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Paper Citation Record · LEDGER

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery

As of 14 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 1 inbound Pith citation observation for arXiv:2605.10530.

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

pith.paper-citation-record.v1
2605.10530 v1

Coverage vector

measured 53 of 53 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-12T04:55:22.596920Z

measured 54 of 54 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T15:12:55.667256Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

53 of 53 outbound references displayed

  • verified exact20
  • verified fuzzy7
  • unresolved25
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 57b77f97-bc9e-4e27-8fc5-1fdbbf2c38d6 · outbound

This paper cites an unresolved cited work.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-05-12T13:01:36.072247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation c5a41a71-d770-428c-9fa4-9fa837b93104 · outbound

This paper cites an unresolved cited work.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-05-12T13:01:36.129336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:ff547432568e3692de26ab17215548240cca54dc6ba9aa1b674c707d31e8e601

Observation f4fb3646-5136-4879-821e-c83a8905993d · outbound

This paper cites an unresolved cited work.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery Unresolved cited work

Reference 3

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unresolved
raw_fallback, observed 2026-05-12T13:01:36.116505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:3b7a3d02ab939e91c1199c79d7af0ca4c462a710941569a9455e29bcd7202d5f

Observation 27e9d62e-ab4b-4ebb-b0fc-c8197483ac5e · outbound

This paper cites an unresolved cited work.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery Unresolved cited work

Reference 4

Resolution
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raw_fallback, observed 2026-05-12T13:01:36.125524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:3fa0909a4fad9f4ec4b12f2e0b5dd12ea96774a373e73dd103c77702768e6bb9

Observation 587adac2-d4af-45f7-8508-583dc6290d80 · outbound

This paper cites M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation

Reference 5

Resolution
verified exact
local_arxiv, observed 2026-05-12T05:46:31.409598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:5f6f42e876eb52a4c4f349226308c4a119d0992c1d10569090713e10a3a0fe7c

Observation 0d55b438-9fcb-4597-b3f5-1060807a3b86 · outbound

This paper cites an unresolved cited work.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-05-12T13:01:36.104646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:e34a400cb71492c775eb15b1695ff93bac002a7bda821d240a918bb2a557ce58

Observation 1018674c-b7e8-495a-a1e6-b1608446caa7 · outbound

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

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 7

Resolution
verified exact
local_arxiv, observed 2026-05-12T05:46:31.380313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:5ebcdece27493e6944df1510b9810a773bee5c7f55691da79635c284610d5399

Observation 37226295-27b8-4c72-975c-1bf3138f0e63 · outbound

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

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents

Reference 8

Resolution
verified exact
arxiv_id, observed 2026-05-16T08:07:39.643626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:03c07eb19a68e795ca814a54738b5d8600a49b98f01832a105a741f565172e42

Observation 48c4c978-f2e3-4c56-b69a-11f7b994e6ca · outbound

This paper cites an unresolved cited work.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-05-12T13:01:36.088149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:8053b83ed1f4fb7cb0927315061b9987b8817405ead53f250820e3860f3d5fef

Observation 8c96b567-0063-4278-aa48-c72bdd532783 · outbound

This paper cites an unresolved cited work.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-05-12T13:01:36.084259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:91ccec9fc15d53f871989329c04d79a5d438829ad70b2049bf7c968361b87ab0

Observation 12f66413-d81c-460f-9589-183fa945c8a7 · outbound

This paper cites 2024.Gemini Deep Research — your personal research assistant.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery 2024.Gemini Deep Research — your personal research assistant

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-05-12T13:01:36.091827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:073da0f23ab018ef9304117197ac5dff618221d9d641003de640ad821acfc3cc

Observation 375d35c9-d058-4d46-b11b-c71f3e1320e8 · outbound

This paper cites 2025.How we built our multi-agent research system.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery 2025.How we built our multi-agent research system

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-05-12T13:01:36.100697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:784dcdd63f3e346070f6aaa7da95511fffea72d86ae4782d58baed3b12f556fb

Observation 6cc1984b-811b-47f2-8885-1ad02de71ae2 · outbound

This paper cites an unresolved cited work.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-05-12T13:01:36.010859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:ea85f1c480f037aea63e0e52f132b0686af63828f243515840f19a8d478d3bf8

Observation c762bf58-9420-41bb-ba8d-7c5a8fadf309 · outbound

This paper cites FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-12T05:46:31.399433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:582609a4746c87c5a867eaa39175242bf081461066ae1d480b11031d80bc66bc

Observation 9801f7fa-3371-4ccd-81f1-96213c60661e · outbound

This paper cites LongLaMP: A Benchmark for Personalized Long-form Text Generation.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery LongLaMP: A Benchmark for Personalized Long-form Text Generation

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-05-12T05:46:31.353813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:5d9c3705273bf7d3efeccf9a43da0426dc8e425889e70be8f46795807a1295eb

Observation aed41572-fd3d-4b6f-a9b9-ad3d79b46002 · outbound

This paper cites an unresolved cited work.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-05-12T13:01:36.007474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:5d4fb5aad0f4d5a5b8ee60c70e1a3358d15beaff4612172d46adc4bdec32e60f

Observation 2e7849b2-2ce8-4d2c-9abd-c9eae2bc8330 · outbound

This paper cites A Survey of Personalization: From RAG to Agent.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery A Survey of Personalization: From RAG to Agent

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-05-12T05:46:31.370507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:5961102887e3fc9abbed00b75b2c9e4aa59271c18b18db2c289c49d3c02bdb3e

Observation 0f435c32-fba5-404b-b4b7-471b029e2c08 · outbound

This paper cites WebThinker: Empowering Large Reasoning Models with Deep Research Capability.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery WebThinker: Empowering Large Reasoning Models with Deep Research Capability

Reference 18

Resolution
verified exact
arxiv_id, observed 2026-05-16T19:14:25.573630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:59355859b301f27a12577e63c9baa2bc61024a83b52dd12d4ad46e65ed78ddec

Observation a4450d64-39b1-405b-9a3c-9799949b58d4 · outbound

This paper cites Agent4Ranking: Semantic Robust Ranking via Personalized Query Rewriting Using Multi-agent LLM.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery Agent4Ranking: Semantic Robust Ranking via Personalized Query Rewriting Using Multi-agent LLM

Reference 19

Resolution
verified exact
arxiv_id, observed 2026-05-12T05:46:31.513973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:d490858c905f214eb5bde3ce48e85e421f7144ef3c88d0b160431d415275482c

Observation 7368b76c-454e-4c86-bc6e-a6a75d526bcd · outbound

This paper cites an unresolved cited work.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery Unresolved cited work

Reference 20

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unresolved
raw_fallback, observed 2026-05-12T13:01:36.075953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:f2ab96d4bb1868352d358392fadade8ac6a60442faf0ff9edf52a45c1aec69b4

Observation 7c3f8a23-c685-477f-ad55-12ba3c8c1e0a · outbound

This paper cites an unresolved cited work.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery Unresolved cited work

Reference 21

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verified exact
arxiv_id, observed 2026-05-12T05:46:31.521235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:c4da68213dadbbe65bb0b9f84d48c85b5486e97867dd8ce3c60719cad452f68b

Observation 62d7f12f-2668-46c3-810a-77f6e905ca98 · outbound

This paper cites arXiv preprint arXiv:2506.17188 , year=.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery arXiv preprint arXiv:2506.17188 , year=

Reference 22

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arxiv_id, observed 2026-05-12T05:46:31.528456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:74badcf25e13c6eac40173a3a4118d4a5fcbbecc10a01661eade7a6b57608909

Observation f4b0e321-cd93-4b5b-a238-6054d8c8dd25 · outbound

This paper cites an unresolved cited work.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery Unresolved cited work

Reference 23

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raw_fallback, observed 2026-05-12T13:01:36.112085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:2aa7a1c2ab5ae01cd97724385d9018ee7897ad921f7569c17bb293349f711717

Observation 6dc6fef8-ba5c-4e0b-82e9-ae353e5079ba · outbound

This paper cites an unresolved cited work.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery Unresolved cited work

Reference 24

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raw_fallback, observed 2026-05-12T13:01:36.080037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:20c8ad07b2eafd11ecb2396677968a101cdc631cada7ee58b367b038dca42ce2

Observation fdb7731d-bacb-469c-9754-d26bcbad99f3 · outbound

This paper cites an unresolved cited work.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery Unresolved cited work

Reference 25

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unresolved
raw_fallback, observed 2026-05-12T13:01:36.004292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:d07294263d302aaa5a43afdcbf7311d9c6a5608d01de83569dcb5eaf9673b453

Observation 255cf86c-c4d7-4cb3-a9b1-26a74a27f1b1 · outbound

This paper cites an unresolved cited work.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-05-12T13:01:36.108595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:462db083e6186bcb4271330b39a6e99aa07360431f7fb7fb3d5f19241f6f6f25

Observation 0655b530-cb5b-428a-b572-fba55155f1ec · outbound

This paper cites an unresolved cited work.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-05-12T13:01:36.095680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:ff828ec77873abd7afbb6ec23d1e252084ae9e18b7ff994d61c065f05d83b883

Observation 72a2c7f0-57df-4d63-a5ad-e7a9238eae8b · outbound

This paper cites 2025.Kimi-Researcher: End-to-End RL Training for Emerging Agentic Capabilities.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery 2025.Kimi-Researcher: End-to-End RL Training for Emerging Agentic Capabilities

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-05-12T13:01:36.121112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:de09517cbc3f16665be629bd182fe061a63e44316efa9f21eca61fe38648e1b3

Observation 4f32243d-503c-46bd-8921-0b484b623a27 · outbound

This paper cites 2025.Title of the Article.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery 2025.Title of the Article

Reference 29

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raw_fallback, observed 2026-05-12T13:01:36.060156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:6245a67c9fa04e053a0880943decdced53f28df1e2fd82985e2aeb6712b03bbf

Observation 817f6a97-8b1d-443c-8abf-ca1f76ddcac1 · outbound

This paper cites 2025.Introducing Deep Research.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery 2025.Introducing Deep Research

Reference 30

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verified fuzzy
raw_fallback, observed 2026-05-12T13:01:36.055959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:324273251d6dac80d5b5f5dbd834b2dd3dc79d7ece0fd47f09a5cc2e1358f79a

Observation c830b0e7-0e97-4b92-9546-713a37812072 · outbound

This paper cites 2025.Introducing Perplexity Deep Research.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery 2025.Introducing Perplexity Deep Research

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-05-12T13:01:36.039645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:777c843038b61db5d88d0f6300307550641026ecd910cfad88d47ca41b2d9d69

Observation 11f613a6-aa79-4863-91bb-98a293df85e5 · outbound

This paper cites Humanity's Last Exam.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery Humanity's Last Exam

Reference 32

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verified exact
local_arxiv, observed 2026-05-12T05:46:31.365269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:6c0a978db87304c3aa428621f4a39d3fed56eda6e9289615de0da6756d714109

Observation 501387f8-d102-4bf0-94b0-4277a9a4ab73 · outbound

This paper cites Reasoning-Enhanced Self-Training for Long-Form Personalized Text Generation.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery Reasoning-Enhanced Self-Training for Long-Form Personalized Text Generation

Reference 33

Resolution
verified exact
arxiv_id, observed 2026-05-12T05:46:31.460209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:d2b4d8bb20401083f48f0457968498c277e4a04d7d3f3aa46a877682fc6498fb

Observation 6155f861-14b6-4831-a22a-56c18a6de28f · outbound

This paper cites Agent Laboratory: Using LLM Agents as Research Assistants.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery Agent Laboratory: Using LLM Agents as Research Assistants

Reference 34

Resolution
verified exact
arxiv_id, observed 2026-05-17T04:05:19.002260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation de6fdb97-dcab-4cc3-aeda-5db1c7314690 · outbound

This paper cites Agentic Retrieval-Augmented Generation: A Survey on Agentic RAG.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery Agentic Retrieval-Augmented Generation: A Survey on Agentic RAG

Reference 35

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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation da2fb48f-0be4-4bfa-933f-8ce08c05f19a · outbound

This paper cites AI-Researcher: Autonomous Scientific Innovation.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery AI-Researcher: Autonomous Scientific Innovation

Reference 36

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verified exact
arxiv_id, observed 2026-05-12T05:46:31.509081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 1ab60a54-c974-4b32-aead-70bfe4a78119 · outbound

This paper cites an unresolved cited work.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery Unresolved cited work

Reference 37

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation d5a1f6ec-87e6-45b5-b796-11b4b9e51002 · outbound

This paper cites an unresolved cited work.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery Unresolved cited work

Reference 38

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unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 42d98e15-1d31-4b0f-add4-828b135c21b1 · outbound

This paper cites an unresolved cited work.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery Unresolved cited work

Reference 39

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation cbf16c9c-888d-42ae-85b1-e3bce1f659b7 · outbound

This paper cites an unresolved cited work.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery Unresolved cited work

Reference 40

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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This paper cites Milvus: A purpose-built vector data management system.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery Milvus: A purpose-built vector data management system

Reference 41

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 9adc6ce1-71fc-4db2-bebc-43864ba90a3a · outbound

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Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery Unresolved cited work

Reference 42

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 8b047e32-67c3-40f2-9d40-2476e6d911a7 · outbound

This paper cites Measuring short-form factuality in large language models.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery Measuring short-form factuality in large language models

Reference 43

Resolution
verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation d77e2316-bdd9-430e-b7e8-4d81b97b7504 · outbound

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Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery Unresolved cited work

Reference 44

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation e0e6c591-fa0f-4536-a350-66d34f38164b · outbound

This paper cites ResearcherBench: Evaluating Deep AI Research Systems on the Frontiers of Scientific Inquiry.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery ResearcherBench: Evaluating Deep AI Research Systems on the Frontiers of Scientific Inquiry

Reference 45

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verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 434806b4-5e6c-4241-a2b4-1ab5eab37bee · outbound

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Reference 46

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 5bb97314-5825-4351-adc4-c59e57568a08 · outbound

This paper cites Initialization with Forced Diversifi- cation.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery Initialization with Forced Diversifi- cation

Reference 47

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation dfa9d258-79f3-434c-9782-46307b68a2e0 · outbound

This paper cites Deep Research: A Survey of Autonomous Research Agents.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery Deep Research: A Survey of Autonomous Research Agents

Reference 48

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verified exact
arxiv_id, observed 2026-05-12T05:46:31.439276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation e14280fa-55ac-432c-9736-26d0a8b1e630 · outbound

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Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery Unresolved cited work

Reference 49

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 579de8aa-39da-4886-9508-75383deafa73 · outbound

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Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery Unresolved cited work

Reference 50

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation f9d7a308-2b83-46ac-84b9-72f6b8d78270 · outbound

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Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery Unresolved cited work

Reference 51

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 19bd1061-65e9-4b13-b6d9-11a0680cb0a9 · outbound

This paper cites Deep reinforce- ment learning for search, recommendation, and online advertising: a survey.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery Deep reinforce- ment learning for search, recommendation, and online advertising: a survey

Reference 52

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 097f2884-a712-4d40-bc13-4269f36d43f9 · outbound

This paper cites DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments

Reference 53

Resolution
verified exact
arxiv_id, observed 2026-05-16T19:58:59.023888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Pith citing papers

Observation e21aa058-8d88-4eee-8a5d-9f2972d5d856 · inbound

Fetch-then-Explore: Decoupling Selection from Extraction over a Persistent Workspace for Search Agents cites this paper.

Fetch-then-Explore: Decoupling Selection from Extraction over a Persistent Workspace for Search Agents Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery

Reference 65

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unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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