ICBCBench: An Industry Consortium Benchmark for Financial Deep Research | Paper Citation Record

Observation ec67ba94-c92f-4417-b821-9befd3ff1d48 · outbound

This paper cites Drbench: A realistic benchmark for enterprise deep research.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Drbench: A realistic benchmark for enterprise deep research

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-07-03T23:19:04.085041Z

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Observation df26ff05-e970-47fb-85c8-395c9474ee52 · outbound

This paper cites Introducing claude opus 4.7, 2026.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Introducing claude opus 4.7, 2026

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

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Observation 5cc969c8-758f-4837-b124-b77cb6e21900 · outbound

This paper cites Association of chartered certified accountants (acca).https://www.accaglobal.com/gb/en.html, 2026.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Association of chartered certified accountants (acca).https://www.accaglobal.com/gb/en.html, 2026

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

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Observation adbc9eda-a0b6-4ce8-b8de-5a7217a73e6d · outbound

This paper cites Deerflow: An open-source superagent harness for deep research and task automa- tion, 2026.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Deerflow: An open-source superagent harness for deep research and task automa- tion, 2026

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

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Observation 05af53b6-fc4e-4133-ad75-1ba14b2c3630 · outbound

This paper cites Doubao chat, 2026.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Doubao chat, 2026

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

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Observation 930e64fa-055c-45f2-b086-f0a7f51f3b60 · outbound

This paper cites Cfa institute.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Cfa institute

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

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Observation e2221830-680c-4eeb-9dc5-71c71fabe3f5 · outbound

This paper cites Chinese institute of certified public accoun- tants.https://www.cicpa.org.cn/introcicpa/, 2026.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Chinese institute of certified public accoun- tants.https://www.cicpa.org.cn/introcicpa/, 2026

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

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Observation 45f59235-484d-4b23-8e93-930a29a8211f · outbound

This paper cites Deepseek-v4: Towards highly efficient million-token context intelligence, 2026.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Deepseek-v4: Towards highly efficient million-token context intelligence, 2026

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

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Observation 750f06e6-044b-45a4-9000-e0f9dae8f2c7 · outbound

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

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-07-03T23:19:04.072935Z

Source-reported events for the cited work

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Observation 7ae9c8d3-a48f-41ac-9579-01b970ff27c9 · outbound

This paper cites Try deep research and our new experimental model in gemini, your ai as- sistant.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Try deep research and our new experimental model in gemini, your ai as- sistant

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

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Observation 2b0c3c9b-ea7e-49b2-94be-fd0464f8ac80 · outbound

This paper cites A new era of intelligence with gemini 3, 2025.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research A new era of intelligence with gemini 3, 2025

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

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Observation 71672242-483a-4038-9279-ea686ac65562 · outbound

This paper cites Gemini 3.1 pro model card.https://deepmind.google/models/model- cards/gemini-3-1-pro/, 2025.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Gemini 3.1 pro model card.https://deepmind.google/models/model- cards/gemini-3-1-pro/, 2025

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

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Observation 8d99f138-51d3-4cb8-a5e2-c679e612db13 · outbound

This paper cites DeepSearchQA: Bridging the comprehensiveness gap for deep research agents.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research DeepSearchQA: Bridging the comprehensiveness gap for deep research agents

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-07-03T23:19:04.078204Z

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Observation 35aabb34-f29f-4d5c-9372-31a446be1f6b · outbound

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

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research DEER: A Benchmark for Evaluating Deep Research Agents on Expert Report Generation

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-07-14T02:21:26.356765Z

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Observation 4b9bcf27-bcb9-48e5-bad9-d6e6b15cc351 · outbound

This paper cites Finsearchcomp: Towards a realistic, expert-level evaluation of financial search and reasoning.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Finsearchcomp: Towards a realistic, expert-level evaluation of financial search and reasoning

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-07-03T23:19:04.039662Z

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Observation fbe7242b-e8ab-4788-bcb4-82a782f3d02b · outbound

This paper cites Mmdeepresearch-bench: A benchmark for multimodal deep research agents.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Mmdeepresearch-bench: A benchmark for multimodal deep research agents

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-07-03T23:19:04.101964Z

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Observation 2ee0ebf3-f6be-46ac-bb3a-55bcf2dd8ada · outbound

This paper cites FinRpt: Dataset, Evaluation System and LLM-based Multi-agent Framework for Equity Research Report Generation.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research FinRpt: Dataset, Evaluation System and LLM-based Multi-agent Framework for Equity Research Report Generation

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-08-06T02:06:27.582748Z

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Observation baebbd15-67a2-4367-820a-ef7e0f50d35c · outbound

This paper cites an unresolved cited work.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

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Observation 6d10f43d-4c8d-463b-b843-19028e834281 · outbound

This paper cites Jina deepsearch, 2025.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Jina deepsearch, 2025

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

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Observation 9f202d72-43e9-4106-abb9-0e2fc34ce6c8 · outbound

This paper cites Findeepforecast: A live multi-agent system for benchmarking deep research agents in financial forecasting.arXiv preprint arXiv:2601.05039.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Findeepforecast: A live multi-agent system for benchmarking deep research agents in financial forecasting.arXiv preprint arXiv:2601.05039

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-07-03T23:19:04.030227Z

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Observation 63c7d873-79b7-409d-8954-8e9cdf951ad0 · outbound

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

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-07-03T23:19:04.049811Z

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Observation 013b0fa8-d8f9-42b4-8d58-233bc4b65dea · outbound

This paper cites Gaia: a benchmark for general ai assistants.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Gaia: a benchmark for general ai assistants

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

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Observation a5077a2a-e382-4356-b14b-8cd9211264b7 · outbound

This paper cites Kimi researcher: End-to-end rl training for deep research agents, 2025.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Kimi researcher: End-to-end rl training for deep research agents, 2025

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

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Observation 1fbb9347-5be0-49a1-9615-8b8293cd7461 · outbound

This paper cites Introducing deep research.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Introducing deep research

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

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Observation 1d65b0a0-51ae-43ac-8ccf-b6149bad83b2 · outbound

This paper cites Introducing gpt-5.4.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Introducing gpt-5.4

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

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Observation 43b9a27e-588b-4c6a-8d69-cad2f1b6671f · outbound

This paper cites an unresolved cited work.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Unresolved cited work

Reference 26

Resolution: parse uncertain; no resolver link, observed 2026-06-26T22:26:43.779472Z

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Observation 112a1929-a5c9-4949-9fbf-1120a1fd5b8f · outbound

This paper cites o3-deep-research model, 2025.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research o3-deep-research model, 2025

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

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Observation 1c89b2c2-a45a-4c7d-9e09-7073f98d687c · outbound

This paper cites Introducing gpt-5.5, 2026.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Introducing gpt-5.5, 2026

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

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Observation 95bfb459-0a02-4273-b02f-5588551848b4 · outbound

This paper cites Openclaw: Open-source autonomous ai agent framework, 2026.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Openclaw: Open-source autonomous ai agent framework, 2026

Reference 29

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

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Observation f472acf6-3b48-47b0-a7a5-bcf29866c9a4 · outbound

This paper cites Introducing perplexity deep research.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Introducing perplexity deep research

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

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Observation e1d579d8-66be-4c86-ac07-30e067bf72ae · outbound

This paper cites Humanity's Last Exam.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Humanity's Last Exam

Reference 31

Resolution: verified exact; local_arxiv, observed 2026-07-03T23:19:04.099699Z

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Observation 0443e209-738b-429d-b827-2b1d56ebe35d · outbound

This paper cites Qwen deepresearch: When inspiration becomes its own execution, 2025.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Qwen deepresearch: When inspiration becomes its own execution, 2025

Reference 32

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

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Observation 018340e1-c1a8-47af-857d-dd5bc8b5974d · outbound

This paper cites ResearchRubrics : A benchmark of prompts and rubrics for evaluating deep research agents.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research ResearchRubrics : A benchmark of prompts and rubrics for evaluating deep research agents

Reference 33

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T23:19:04.076062Z

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Observation 4380ebf6-ba1c-4871-932b-03ce91dd7bf8 · outbound

This paper cites an unresolved cited work.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

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Observation f76e4703-c440-4a00-8b0d-6decb94961ff · outbound

This paper cites Finresearchbench: A logic tree based agent-as-a-judge evaluation framework for financial research agents.Proceedings of the 6th ACM International Conference on AI in Finance, 2025.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Finresearchbench: A logic tree based agent-as-a-judge evaluation framework for financial research agents.Proceedings of the 6th ACM International Conference on AI in Finance, 2025

Reference 35

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

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Observation d316d451-263a-4aca-8f4a-b6eac57ccd82 · outbound

This paper cites Kimi K2.5: Visual Agentic Intelligence.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Kimi K2.5: Visual Agentic Intelligence

Reference 36

Resolution: verified exact; local_arxiv, observed 2026-07-03T23:19:04.106142Z

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Observation 91e8512c-18ab-465c-b221-f4d425cf9f3b · outbound

This paper cites MiroThinker: Pushing the Performance Boundaries of Open-Source Research Agents via Model, Context, and Interactive Scaling.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research MiroThinker: Pushing the Performance Boundaries of Open-Source Research Agents via Model, Context, and Interactive Scaling

Reference 37

Resolution: verified exact; local_arxiv, observed 2026-07-03T23:19:04.117824Z

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Observation 4aa9a94c-7ef8-48cd-bd0c-9737fd9a266a · outbound

This paper cites Tongyi DeepResearch Technical Report.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Tongyi DeepResearch Technical Report

Reference 38

Resolution: verified exact; local_arxiv, observed 2026-07-03T23:19:04.054486Z

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Observation 0dcb6961-ee5a-4b9d-a5f1-6be71dc6bf6c · outbound

This paper cites Deepresearch arena: The first exam of llms’ research abilities via seminar-grounded tasks, 2025.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Deepresearch arena: The first exam of llms’ research abilities via seminar-grounded tasks, 2025

Reference 39

Resolution: verified exact; arxiv_id, observed 2026-07-03T23:19:04.035381Z

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Observation ab181e5e-6f92-4259-b25d-fc44ed1458ca · outbound

This paper cites LiveResearchBench: A Live Benchmark for User-Centric Deep Research in the Wild.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research LiveResearchBench: A Live Benchmark for User-Centric Deep Research in the Wild

Reference 40

Resolution: verified exact; local_arxiv, observed 2026-07-03T23:19:04.044829Z

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No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 3fad18bc-95ec-4cc2-993a-199316e7f900 · outbound

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

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research BrowseComp: A Simple Yet Challenging Benchmark for Browsing Agents

Reference 41

Resolution: verified exact; local_arxiv, observed 2026-07-03T23:19:04.089458Z

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No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 38706c7c-0775-40b0-891c-a0f208b16f2c · outbound

This paper cites Grok 3 beta — the age of reasoning agents, 2025.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Grok 3 beta — the age of reasoning agents, 2025

Reference 42

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

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Observation c8c6f85e-f277-4f9d-a1da-a7aeec779e5e · outbound

This paper cites an unresolved cited work.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Unresolved cited work

Reference 43

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Observation acb3234d-d18e-4d05-bef4-a933f4b78656 · outbound

This paper cites MiroEval: Benchmarking multimodal deep research agents in process and outcome.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research MiroEval: Benchmarking multimodal deep research agents in process and outcome

Reference 44

Resolution: verified exact; arxiv_id, observed 2026-07-03T23:19:04.126370Z

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No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 47957fb7-a085-4a39-96f1-a05a2c2914a8 · outbound

This paper cites FinGAIA: A Chinese Benchmark for AI Agents in Real-World Financial Domain.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research FinGAIA: A Chinese Benchmark for AI Agents in Real-World Financial Domain

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-07-03T23:19:04.094352Z

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No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c6ba0c4e-334a-4ff0-9848-0870dc0f4a39 · outbound

This paper cites Vision-deepresearch benchmark: Rethinking visual and textual search for multimodal large language models.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Vision-deepresearch benchmark: Rethinking visual and textual search for multimodal large language models

Reference 46

Resolution: verified exact; arxiv_id, observed 2026-07-03T23:19:04.023601Z

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No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0ba16017-ed9c-4385-9216-3fffa5d9e22e · outbound

This paper cites Draco: a cross-domain bench- mark for deep research accuracy, completeness, and objectivity.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Draco: a cross-domain bench- mark for deep research accuracy, completeness, and objectivity

Reference 47

Resolution: malformed identifier; arxiv_id, observed 2026-07-03T23:19:04.131966Z

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No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 916ae13c-7027-4064-ab20-6ad8889408b1 · outbound

This paper cites Net income increased substantially in the second quarter, while catastrophe losses in April and May were particularly notable.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Net income increased substantially in the second quarter, while catastrophe losses in April and May were particularly notable

Reference 48

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

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Observation b6552d49-b737-4a06-be13-eab0fc400f3e · outbound

This paper cites Analyze how data-driven approaches, process automation, and refined management are applied in these contexts.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Analyze how data-driven approaches, process automation, and refined management are applied in these contexts

Reference 49

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

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Observation 24d0310f-483b-4476-871f-cb9e6d6b5bf0 · outbound

This paper cites an unresolved cited work.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

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Observation 25e5c9bb-5eba-49d7-8703-364b7a6755a3 · outbound

This paper cites an unresolved cited work.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Unresolved cited work

Reference 51

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

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Observation 9683c794-bd1d-4ccf-8ca6-a2aee081a392 · outbound

This paper cites Under current trends in inference demand, identify the technical bottlenecks that may arise at each stage and discuss potential future improvement directions.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Under current trends in inference demand, identify the technical bottlenecks that may arise at each stage and discuss potential future improvement directions

Reference 52

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

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Observation 40d11a76-391d-4fe2-bbba-0ab9654e24c6 · outbound

This paper cites an unresolved cited work.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Unresolved cited work

Reference 53

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

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Observation a6708888-0e2c-48ad-9d04-f45e52c2d646 · outbound

This paper cites • Acquisition Depth (10 pts):Funnel decomposition (Spend → Reach → KYC → Active) and quality control (CAC, anti-fraud).

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research • Acquisition Depth (10 pts):Funnel decomposition (Spend → Reach → KYC → Active) and quality control (CAC, anti-fraud)

Reference 54

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

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Observation 98b72a40-385b-4207-951b-c6918feefadc · outbound

This paper cites • KPI Verifiability (9 pts):Multi-layered metrics (Outcome/Process/Risk) and causal methods (A/B testing, co- hort/attribution analysis).

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research • KPI Verifiability (9 pts):Multi-layered metrics (Outcome/Process/Risk) and causal methods (A/B testing, co- hort/attribution analysis)

Reference 55

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

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Unavailable: canonical work link unavailable.

Observation 4f67cc5f-5ce3-4123-9cf1-70d6079edf4e · outbound

This paper cites • Architecture Match (7 pts):CDP, CRM, and recommendation engine integration with legacy core systems and real-time constraints.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research • Architecture Match (7 pts):CDP, CRM, and recommendation engine integration with legacy core systems and real-time constraints

Reference 56

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6ec9ab5-978f-4a8f-bfc8-11b394282f9f · outbound

This paper cites what-first.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research what-first

Reference 57

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 191c1008-8896-47d4-82dd-3655a62d905d · outbound

This paper cites an unresolved cited work.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Unresolved cited work

Reference 58

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f35d2d8-35b6-45c7-b143-8ca913dc4c46 · outbound

This paper cites an unresolved cited work.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Unresolved cited work

Reference 59

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 152e9938-161d-4c24-a612-231259a0c26c · outbound

This paper cites extracted_final_answer.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research extracted_final_answer

Reference 60

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2dd5443a-ba5a-4e80-ba92-0d8118eba3f7 · outbound

This paper cites mentioning a concept.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research mentioning a concept

Reference 61

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f5bd597-9358-49ac-af0a-163b5bf10a0b · outbound

This paper cites Content lacking depth must be restricted to the middle or lowest scoring tiers.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Content lacking depth must be restricted to the middle or lowest scoring tiers

Reference 62

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1065d10b-c4bb-43e6-80ca-4003db0faca2 · outbound

This paper cites surface-level statements.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research surface-level statements

Reference 63

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2cb8a5d-23ef-460d-b9bd-f4f46d156bcd · outbound

This paper cites Ensure the extracted content is closely related to the dimension and can objectively support your score.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Ensure the extracted content is closely related to the dimension and can objectively support your score

Reference 64

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 296c9682-1bf5-4b6a-b940-9b93cdc435d5 · outbound

This paper cites Point out specific areas in the report where there is a lack of evidence, logical gaps, or insufficient granularity.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Point out specific areas in the report where there is a lack of evidence, logical gaps, or insufficient granularity

Reference 65

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03f0d1c5-cec3-424d-876b-f44ea13330da · outbound

This paper cites an unresolved cited work.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research Unresolved cited work

Reference 66

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09e7975e-eba1-4b34-b39a-96f14eb90c77 · outbound

This paper cites dimension_id.

ICBCBench: An Industry Consortium Benchmark for Financial Deep Research dimension_id

Reference 67

Resolution: unresolved; no resolver link, observed 2026-06-26T22:26:43.779472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers