Paper Citation Record · LEDGER

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction

As of 23 August 2026, this Paper Citation Record lists 77 of 77 outbound references and 1 inbound Pith citation observation for arXiv:2606.18191.

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

pith.paper-citation-record.v1
2606.18191 v2

Coverage vector

measured 77 of 77 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-27T00:45:49.774197Z

measured 78 of 78 standing notices

One-hop event checks from named stored sources.

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

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T15:12:55.535669Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

77 of 77 outbound references displayed

verified exact1
verified fuzzy0
unresolved73
parse uncertain0
malformed identifier2
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 65f823a3-1cc3-4204-a64f-c0c8925e772d · outbound

This paper cites AutoFlow: Automated Workflow Generation for Large Language Model Agents.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction AutoFlow: Automated Workflow Generation for Large Language Model Agents

Reference 1

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T21:18:58.582480Z

Source-reported events for the cited work

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

Observation 5fe381ff-0c70-4513-8bc3-a86f3bed7240 · outbound

This paper cites Weblinx: Real-world website navigation with multi-turn dialogue.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Weblinx: Real-world website navigation with multi-turn dialogue

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-07-03T21:18:58.585029Z

Source-reported events for the cited work

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

Observation 2852c3a0-e6d5-4761-8e47-60e57f63bc0c · outbound

This paper cites Plan and request a qual- ified interpreter (choose tier/mode).

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Plan and request a qual- ified interpreter (choose tier/mode)

Reference 3

Resolution: malformed identifier; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71e5d632-c503-476e-9011-c87005af9648 · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b8fd536-dfd2-430e-bee6-12603c090f18 · outbound

This paper cites Gold step id, task title, task description ii.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Gold step id, task title, task description ii

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3620f23-c908-43a4-a084-39212f5a79a6 · outbound

This paper cites -For example, if you think the 4th step of the model_1 matches the 3rd gold step, you should assign 3 in the 4th step label of ‘model_1’.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction -For example, if you think the 4th step of the model_1 matches the 3rd gold step, you should assign 3 in the 4th step label of ‘model_1’

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3409cd91-05de-4324-bb05-7c650829508c · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dafa9b45-5b00-44c3-bc24-2a89a3cdfada · outbound

This paper cites Try to check whether the action of the predicted step matches the action of the gold step.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Try to check whether the action of the predicted step matches the action of the gold step

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40772507-4871-4378-aea8-2623c990401c · outbound

This paper cites Deletion Will Be Sent to MindMint’s Service Providers and Vendors.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Deletion Will Be Sent to MindMint’s Service Providers and Vendors

Reference 9

Resolution: malformed identifier; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37a66b88-6ee2-4d17-a105-86e0fd5aab43 · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6fbb7ce-ac45-45f5-a092-fc2f3c597943 · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04fa3f7a-0482-49a0-a89b-539439c3e641 · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e992866-dfee-459b-aeb7-9c1ba4e98f54 · outbound

This paper cites survey window.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction survey window

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88979fac-bfeb-4c4a-bf56-f7d8bf17fbd5 · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08191d31-2b51-42d4-8d81-aaf5498f25d9 · outbound

This paper cites people, dates, specific systems, regulatory bodies, incident IDs) - not just rephrase the topic.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction people, dates, specific systems, regulatory bodies, incident IDs) - not just rephrase the topic

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9218052-6a40-4840-9721-0ce3c0e272c6 · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e530ab0f-8d6e-4ac8-818f-3f6b66bce058 · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5411096-6cfe-4ecb-8781-448d0688e0c1 · outbound

This paper cites type": "local_document_search.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction type": "local_document_search

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b47fbc30-01cb-4c67-bd76-34133b98f0d1 · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47eb4e27-16c7-4f9e-bea5-8475cb45ab2e · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cee7492c-f4fe-48ef-9b9f-396bf7c61593 · outbound

This paper cites If the condition is NOT resolved by evidence, keep the conditional text in subtask_description so the user sees both branches.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction If the condition is NOT resolved by evidence, keep the conditional text in subtask_description so the user sees both branches

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d6fb76d-f087-49a9-9399-9d7de4775ffe · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe69fd65-42d9-4dc0-9049-1a7dd5659b29 · outbound

This paper cites [ ] Action detail [DOC:src_N].

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction [ ] Action detail [DOC:src_N]

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 189ef190-a43c-4196-b0df-d50e3b2070e1 · outbound

This paper cites If you have fewer than 10, you are merging steps; if you have more than 15, consolidate only where actions are truly atomic together.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction If you have fewer than 10, you are merging steps; if you have more than 15, consolidate only where actions are truly atomic together

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f1b3a32-253d-48b9-b474-8f410be5280b · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e50813d-56d0-4ef4-be91-328108316009 · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36df27f3-bca4-478e-9c40-f862301648b5 · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9a63535-a597-4ad5-9c07-bb9d86deda13 · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe03548e-6409-4ad1-a17e-214bba180b63 · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbbc462b-f538-4877-908c-4304a1f0f488 · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a216ec2-8a9e-4a3c-adb2-31ad194b43e0 · outbound

This paper cites In the PERSONALIZED WORKFLOW (Section 2): every step's task, task_description, and justification MUST contain at least one [DOC:src_N].

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction In the PERSONALIZED WORKFLOW (Section 2): every step's task, task_description, and justification MUST contain at least one [DOC:src_N]

Reference 31

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 005bcbcc-2146-4aad-8fad-2a60f5bfb864 · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27920cb8-d399-4778-ba99-348b10111618 · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efeb7997-1d61-4d32-a6b5-95fcdd9237b4 · outbound

This paper cites including A, B, C.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction including A, B, C

Reference 34

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 051faf00-e4ae-4c2a-8afa-8627a1e945a3 · outbound

This paper cites What steps do I need to follow to ...?.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction What steps do I need to follow to ...?

Reference 35

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd408dc3-92d7-459b-904d-3384c1c5b0e6 · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21611407-1e57-4fb0-aa4f-fb1330b8ce8f · outbound

This paper cites What workflow should we follow to evaluate a positive blood culture, choose empiric antibiotics, de- escalate therapy, and document stewardship decisions?.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction What workflow should we follow to evaluate a positive blood culture, choose empiric antibiotics, de- escalate therapy, and document stewardship decisions?

Reference 37

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 105d8762-fc68-4992-b89f-23120b7c48b2 · outbound

This paper cites Do not make it complex and long.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Do not make it complex and long

Reference 38

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1690fcbe-ec96-4e20-b0f8-f328d9b8512c · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a652825-92cf-44a1-879b-b713b32e465d · outbound

This paper cites dr_questions.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction dr_questions

Reference 40

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 027cc660-fdfa-486e-a4d4-6d1c4eb17b5b · outbound

This paper cites Be concise and do not itemize the task description.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Be concise and do not itemize the task description

Reference 42

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c65a6b65-75ad-4c3f-99ac-80d8f50fc687 · outbound

This paper cites If there are no conditional branches, leave this field empty.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction If there are no conditional branches, leave this field empty

Reference 43

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ed8a235-cf30-417f-a5ba-09a4d5d9aa3d · outbound

This paper cites If none, keep empty.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction If none, keep empty

Reference 44

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa6b3a5f-5d14-45d7-bc9f-30f9e9633baa · outbound

This paper cites If none, keep empty.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction If none, keep empty

Reference 45

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32e38c44-c268-4427-8f9d-106697a52104 · outbound

This paper cites This implies that the previous item is a prerequisite for the current item.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction This implies that the previous item is a prerequisite for the current item

Reference 46

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6d0b1a9-2e9a-434c-bdd4-8d2f642ce296 · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f9dbe94-5db8-406b-a8c3-21feab4ed496 · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de7d82a5-a348-40dc-ae85-f6004bed2e58 · outbound

This paper cites If none, keep empty.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction If none, keep empty

Reference 49

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 579f4568-631c-43c2-8aa4-5aad247447d5 · outbound

This paper cites Do not summarize or rephrase the answer; it must be a verbatim extraction.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Do not summarize or rephrase the answer; it must be a verbatim extraction

Reference 50

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae5f7c14-c88d-4181-825a-b21ad7597bfa · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 51

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ce80fc3-9811-46bd-b8dd-29a2fef4056d · outbound

This paper cites You may synthesize this justification, but keep it realistic and professional.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction You may synthesize this justification, but keep it realistic and professional

Reference 52

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e21e9e78-aff5-44fc-b306-b41cf6a38e0e · outbound

This paper cites Do not miss any single sentence from the context.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Do not miss any single sentence from the context

Reference 53

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d2fe509-d492-4db8-8e7b-c215fa2fde2b · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 54

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7dc0913c-47d4-49c5-b388-fc1a9188a66e · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 55

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f73fa57e-b339-40c4-b1e8-1bc8434d3e16 · outbound

This paper cites Do not miss any single point/information from the context.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Do not miss any single point/information from the context

Reference 56

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c7a42ec-d43c-477c-b105-ea5bc41d6d59 · outbound

This paper cites If X, then do Y; else do Z.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction If X, then do Y; else do Z

Reference 57

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b2b09b7-fb37-4e50-9501-15b114b0bf5b · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 58

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0ff2dc3-bd8f-40fb-9d31-a6e2c696f38b · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 59

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65e4655e-b955-42e4-aa36-95500002e858 · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 60

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 150f9885-fd52-4ff2-afe3-d4f7fc6bd7ea · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 61

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8f855a5-6dcc-441a-b0f9-70bd7a866569 · outbound

This paper cites item": 1,.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction item": 1,

Reference 62

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45c5ef5f-84b1-4e4e-92b6-626abc260a4d · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 63

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Observation 36b719c9-21d6-4dc3-bba4-31db283267b3 · outbound

This paper cites Do NOT generate a re-phrasing of the target.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Do NOT generate a re-phrasing of the target

Reference 64

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

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Observation 4046338e-3aca-45f0-bea1-76eb105c689b · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 65

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

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Observation c699ff7a-e423-417e-ba50-dcfd208be7e6 · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 66

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Source-reported events for the cited work

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Observation 367ac4f8-cca4-4aa5-b9a7-6cffa3599fc1 · outbound

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DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction What is the workflow when a patient withdraws consent at the last minute before anesthesia?

Reference 67

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

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Observation d5b62cd2-8cd8-47fa-b92f-c22f4a22f4d4 · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 68

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 885f21c0-417e-47df-98d5-2b502aefc92b · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 69

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

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Observation 32e4532d-e3bf-4719-8d09-198c71db299f · outbound

This paper cites Company ABC reported $50M revenue in Q3 2023.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Company ABC reported $50M revenue in Q3 2023

Reference 70

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14006dcc-8958-4fff-9ef7-3c9bf200dd31 · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 71

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

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Observation d371bed6-b0da-40a4-bf58-5a1f31a7e9d0 · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 72

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

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Observation d53ea4dc-435c-41e5-8c90-2f7d3e18c029 · outbound

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Reference 73

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

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Unavailable: canonical work link unavailable.

Observation 9ecc7fb7-31a2-484a-a90d-b68e0aeca7ee · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 74

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c880808a-39a2-45a6-8c95-0ccf5f88eb54 · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 75

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d0d651f-d6e8-4fc4-bd0d-1006b5c1c44a · outbound

This paper cites an unresolved cited work.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Unresolved cited work

Reference 76

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e5397d5-e411-41c7-ac74-971096a92fe4 · outbound

This paper cites specificity.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction specificity

Reference 77

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04d0f81a-7de9-4dff-99c9-75e17629c572 · outbound

This paper cites Qualified Interpreter Required.

DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction Qualified Interpreter Required

Reference 78

Resolution: unresolved; no resolver link, observed 2026-06-27T00:45:49.774197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 46c9ca66-2e2f-499a-a635-abf822002dd3 · 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 DRFLOW: A Deep Research Benchmark for Personalized Workflow Prediction

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T15:12:55.535669Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.