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Paper Citation Record · LEDGER

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

As of 5 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 2026-08-05T06:32:48.257954+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 2026-08-05T06:32:48.257954+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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:876bd00e8048de37b8ab104ac21385c52168ed5c69848cc9c606ce2cf0a264bf

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:27b7272c5dc937a16e851bc70e84c73032a6c6f027ec01f152d431ed9ea8007f

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
unresolved
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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:62a1d367962c7b32145bc7278868f336377f3ba4526c653f567f387a64b21548

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:9e2d2db4325e108dbad9275040b445740e0d5d961b6c26c971885647c1f07b06

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:b0959b29ffbfacd3fe92deb6506a6611dfed286ec1daa62a883d0148229a33b6

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:7a2ec129b4240c7b4bba9153ed3a1de419edf05bfdc646673ca41595e3a70d1f

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:f08756cf0bb49ba6a08f7bc599ecdc5948940df08edad9b6f4f657bfc30f98cd

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:9fcb85a60c0eff0ce96ee25fc82fee9f0c554628698bb01ae220b4af04c0dd4f

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:9db92bbe0af709bdae71b1d5405ab32b05135193685ab79c6c79c0ded52356b9

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:4c11f91827349256f027ff357549748861cde9956307d4f58c05ba780634243c

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:4254db99eccf02c39a82bb7826e0c708aa6262e6755ae50c2f52e141924452c3

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:d09b71dcef686d2c1d19bd8ab8bff977503b1056633cfc513e932e5cf388557d

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:3d39e4cbc158d6f8037f9b8beb3becbb8c223b8a498a85ac4611d3beb3b82e9e

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:10b803a4ee782cbd55a71ccceea3b7808a4ee55fa75cbdb548fa2072cb97eb2e

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:fcadde435ed2245e6e87bc83671e14770086d2dc2fccd70bfbbe3dc11fe5d3b2

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:b0e68ed9bdb8f08c5ea1df8a8abc383cb805a7e03f31c7603acca51a2a281c90

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:237e79217c19db9629a75d240b33e1e1d14139f9b794a4f73f0420f2e7b22431

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:264d4fdea65f04b6c7a8d02d44901ff6fab323e4479db5f027b96714f895d005

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:f471f082082b9fcc79ec3014e56d0aef52b07273b73a857f4c961f18ebd751bf

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:592d3bbb2413c1e7db3fc65f9c21052f2da497d570335cb23f681272357e5346

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:74fe4419a4e52f0bf4f7a6c4b800692331038e4f54dfcf1d09a797eef85f7125

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:542786715e3ec45edf85ef3dbef824be35be7ad25083596b1e267d2535ebde78

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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unresolved
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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:539e7f48cb94aaa87c349aa73d00455cd473715a8027a17e7d62dfb2192fea5c

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:88fdb8247e61ad2be3ff92d9be09ed10e0df8e93d639d28e7a432414300925d0

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

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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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:370341f25e6b6f11da0e1ba1d2cdb184c88cbd75574975c2230de3ddc27c263a

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:d1045c7475371dd79616024c2a8ae5703009228d14c61dfb0aa5b6d3f3feebdf

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:5dfb6b0ff535b9dbd828b52d67565387705b3c5baccccd7e18f3b3a2086db554

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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verified fuzzy
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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:7745dda63cff2f00c369304119242432ced7eb7e82f45f1d6cbb6c92594d5bca

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

Resolution
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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:72b2b2f04200e8637eefc3000eed9ad582839b35fc0da785b8479e5dcfbcf50a

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:22b80de5ecb1e833b02fb0ba69a78ac4e345fd13bdee9b8c0899ed2c51c810b1

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:a56c7b1b227c8ca966d8e16294d8c004de8896462000bffea041cb306890480a

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

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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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:348c05f828f63616543d3d51ccd862d6db39675c6f4d762656d8aaadffeaa6e6

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 2026-08-05T06:32:48.257954+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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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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No event found in the named queried sources as of 2026-08-05T06:32:48.257954+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 2026-08-05T06:32:48.257954+00:00.

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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

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+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 2026-08-05T06:32:48.257954+00:00.

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

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Reference 40

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+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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Observation 9adc6ce1-71fc-4db2-bebc-43864ba90a3a · outbound

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Reference 42

Resolution
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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

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

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Reference 44

Resolution
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Source-reported events for the cited work

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

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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

Resolution
verified exact
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Source-reported events for the cited work

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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 2026-08-05T06:32:48.257954+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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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 2026-08-05T06:32:48.257954+00:00.

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

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Reference 49

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

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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

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

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Reference 51

Resolution
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Source-reported events for the cited work

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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

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Source-reported events for the cited work

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+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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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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