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Paper Citation Record · LEDGER

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution

As of 10 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 0 inbound Pith citation observations for arXiv:2608.02163.

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

pith.paper-citation-record.v1
2608.02163 v1

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T13:31:25.434024Z

measured 52 of 52 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

52 of 52 outbound references displayed

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  • verified fuzzy0
  • unresolved51
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d876f57b-0db6-4ee5-a3fa-a6f194419450 · outbound

This paper cites an unresolved cited work.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution Unresolved cited work

Reference 1

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source=pdf_text observed=2026-08-04T13:31:19.520216Z digest=sha256:efdf0f2a70741230b7d84d687807723c0c59d56cf15025ea879d80d560db530a

Observation c653a51e-0eac-4a12-8ddb-bcc86ee744d5 · outbound

This paper cites an unresolved cited work.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution Unresolved cited work

Reference 2

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source=pdf_text observed=2026-08-04T13:31:19.668177Z digest=sha256:9536da749c1d0386983268dfbbc65c69e11206ad117f4d5d0518c52532e4fba1

Observation 5795995a-d4af-44d5-a044-c8529f71166b · outbound

This paper cites an unresolved cited work.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution Unresolved cited work

Reference 3

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source=pdf_text observed=2026-08-04T13:31:19.790732Z digest=sha256:66ffb0e652af275d389c2b196b8442452e04d5db8c51744aa277ef4642fcfc3f

Observation 20ecf46c-6ba1-4f05-ba7a-d1ddf41e6faf · outbound

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

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents

Reference 4

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source=pdf_text observed=2026-08-04T13:31:20.019109Z digest=sha256:a20506b0abee40d96d157415999e7557404756fe40b4cdfccc6aa91ca0f59244

Observation 69588a72-3f1f-429c-8cf6-a709a766c0d2 · outbound

This paper cites DR-Arena: an Automated Evaluation Framework for Deep Research Agents.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution DR-Arena: an Automated Evaluation Framework for Deep Research Agents

Reference 5

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source=pdf_text observed=2026-08-04T13:31:20.186537Z digest=sha256:103bfde437168fa00bb81b20afe5627768fd4256434e7a20da6a99bcf0ac45e0

Observation 3d517340-c335-47f7-b708-ae7a8d5c43ab · outbound

This paper cites an unresolved cited work.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution Unresolved cited work

Reference 6

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source=pdf_text observed=2026-08-04T13:31:20.301227Z digest=sha256:52d53a35da52c6de4365032e1899fec20ed27094a21e08a479d17afcb6e82caf

Observation 90d1bb1f-213b-403c-a135-ed2d348e1ab8 · outbound

This paper cites Mind2Web 2: Evaluating Agentic Search with Agent-as-a-Judge.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution Mind2Web 2: Evaluating Agentic Search with Agent-as-a-Judge

Reference 7

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source=pdf_text observed=2026-08-04T13:31:20.447232Z digest=sha256:ceb803858ae442578c82ac80599f03583497c547ab0e97879ae188de3679de92

Observation d823fe9a-e964-4b59-9b64-2b3c0d49e089 · outbound

This paper cites ADRA-Bank: A Modular Benchmark for Academic Deep Research Agents.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution ADRA-Bank: A Modular Benchmark for Academic Deep Research Agents

Reference 8

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source=pdf_text observed=2026-08-04T13:31:20.573132Z digest=sha256:7d9311f62d0f628a91fba6f3c0e5d3794b74d8c4651873810eb86ab5facd6f49

Observation b3421465-2ddc-4947-bc07-e77ecec5f516 · outbound

This paper cites DEER: A Benchmark for Evaluating Deep Research Agents on Expert Report Generation.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution DEER: A Benchmark for Evaluating Deep Research Agents on Expert Report Generation

Reference 9

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source=pdf_text observed=2026-08-04T13:31:20.730901Z digest=sha256:ac64ad1db40d03cb0f728fb315375f461c4d92ebdcf843664a588e04864d7cdc

Observation e5b56f77-67b6-42c3-a0fb-e6acbc912f50 · outbound

This paper cites an unresolved cited work.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution Unresolved cited work

Reference 10

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source=pdf_text observed=2026-08-04T13:31:20.895862Z digest=sha256:d3658029a9ad4ef72a92248002fc01ae68c92a927688972c66191618622dd071

Observation 868ad434-1db3-489f-8f1d-00934fad7bdd · outbound

This paper cites an unresolved cited work.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution Unresolved cited work

Reference 11

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source=pdf_text observed=2026-08-04T13:31:21.047933Z digest=sha256:55d78819668c79daf69ce44e6c507ff1faf7dd9871ace97fd1fc66f7b2cf58e0

Observation 69a34f5d-1739-45d7-8a99-af30964826e1 · outbound

This paper cites Characterizing Deep Research: A Benchmark and Formal Definition.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution Characterizing Deep Research: A Benchmark and Formal Definition

Reference 12

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source=pdf_text observed=2026-08-04T13:31:21.166209Z digest=sha256:4e3164c1134a62c2a930b43b38ffb419123aa146dadf3ff916524f5dbc475405

Observation 18eceae9-eeac-49b9-be23-dab7466f7860 · outbound

This paper cites an unresolved cited work.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution Unresolved cited work

Reference 13

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source=pdf_text observed=2026-08-04T13:31:21.278604Z digest=sha256:9f07dd662cb0fd250f744915b979f4ec1497409b2c3a801b8b41f8f985218711

Observation 39226649-5485-4d43-a93d-97177dbd3d97 · outbound

This paper cites The Context Gathering Decision Process: A POMDP Framework for Agentic Search.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution The Context Gathering Decision Process: A POMDP Framework for Agentic Search

Reference 14

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source=pdf_text observed=2026-08-04T13:31:21.537058Z digest=sha256:2cd212d7855a8198dde1b5c890512dbd482af51936d2e00471de84c80b200be4

Observation 6d27df6d-a801-4e2f-b8d3-07fab81ab3d6 · outbound

This paper cites an unresolved cited work.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution Unresolved cited work

Reference 15

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source=pdf_text observed=2026-08-04T13:31:21.683347Z digest=sha256:24d33781d96929deca7780caf85ea2deb90db686a49f5fc1bb5b444a9acd2393

Observation 85d1e7e1-bc35-4ae4-9652-33ebf43fe193 · outbound

This paper cites WebSailor: Navigating Super-human Reasoning for Web Agent.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution WebSailor: Navigating Super-human Reasoning for Web Agent

Reference 16

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source=pdf_text observed=2026-08-04T13:31:21.844426Z digest=sha256:a31c41c48a5fb800c5d11307764bc5f47195c0ca36529d9d39b62718e93d2609

Observation ea6935a7-5399-4696-a958-6549381a1da9 · outbound

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

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution ReportBench: Evaluating Deep Research Agents via Academic Survey Tasks

Reference 17

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Observation a2dd8668-49b7-46f8-be2d-eb9204c28960 · outbound

This paper cites an unresolved cited work.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution Unresolved cited work

Reference 18

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source=pdf_text observed=2026-08-04T13:31:22.062687Z digest=sha256:1a1e9f9718dd8fdd809c86835754357c3c4dc68dd5024ed03a349bbe7303327a

Observation ed668f5f-e285-46f8-83b7-0246a5d78ea3 · outbound

This paper cites GAIA: a benchmark for General AI Assistants.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution GAIA: a benchmark for General AI Assistants

Reference 19

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source=pdf_text observed=2026-08-04T13:31:22.167052Z digest=sha256:4e4005e8ff1672a68fd4fa56804d80afcfec37b178fdee68934f0acce7d3942b

Observation 08a7faf5-d4c6-4995-80d6-28f532e9ab53 · outbound

This paper cites Mind DeepResearch Technical Report.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution Mind DeepResearch Technical Report

Reference 20

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source=pdf_text observed=2026-08-04T13:31:22.318765Z digest=sha256:84801cdfba2eda55792080726a9d6cc1d1269cb8ec5afd023834e46d3c7b2dfc

Observation 228ea829-22d7-4ed9-adec-9104e3262f3c · outbound

This paper cites an unresolved cited work.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution Unresolved cited work

Reference 21

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source=pdf_text observed=2026-08-04T13:31:22.482714Z digest=sha256:0e314feefe07d7cc47a7b573a80da5a478c007e2d9072573c930ae5d24d0da38

Observation 86407943-c499-45da-af41-3a5b31ba21a3 · outbound

This paper cites an unresolved cited work.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution Unresolved cited work

Reference 22

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source=pdf_text observed=2026-08-04T13:31:22.644303Z digest=sha256:d88b66f8ffae07e4198408115270e5d28a26f41a880b424626b7114cd42b5927

Observation 75d091c6-98b3-4ad6-9220-c37490d4d51c · outbound

This paper cites Qwen3 Technical Report.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution Qwen3 Technical Report

Reference 23

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Observation 14f0a6b5-0f10-440a-8029-bae92aa13718 · outbound

This paper cites an unresolved cited work.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution Unresolved cited work

Reference 24

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Observation 7d6a1d96-24ee-4ce4-9854-37d5a79fd847 · outbound

This paper cites an unresolved cited work.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution Unresolved cited work

Reference 25

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source=pdf_text observed=2026-08-04T13:31:23.078824Z digest=sha256:075c43006f6b7c02229b8e2e633c32ae262c8bc53a89554b8903a178302c334f

Observation f862a1be-de59-49f8-abff-84b5c27b3d08 · outbound

This paper cites an unresolved cited work.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution Unresolved cited work

Reference 26

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Observation ce18a2b8-13d3-44cc-8c85-76ad96a976fd · outbound

This paper cites WebShaper: Agentically Data Synthesizing via Information-Seeking Formalization.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution WebShaper: Agentically Data Synthesizing via Information-Seeking Formalization

Reference 27

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Observation d6dc7860-028e-4706-a1ef-14668b547202 · outbound

This paper cites MMInA: Benchmarking Multihop Multimodal Internet Agents.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution MMInA: Benchmarking Multihop Multimodal Internet Agents

Reference 28

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Observation e42b6b81-a4f9-492d-8645-a95c8f0bb5fe · outbound

This paper cites an unresolved cited work.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution Unresolved cited work

Reference 29

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Observation 3a041ccb-4d57-4edf-9014-fdf8e74ae344 · outbound

This paper cites an unresolved cited work.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution Unresolved cited work

Reference 30

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source=pdf_text observed=2026-08-04T13:31:23.551281Z digest=sha256:73a2cfb033259b85c512317652ce773ec1366bafa3e7815b90cc774f5362512a

Observation 1cb79da5-9126-435e-aea3-0b58b98fc26a · outbound

This paper cites BrowseComp: A Simple Yet Challenging Benchmark for Browsing Agents.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution BrowseComp: A Simple Yet Challenging Benchmark for Browsing Agents

Reference 31

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Observation 6a249b6f-9f25-48db-9885-d09fc931f137 · outbound

This paper cites an unresolved cited work.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution Unresolved cited work

Reference 32

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source=pdf_text observed=2026-08-04T13:31:23.834443Z digest=sha256:6c8b408ee7e0b500d09da0b0dd73c274235b5fefee7024981f99c38cd6ef5361

Observation 10978142-90b9-479d-b748-93a4baabba7c · outbound

This paper cites WebDancer: Towards Autonomous Information Seeking Agency.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution WebDancer: Towards Autonomous Information Seeking Agency

Reference 33

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source=pdf_text observed=2026-08-04T13:31:24.114972Z digest=sha256:8d639e5cd2e975c45d22b30e39fc11030eca93bfca5f34fcfb53345c19271f2f

Observation 7dc2973b-826c-4975-8efb-e55a894676be · outbound

This paper cites WebWalker: Benchmarking LLMs in Web Traversal.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution WebWalker: Benchmarking LLMs in Web Traversal

Reference 34

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source=pdf_text observed=2026-08-04T13:31:24.190907Z digest=sha256:3009abc44a60701375e3cf4a19b75b5577a4432c1332082410cccba534645834

Observation 146d25f6-e2ab-48bc-9508-23853d6d65e0 · outbound

This paper cites WideSearch: Benchmarking Agentic Broad Info-Seeking.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution WideSearch: Benchmarking Agentic Broad Info-Seeking

Reference 35

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Observation 3e5d73b5-2bdd-4263-ac31-5c86bfa18cb8 · outbound

This paper cites QUEST: Training Frontier Deep Research Agents with Fully Synthetic Tasks.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution QUEST: Training Frontier Deep Research Agents with Fully Synthetic Tasks

Reference 36

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source=pdf_text observed=2026-08-04T13:31:24.395409Z digest=sha256:70197bf5e26e772e3bfef587ca07648c30e343c48f548412f8b8f84a85d654a9

Observation 71f710dd-432b-4b3c-8ad1-41b73802f128 · outbound

This paper cites A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications

Reference 37

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source=pdf_text observed=2026-08-04T13:31:24.476270Z digest=sha256:6d288490262b52af96435dca9b166f50c86d87fcc11f5d54532d3195373f76d5

Observation e84c7fd4-68bc-482a-9909-2e0e918727ec · outbound

This paper cites DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent

Reference 38

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Observation c8820484-d1d7-4c49-a149-82e8ec45785f · outbound

This paper cites an unresolved cited work.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution Unresolved cited work

Reference 39

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no resolver link, observed 2026-08-04T13:31:24.687214Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T13:31:24.687214Z digest=sha256:a1cd04a7ea975617430139fdc0640660f537016712dd2a30e096d5bd45555b0a

Observation 27ca895f-cc55-44a1-8c62-003964f5102b · outbound

This paper cites The Landscape of Agentic Reinforcement Learning for LLMs: A Survey.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution The Landscape of Agentic Reinforcement Learning for LLMs: A Survey

Reference 40

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source=pdf_text observed=2026-08-04T13:31:24.753889Z digest=sha256:2c34e429eb9a8a21ff8f1d4c7df6c547a0cd189f7900cb308a1f43f28adcb25f

Observation 6a6f8bb9-a148-4060-95ac-01df7e005d38 · outbound

This paper cites ToolHop: A Query-Driven Benchmark for Evaluating Large Language Models in Multi-Hop Tool Use.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution ToolHop: A Query-Driven Benchmark for Evaluating Large Language Models in Multi-Hop Tool Use

Reference 41

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source=pdf_text observed=2026-08-04T13:31:24.580312Z digest=sha256:d7f8d8651c2eeeb16c0931a9b1e884976502c953ec2db6864ac396f3a4654616

Observation 99ccb08b-8049-4a12-a38a-945793c37e3c · outbound

This paper cites WebArena: A Realistic Web Environment for Building Autonomous Agents.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution WebArena: A Realistic Web Environment for Building Autonomous Agents

Reference 44

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source=pdf_text observed=2026-08-04T13:31:24.852082Z digest=sha256:25791c5ad6c85a2819734a217b3d1b401055e622df45c82b732fe677585f1507

Observation bf6f3598-9235-4098-afcc-8f80ef8aef2b · outbound

This paper cites an unresolved cited work.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution Unresolved cited work

Reference 45

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source=pdf_text observed=2026-08-04T13:31:24.944142Z digest=sha256:01bd2888814516de991284bd418641b6873a62a317c3a7494927a27e380f82e5

Observation 43ff2b74-39ab-4ba1-96e3-914810e734d6 · outbound

This paper cites an unresolved cited work.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution Unresolved cited work

Reference 46

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no resolver link, observed 2026-08-04T13:31:25.024258Z

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source=pdf_text observed=2026-08-04T13:31:25.024258Z digest=sha256:854bb70942bf4b1d606fdb9a7e3074477fe2ea6cd6daa5df541d289aa52f5571

Observation de301102-ba98-4deb-b1ba-4c503397c611 · outbound

This paper cites levels‘ / ‘including‘ / ‘considering.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution levels‘ / ‘including‘ / ‘considering

Reference 47

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no resolver link, observed 2026-08-04T13:31:25.086753Z

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source=pdf_text observed=2026-08-04T13:31:25.086753Z digest=sha256:8085d9f25e893425e03c761bf54d8125ab9af1f3d9db8c065e602fcb407d705e

Observation 148a8d68-a8e8-40d6-816a-61252c2a25d1 · outbound

This paper cites an unresolved cited work.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution Unresolved cited work

Reference 48

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no resolver link, observed 2026-08-04T13:31:25.153640Z

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source=pdf_text observed=2026-08-04T13:31:25.153640Z digest=sha256:7b626059aac9a7e1c439b31803ed53e75758ea868b5d94fa03b733a46fc3d12d

Observation 527ec13a-381d-413a-a07a-963e0c4e3092 · outbound

This paper cites an unresolved cited work.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution Unresolved cited work

Reference 49

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source=pdf_text observed=2026-08-04T13:31:25.227641Z digest=sha256:56b1a5c9977058fd35df0532d9e47a31d0ba9936bb5b39b8073cf9c4dc63d1b0

Observation 086a015d-94ef-4b9d-8c5e-923c82ab874d · outbound

This paper cites an unresolved cited work.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution Unresolved cited work

Reference 50

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no resolver link, observed 2026-08-04T13:31:25.300498Z

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source=pdf_text observed=2026-08-04T13:31:25.300498Z digest=sha256:36f508f8cb022f5427f8214727eb6a2a65cb39a152d873b79fdcd4f9ce75f4f6

Observation b9962a33-15fd-4248-90eb-e91a3689a637 · outbound

This paper cites first A then B.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution first A then B

Reference 51

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no resolver link, observed 2026-08-04T13:31:25.343565Z

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source=pdf_text observed=2026-08-04T13:31:25.343565Z digest=sha256:dad311d7dd775ffe07eb33dc2a6081f185000618e73133d3da49a5c6791dd8b8

Observation 0a9d147b-56af-42fa-b79b-6a08b9371209 · outbound

This paper cites 0.09 E Verify completion of state ratifi- cation (1) States that the three-fourths threshold was reached on July 1, 1971.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution 0.09 E Verify completion of state ratifi- cation (1) States that the three-fourths threshold was reached on July 1, 1971

Reference 1971

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no resolver link, observed 2026-08-04T13:31:25.434024Z

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source=pdf_text observed=2026-08-04T13:31:25.434024Z digest=sha256:d1e43c663b939275ec7613c242c8d7d820c929cd14dd84affe7c3113485c4eba

Observation 5bc4d3d0-76f4-4c6e-a32b-65de1d817b03 · outbound

This paper cites arXiv:2511.07685.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution arXiv:2511.07685

Reference 2025

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no resolver link, observed 2026-08-04T13:31:23.182978Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T13:31:23.182978Z digest=sha256:7192f37578a146f1e82ceb000c58ccbd014ef1341fc08c3ed9c29433f6f8326e

Observation 2b21715b-254a-4ed4-8cee-60c9d7a91119 · outbound

This paper cites AgentDisCo: Towards Disentanglement and Collaboration in Open-ended Deep Research Agents.

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution AgentDisCo: Towards Disentanglement and Collaboration in Open-ended Deep Research Agents

Reference 2026

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no resolver link, observed 2026-08-04T13:31:21.412836Z

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source=pdf_text observed=2026-08-04T13:31:21.412836Z digest=sha256:be66e11bb5ffd7ce474555dd87134439c79b18ba5f290c568216611eb5fd5a2d

Pith citing papers

No inbound Pith citation observations are available.