved; no resolver link, observed 2026-06-29T07:12:13.559728Z

Source-reported events for the cited work

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This paper cites Efficient estimation of word representations in vector space,.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation Efficient estimation of word representations in vector space,

Reference 42

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Observation f40a0fee-e502-45a3-8599-fcec33c4395e · outbound

This paper cites Distributed representations of sentences and documents,.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation Distributed representations of sentences and documents,

Reference 43

Resolution: unresolved; no resolver link, observed 2026-06-29T07:12:13.559728Z

Source-reported events for the cited work

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Observation 617a2776-d1b3-41a0-9deb-6685d44a4d2e · outbound

This paper cites Universal sentence encoder for English,.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation Universal sentence encoder for English,

Reference 44

Resolution: unresolved; no resolver link, observed 2026-06-29T07:12:13.559728Z

Source-reported events for the cited work

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DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation Sentence-BERT: Sentence embeddings using Siamese BERT-networks,

Reference 45

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Observation 258beeee-1052-4edf-9cc6-7789e9622e1f · outbound

This paper cites SPECTER: Document-level representation learning using citation-informed transformers,.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation SPECTER: Document-level representation learning using citation-informed transformers,

Reference 46

Resolution: unresolved; no resolver link, observed 2026-06-29T07:12:13.559728Z

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Observation 2d88fa5e-f8e5-48cc-9610-1a4725ad9857 · outbound

This paper cites Mineru: An open-source solution for precise document content extraction,.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation Mineru: An open-source solution for precise document content extraction,

Reference 47

Resolution: unresolved; no resolver link, observed 2026-06-29T07:12:13.559728Z

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Observation af3246ab-d09f-4f7e-9256-e90f33eec242 · outbound

This paper cites MinerU: An Open-Source Solution for Precise Document Content Extraction.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation MinerU: An Open-Source Solution for Precise Document Content Extraction

Reference 48

Resolution: metadata mismatch; local_arxiv, observed 2026-06-29T07:13:16.175410Z

Source-reported events for the cited work

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Observation f915d24a-84c2-48a0-8c91-9a18e641e14b · outbound

This paper cites Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks

Reference 49

Resolution: verified exact; local_arxiv, observed 2026-06-29T07:13:16.199425Z

Source-reported events for the cited work

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Observation f5b51734-d9bd-4ea3-b3a6-fb8611ae7439 · outbound

This paper cites The Semantic Scholar Open Data Platform.

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation The Semantic Scholar Open Data Platform

Reference 50

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T07:13:16.168600Z

Source-reported events for the cited work

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Observation 4be3ccee-4060-4ca2-9165-d41491ab7e30 · outbound

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

DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation LLM$\times$MapReduce-V2: Entropy-Driven Convolutional Test-Time Scaling for Generating Long-Form Articles from Extremely Long Resources

Reference 51

Resolution: verified exact; arxiv_id, observed 2026-06-29T07:13:16.231428Z

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Observation a9dc4f91-b193-4299-a149-e0cdf3981282 · outbound

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DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation SelfCheckGPT: Zero-Resource Black-Box Hallucination Detection for Generative Large Language Models

Reference 52

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Observation 383c212a-964f-4f24-b4b3-acbbf8e36162 · outbound

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DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation Lost in Inference: Rediscovering the Role of Natural Language Inference for Large Language Models

Reference 53

Resolution: verified exact; arxiv_id, observed 2026-06-29T07:13:16.215296Z

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Observation b6a195ec-c23f-4cae-98f3-63dfb1da1b87 · outbound

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DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation Explainable hallucination through natural language inference mapping,

Reference 54

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DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation MiniLMv2: Multi-Head Self-Attention Relation Distillation for Compressing Pretrained Transformers

Reference 55

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Observation e82ae22f-689e-4609-8d34-055a4130f8ce · outbound

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DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation OpenAI GPT-5 System Card

Reference 56

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DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation DeepSeek-V3 Technical Report

Reference 57

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DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation Key aspects: synthesis, organization, comprehensiveness, relevance

Reference 58

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DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation Key aspects: readability, academic rigor, clarity & coherence

Reference 59

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Reference 61

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Reference 62

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DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation RecurrentGPT: Interactive Generation of (Arbitrarily) Long Text

Reference 63

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Reference 64

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Reference 65

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Reference 66

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Reference 67

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Reference 68

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Reference 69

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Reference 70

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Reference 71

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Reference 72

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Reference 73

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Reference 74

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Reference 75

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Reference 76

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DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation title" :

Reference 77

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Observation fcc22d97-d68a-4f90-842f-308b01e0a546 · outbound

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Reference 78

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Reference 79

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Reference 80

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Reference 81

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Reference 82

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Reference 83

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Reference 84

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DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation Instead, explain the logic behind why this section is structured this way and the significance of these topics within the broader field

Reference 85

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Reference 86

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Reference 87

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Reference 88

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Reference 89

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DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation Unresolved cited work

Reference 90

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Reference 91

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DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation Unresolved cited work

Reference 92

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Observation d86992fb-3e7c-46f8-a404-1100d9cb1a29 · outbound

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DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation AutoSurvey

Reference 93

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Pith citing papers

Observation 04cb4a2e-f053-432a-bb0e-6ff657bef91f · inbound

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Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation

Reference 31

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Observation 1b76d0a5-67b2-4d4f-bb97-a4b4044df04f · inbound

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Externalizing Research Synthesis and Validation in AI Scientists through a Research Harness DeepSurvey: Enhancing Analytical Depth and Citation Reliability in Automated Survey Generation

Reference 31

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