Paper Citation Record · LEDGER

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent

As of 6 August 2026, this Paper Citation Record lists 77 of 77 outbound references and 5 inbound Pith citation observations for arXiv:2603.01152.

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

pith.paper-citation-record.v1
2603.01152 v2

Coverage vector

measured 77 of 77 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T19:46:45.179215Z

measured 82 of 82 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T13:31:24.303475Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-03T10:27:56.511231Z

Reference resolution

77 of 77 outbound references displayed

verified exact0
verified fuzzy0
unresolved77
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 47e9dc36-23cf-4350-a2ba-eb591cc4ea86 · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:36.056202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80a19db1-52a9-40c4-bcc3-38ddb0f1f0c0 · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:36.264784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3297945f-d0b2-47c1-9c77-8e258456db4f · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:36.390170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f11f2fc-37c3-446f-b122-27214ce49a1a · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:36.547474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 813ba9b5-bccb-4c27-bc6f-8ead17453430 · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:36.681856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3dc44489-6808-4722-8d84-a011fdcdad5a · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:36.809506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4960c364-c247-4542-b649-0a74dd02ab3a · outbound

This paper cites BrowseComp-Plus: A More Fair and Transparent Evaluation Benchmark of Deep-Research Agent.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent BrowseComp-Plus: A More Fair and Transparent Evaluation Benchmark of Deep-Research Agent

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:36.985526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3c1c305-3f1e-495c-ae83-50f4220ef2dd · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:37.150401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f07014f-9e79-4513-a516-698b07620042 · outbound

This paper cites Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:37.307887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10b426c9-630f-461d-8675-2bebe77d74cb · outbound

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

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:37.475191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33dc1d2e-cf51-4084-90ec-76791cab9f59 · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:37.610798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8bf90c39-ffc7-4b80-8814-5b844ab97720 · outbound

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

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent DR-Arena: an Automated Evaluation Framework for Deep Research Agents

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:37.784718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1aea910a-f0b2-4fbb-ad40-61aee70d5d6b · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:37.961831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4da654d-ad73-4c04-a5d7-f610268a9f8d · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:38.074076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a82a6fa-ad98-47a2-8b64-9418908a5cc8 · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:38.240465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbce755f-07ca-49b0-a44f-930db2fba3ab · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:38.376216Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e126681a-8d32-4fc2-ab2a-c11c6f4e1f00 · outbound

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

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:38.461831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ccecdd0d-125a-4631-a6ce-5cd4740c5371 · outbound

This paper cites Constructing A Multi-hop QA Dataset for Comprehensive Evaluation of Reasoning Steps.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Constructing A Multi-hop QA Dataset for Comprehensive Evaluation of Reasoning Steps

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:38.547858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c69d740a-8abf-46b0-b39c-c860bba24388 · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:38.648298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d59c7722-b03b-48a0-b7af-2245a51ec768 · outbound

This paper cites Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:38.734248Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c952bda9-4990-4e36-9a31-7513ea897b80 · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:38.890415Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fc26cbb-da25-49d5-98b4-cf9163f6958f · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:39.014421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96ddb04e-0bf2-47b5-95ac-3e06ca604db2 · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:39.130399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa529ef4-2660-4717-9c6f-1c6835f7834f · outbound

This paper cites Gonzalez, Hao Zhang, and Ion Stoica.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Gonzalez, Hao Zhang, and Ion Stoica

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:39.256277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39ae2ef2-9b3e-4bc1-863d-8250ec475dc4 · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:39.386425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c93db0da-2e08-4feb-9c4f-82d8797132c4 · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:39.554440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af41fcfa-bb69-4fea-b1d8-ac4cc1f39f1f · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:39.667948Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9730cfca-09d8-439a-bc87-3460fdda7ef3 · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:39.785839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 340d4b9f-926c-42a5-bdab-7b28a47c9e56 · outbound

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

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent WebSailor: Navigating Super-human Reasoning for Web Agent

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:39.940241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 871b0b53-c439-4836-9c53-6d3cc4a184e2 · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:40.107847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9db9e177-1246-49cf-be9b-c11220de2768 · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:40.172725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 248a9c5a-b85a-4d20-908d-f341b6649ea1 · outbound

This paper cites DeepSeek-V3 Technical Report.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent DeepSeek-V3 Technical Report

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:40.178894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33a08749-7934-4b46-b528-c8289ccfa1d2 · outbound

This paper cites DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:40.280720Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f6e35e2-b34f-47d6-8382-7db5c1905292 · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:40.446778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db980910-35c8-4186-ba72-6a240f292686 · outbound

This paper cites AgentBench: Evaluating LLMs as Agents.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent AgentBench: Evaluating LLMs as Agents

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:40.693646Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 388fdae6-b527-463c-ae60-00610c7b0d83 · outbound

This paper cites BOLAA: Benchmarking and Orchestrating LLM-augmented Autonomous Agents.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent BOLAA: Benchmarking and Orchestrating LLM-augmented Autonomous Agents

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:40.814191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 430068e1-d579-4802-8706-d66635094b2d · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:40.922664Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8fd960b-9593-4c2b-b646-e98ccc7bdfb0 · outbound

This paper cites Multi-hop Reading Comprehension through Question Decomposition and Rescoring.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Multi-hop Reading Comprehension through Question Decomposition and Rescoring

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:41.018930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f26f8ccc-89ab-4a3c-a48d-d7c4db193f56 · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:41.105225Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cbea9c6-03be-4beb-b4d6-cc1e4b085cf0 · outbound

This paper cites Training language models to follow instructions with human feedback.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Training language models to follow instructions with human feedback

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:41.256849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3f271ab-d2ac-4aae-9b8c-2dea2bd704cf · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:41.344453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a37c819-12ac-46bf-8d1e-4d0f9e66a32a · outbound

This paper cites Humanity's Last Exam.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Humanity's Last Exam

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:41.429321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5de849f5-364d-40f1-a26a-0ca3e6c122dc · outbound

This paper cites Answering Complex Open-domain Questions Through Iterative Query Generation.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Answering Complex Open-domain Questions Through Iterative Query Generation

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:41.514302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46211042-698b-4f5a-b376-598049e1d4a1 · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:41.599213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9aed41f-1f31-408b-b7d1-c73ffc37b8e3 · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:41.697929Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ced405d-3d45-4977-aff5-f6fa05c79613 · outbound

This paper cites ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:41.757885Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c76e1a7-3b37-4981-8107-44b1aca2ed47 · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:41.835899Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 024791d7-997c-463a-b70d-35bd3f3838a6 · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:41.955351Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be8de349-57e1-4fde-b7a0-5b807f2be1fb · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:42.270579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b842d84-b5c3-41ae-82ee-0b63e91fdce9 · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:42.364309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14e550b2-b66f-4afd-92fe-1265e4c8186e · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:42.467286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 194e607f-1bfa-435e-b640-fa6f2d2e077d · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:42.671546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e4d0d81-42c9-43eb-b59f-972485bfa129 · outbound

This paper cites Tongyi DeepResearch Technical Report.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Tongyi DeepResearch Technical Report

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:42.737492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb218cc8-5bcb-41a2-b821-2924ff8349f6 · outbound

This paper cites BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:42.816248Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4455723c-abec-4331-b85c-a11ed65bcc32 · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:42.943706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec8c5023-e6f9-4d50-ba88-74a9af2fd8d5 · outbound

This paper cites Q*: Improving Multi-step Reasoning for LLMs with Deliberative Planning.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Q*: Improving Multi-step Reasoning for LLMs with Deliberative Planning

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:43.187057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72154966-bbc2-4ab0-8c5e-e75ee3ffd7ac · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:43.296106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8985199e-0734-4f7b-8760-92c7a056981a · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:43.393593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b13dee8c-ceb8-49f4-a79c-a5aa64260c06 · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:43.747753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbae67e1-00cb-44b5-bc47-777a4f6758ab · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:43.902448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da714e4f-84ba-468d-8c2c-8a1d9fd0eea3 · outbound

This paper cites Transactions of the Association for Computational Linguistics10 (2022), 539–554.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Transactions of the Association for Computational Linguistics10 (2022), 539–554

Reference 61

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Observation 0ab0762c-ce21-45d4-87ef-212e6a27a951 · outbound

This paper cites Answering Complex Open-Domain Questions with Multi-Hop Dense Retrieval.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Answering Complex Open-Domain Questions with Multi-Hop Dense Retrieval

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:44.108789Z

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Observation 1033bced-947c-47a6-bf01-8701ad8d9315 · outbound

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

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:44.219868Z

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Observation 10e73ecf-2106-417e-9df5-69b207794805 · outbound

This paper cites Qwen2 Technical Report.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Qwen2 Technical Report

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:44.386944Z

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Observation 226996e0-590f-4bf1-9419-74cc107b499c · outbound

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

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent BrowseComp: A Simple Yet Challenging Benchmark for Browsing Agents

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:43.536223Z

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Observation 79ab8a80-1c1a-416d-84ed-d494b9932b51 · outbound

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DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:44.638140Z

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Observation 397e59d0-32dd-430e-9110-8914bce5e543 · outbound

This paper cites SimpleRL-Zoo: Investigating and Taming Zero Reinforcement Learning for Open Base Models in the Wild.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent SimpleRL-Zoo: Investigating and Taming Zero Reinforcement Learning for Open Base Models in the Wild

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:44.793381Z

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Unavailable: canonical work link unavailable.

Observation b0d79acf-217c-4b27-b4cb-8f5a559336fc · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:44.020730Z

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Observation 879ba7a4-da55-45d6-bc44-375fdeb568ef · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:45.179215Z

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Observation 61f8f9d4-919b-4596-b8f9-348f88ed5826 · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:44.486904Z

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Observation 593453fc-e6a8-49c2-8bc8-81c0ecfecde9 · outbound

This paper cites an unresolved cited work.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Unresolved cited work

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:44.913515Z

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Unavailable: canonical work link unavailable.

Observation 71bda43f-0691-43c4-b9a2-8001e3bd0924 · outbound

This paper cites Proximal Policy Optimization Algorithms.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Proximal Policy Optimization Algorithms

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:42.101108Z

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Observation a882b5d5-f23b-4971-8a56-0c857da2e806 · outbound

This paper cites LogiQA: A Challenge Dataset for Machine Reading Comprehension with Logical Reasoning.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent LogiQA: A Challenge Dataset for Machine Reading Comprehension with Logical Reasoning

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:40.534368Z

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Observation fa47cefa-cb68-4bee-b481-878d613f174a · outbound

This paper cites Lila: A Unified Benchmark for Mathematical Reasoning.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Lila: A Unified Benchmark for Mathematical Reasoning

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:41.170740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation abb0b937-b17d-4f67-9eab-1623a1745b23 · outbound

This paper cites InProceedings of the 2023 Conference on Empirical Methods in Natural Language Processing.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent InProceedings of the 2023 Conference on Empirical Methods in Natural Language Processing

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:36.140715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b201037-1f8b-437f-995d-4af0f1553901 · outbound

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DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:45.069746Z

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Observation 94a22af8-29db-44d8-a2a3-916a7ba903db · outbound

This paper cites OpenAI GPT-5 System Card.

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent OpenAI GPT-5 System Card

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-02T19:46:42.554524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 7d98f528-00f5-4c36-8abd-e32f7a39e76c · inbound

MemSearch-o1: Empowering Large Language Models with Reasoning-Aligned Memory Growth in Agentic Search cites this paper.

MemSearch-o1: Empowering Large Language Models with Reasoning-Aligned Memory Growth in Agentic Search DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent

Reference 63

Resolution: metadata mismatch; arxiv_id, observed 2026-06-23T03:12:46.256547Z

Source-reported events for the cited work

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Observation 3e54a3a1-ad33-41c7-8a04-6163fae6ff69 · inbound

SpecHop: Continuous Speculation for Accelerating Multi-Hop Retrieval Agents cites this paper.

SpecHop: Continuous Speculation for Accelerating Multi-Hop Retrieval Agents DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-06-23T03:12:46.256547Z

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Observation 99936593-f8fe-4c87-aed6-23bcfaebd5e5 · inbound

FORT-Searcher: Synthesizing Shortcut-Resistant Search Tasks for Training Deep Search Agents cites this paper.

FORT-Searcher: Synthesizing Shortcut-Resistant Search Tasks for Training Deep Search Agents DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent

Reference 83

Resolution: metadata mismatch; local_arxiv, observed 2026-07-03T10:27:56.512551Z

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Observation 7316b579-fadf-432c-993a-8c296e06f9a3 · inbound

SciDataSailor: Deep Scientific Data Exploring cites this paper.

SciDataSailor: Deep Scientific Data Exploring DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T15:02:37.058668Z

Source-reported events for the cited work

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

From Simple QA to Deep Research: A Verifiable Benchmark Constructed through Iterative Task Evolution cites this paper.

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

Resolution: unresolved; no resolver link, observed 2026-08-04T13:31:24.303475Z

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Unavailable: canonical work link unavailable.