FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents | Paper Citation Record

Observation 62d72789-20c6-46d9-830f-9352913f17d2 · outbound

This paper cites FinanceBench: A New Benchmark for Financial Question Answering.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents FinanceBench: A New Benchmark for Financial Question Answering

Reference 1

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Observation a70be27a-515e-498d-b078-4e2406c52c2e · outbound

This paper cites FinQA: A 16 dataset of numerical reasoning over financial data.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents FinQA: A 16 dataset of numerical reasoning over financial data

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:36:25.568582Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1c92bb48-fbe5-4756-88b4-f40327ddb712 · outbound

This paper cites TAT-QA: A question answering benchmark on a hybrid of tabular and textual content in finance.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents TAT-QA: A question answering benchmark on a hybrid of tabular and textual content in finance

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:36:25.554726Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation dadaa822-dae5-49eb-b204-804e17ed3156 · outbound

This paper cites ConvFinQA: Exploring the chain of numerical reasoning in conversational finance question answering.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents ConvFinQA: Exploring the chain of numerical reasoning in conversational finance question answering

Reference 4

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Observation 3f8b678c-68ec-450b-8071-adaf0b9882e9 · outbound

This paper cites DocFinQA: A long-context financial reasoning dataset.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents DocFinQA: A long-context financial reasoning dataset

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-16T00:36:24.333974Z

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Observation 8dd12826-a5fd-45a6-9164-8597263e4403 · outbound

This paper cites Fi- nanceReasoning: Benchmarking financial numerical reasoning more credible, comprehensive and challenging.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents Fi- nanceReasoning: Benchmarking financial numerical reasoning more credible, comprehensive and challenging

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:36:25.542881Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 517cc297-cb25-4524-a1dc-0dc7ae6cc41c · outbound

This paper cites FinBen: A holistic financial benchmark for large language models.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents FinBen: A holistic financial benchmark for large language models

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:36:25.527587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6e1c9ded-c3b3-426e-a50d-63a019514d3b · outbound

This paper cites Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-16T00:36:24.361565Z

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Observation 2f7ded2d-5d83-4009-9f49-72de72bee977 · outbound

This paper cites BigFinanceBench: A Workflow-Grounded Benchmark for Financial-Research Agents.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents BigFinanceBench: A Workflow-Grounded Benchmark for Financial-Research Agents

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-16T00:36:24.367740Z

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Observation fe9c9a3a-daeb-4989-99b9-cd44368fa99b · outbound

This paper cites Hedge-Bench: Benchmarking Agents on Hard, Realistic Tasks Pertaining to Financial Reasoning.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents Hedge-Bench: Benchmarking Agents on Hard, Realistic Tasks Pertaining to Financial Reasoning

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-08-16T00:36:25.257954Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 21bc484c-b7da-47b0-9eaa-fb5a010c5af4 · outbound

This paper cites FinResearchBench II: A Deep Research Benchmark with Consensus-Derived Gold Rubrics for Distinguishing Financial Report Quality.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents FinResearchBench II: A Deep Research Benchmark with Consensus-Derived Gold Rubrics for Distinguishing Financial Report Quality

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-16T00:36:24.380075Z

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Observation f252e3d2-e0bd-41bb-9289-51341d3e0530 · outbound

This paper cites FinSearchComp: Towardsarealistic,expert-level evaluation of financial search and reasoning, 2025.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents FinSearchComp: Towardsarealistic,expert-level evaluation of financial search and reasoning, 2025

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:36:25.514581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 51452b9e-7bc1-4114-95fe-1c5d75643f36 · outbound

This paper cites FinAgentBench: A benchmark dataset for agentic retrieval in financial question answering, 2025.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents FinAgentBench: A benchmark dataset for agentic retrieval in financial question answering, 2025

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T00:36:24.388623Z

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Observation 78ea16ec-bf23-4772-aff0-d281eb9bbe96 · outbound

This paper cites Fin-RATE: A Real-world Financial Analytics and Tracking Evaluation Benchmark for LLMs on SEC Filings.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents Fin-RATE: A Real-world Financial Analytics and Tracking Evaluation Benchmark for LLMs on SEC Filings

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-16T00:36:24.392571Z

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Observation 8914c8a1-c595-4fbc-b42d-8e3c1771d18f · outbound

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

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents FinGAIA: A Chinese Benchmark for AI Agents in Real-World Financial Domain

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-16T00:36:24.396535Z

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Observation 5e435d95-1222-4ddd-bcc1-d65760d095a6 · outbound

This paper cites FORCE-Bench: A Benchmark, Dataset, and Evaluation Harness for Agentic AI in Enterprise Finance.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents FORCE-Bench: A Benchmark, Dataset, and Evaluation Harness for Agentic AI in Enterprise Finance

Reference 16

Resolution: metadata mismatch; local_arxiv, observed 2026-08-16T00:36:25.119325Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1e10d500-4df2-423f-bfb9-fa9cb4235844 · outbound

This paper cites Herculean: An Agentic Benchmark for Financial Intelligence.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents Herculean: An Agentic Benchmark for Financial Intelligence

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-16T00:36:24.407271Z

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Observation aa3ee601-acdf-46cb-a318-fce2d047f323 · outbound

This paper cites FinanceComplexQA: Benchmarking agentic reasoning on industrial-grade financial documents,.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents FinanceComplexQA: Benchmarking agentic reasoning on industrial-grade financial documents,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:36:25.500506Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 011ac9ba-6644-4cbf-9d78-92086f039467 · outbound

This paper cites A critical evaluation of evaluations forlong-formquestionanswering.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents A critical evaluation of evaluations forlong-formquestionanswering

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-16T00:36:24.420695Z

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Observation d54a51bb-220c-4c0d-a580-b4585ba0242b · outbound

This paper cites G- Eval: NLG evaluation using GPT-4 with better human alignment.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents G- Eval: NLG evaluation using GPT-4 with better human alignment

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-16T00:36:24.428201Z

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Observation 91438b11-bec1-4e2c-9346-580cab5122e8 · outbound

This paper cites Xing, Hao Zhang, Joseph E.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents Xing, Hao Zhang, Joseph E

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:36:25.488103Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1a069be5-622b-4473-90ff-fefb93628e80 · outbound

This paper cites HealthBench: Evaluating Large Language Models Towards Improved Human Health.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents HealthBench: Evaluating Large Language Models Towards Improved Human Health

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-16T00:36:24.436981Z

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Observation 0aafdbe2-a928-479f-b7a8-edfc3b5e6b5a · outbound

This paper cites CheckEval: A reliable LLM-as-a-judge framework for evaluating text generation using checklists.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents CheckEval: A reliable LLM-as-a-judge framework for evaluating text generation using checklists

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-16T00:36:24.440861Z

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Observation 352d7a93-3006-434e-93b2-79ec18c7f26b · outbound

This paper cites Hendryx, Brad Kenstler, and Bing Liu.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents Hendryx, Brad Kenstler, and Bing Liu

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-16T00:36:24.445084Z

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Observation 81a1f379-0fa2-4d59-8079-7d6f55cd114a · outbound

This paper cites ExpertLongBench: Benchmarking language models on expert-level long-form generation tasks with structured checklists, 2025.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents ExpertLongBench: Benchmarking language models on expert-level long-form generation tasks with structured checklists, 2025

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-16T00:36:24.448675Z

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Observation 146f0c4e-8ae3-4d47-818a-f8cd47e61535 · outbound

This paper cites URL https://samaya.ai/blog/criteria-eval.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents URL https://samaya.ai/blog/criteria-eval

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:36:25.475212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b3ebfd95-e5cc-4d5a-a5db-ad986f4f1956 · outbound

This paper cites FinResearchBench: A logic tree based agent-as-a-judge evaluation framework for financial research agents.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents FinResearchBench: A logic tree based agent-as-a-judge evaluation framework for financial research agents

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-16T00:36:24.456844Z

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Observation 36ae057f-ed6a-4596-973b-3577feb91c3b · outbound

This paper cites FinDeepResearch: Evaluating deep research agents in rigorous financial analysis, 2025.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents FinDeepResearch: Evaluating deep research agents in rigorous financial analysis, 2025

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-16T00:36:24.461115Z

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Observation c79d4555-b4f4-4830-b6e8-22aa29406d13 · outbound

This paper cites Deep FinResearch Bench: Evaluating AI's Ability to Conduct Professional Financial Investment Research.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents Deep FinResearch Bench: Evaluating AI's Ability to Conduct Professional Financial Investment Research

Reference 29

Resolution: verified exact; local_arxiv, observed 2026-08-16T00:36:24.758899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0bbf55fc-d534-4add-aee2-c746c6efe328 · outbound

This paper cites MBABench: Evaluating LLM Agents on End-to-End Spreadsheet Tasks in Finance.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents MBABench: Evaluating LLM Agents on End-to-End Spreadsheet Tasks in Finance

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-16T00:36:24.473318Z

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Observation 4f12dbd1-f268-4a84-a9a4-c048687e66a7 · outbound

This paper cites FrontierFinance: A long-horizon computer-use benchmark of real-world financial tasks,.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents FrontierFinance: A long-horizon computer-use benchmark of real-world financial tasks,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:36:25.462164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 69b0d3a5-6459-4d00-b8b7-67d41e8a477d · outbound

This paper cites BrowseComp: A simple yet challenging benchmark for browsing agents, 2025.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents BrowseComp: A simple yet challenging benchmark for browsing agents, 2025

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:36:25.449607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e8a44e59-8e5f-40a5-add8-141f8b8c2967 · outbound

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

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents GAIA: a benchmark for General AI Assistants

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-16T00:36:24.492351Z

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Observation 3c9a313f-1234-47d8-b3e4-c7d8efe586fc · outbound

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

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents BrowseComp-Plus: A More Fair and Transparent Evaluation Benchmark of Deep-Research Agent

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-16T00:36:24.496633Z

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Observation 198866e0-b275-45cf-be6d-a6cf2aee4740 · outbound

This paper cites FrontierFinance: A Long-Horizon Computer-Use Benchmark of Real-World Financial Tasks.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents FrontierFinance: A Long-Horizon Computer-Use Benchmark of Real-World Financial Tasks

Reference 35

Resolution: verified exact; local_arxiv, observed 2026-08-16T00:36:24.728194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4fc12508-0988-4862-a77e-276cfe17f96f · outbound

This paper cites Jordan, Joseph E.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents Jordan, Joseph E

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:36:25.436549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9bc0403c-0bdb-4693-b80c-54e6b2a531d2 · outbound

This paper cites Manning, and Chelsea Finn.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents Manning, and Chelsea Finn

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:36:25.424784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a853ec74-ed34-4299-8e02-7d451ee72a68 · outbound

This paper cites NegativePoint.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents NegativePoint

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-16T00:36:24.515078Z

Source-reported events for the cited work

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Observation 770be577-5908-4210-bb5e-b2841022674c · outbound

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

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-16T00:36:24.501738Z

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Observation b2e89bb6-a3ac-445c-91da-a0907311cfdc · outbound

This paper cites an unresolved cited work.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:36:25.410049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 318b670f-c8d5-4b8b-a1f3-1df0708c1009 · outbound

This paper cites This is important for assessing the time understanding of the system.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents This is important for assessing the time understanding of the system

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:36:25.394993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 742e65e8-26a4-4ed3-983d-490444eb9fe9 · outbound

This paper cites an unresolved cited work.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:36:25.378479Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b2c7ea00-8969-404a-b099-a7e231e55c54 · outbound

This paper cites All of the input will be clearly marked in XML tags.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents All of the input will be clearly marked in XML tags

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:36:25.361613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a3bab53b-182b-452a-bc83-71b1083aa28f · outbound

This paper cites Even in the case that one rubric seems related to another , you need to give your judgement of whether each rubric is satisfied independently.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents Even in the case that one rubric seems related to another , you need to give your judgement of whether each rubric is satisfied independently

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:36:25.345132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 15ea5978-c5c8-401c-be27-348e54f9d5d0 · outbound

This paper cites USD 2.1 billion.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents USD 2.1 billion

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:36:25.330232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 82d65963-c776-4cb3-8aa0-90189075d21b · outbound

This paper cites 3 ,098 million.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents 3 ,098 million

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:36:25.316221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 04848c60-9a04-430e-84d6-716fa9fa1b3b · outbound

This paper cites doi: 10.18653/v1/2021.acl-long.254.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents doi: 10.18653/v1/2021.acl-long.254

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-16T00:36:24.324227Z

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Observation e3aedc8c-65d4-4037-baf5-093d779e99f3 · outbound

This paper cites doi: 10.18653/v1/2025.acl-long.766.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents doi: 10.18653/v1/2025.acl-long.766

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-16T00:36:24.345656Z

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Observation 13c8a2ad-54d6-4569-8646-1ab001f86fc8 · outbound

This paper cites FinanceComplexQA: Benchmarking Agentic Reasoning on Industrial-grade Financial Documents.

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents FinanceComplexQA: Benchmarking Agentic Reasoning on Industrial-grade Financial Documents

Reference 2026

Resolution: verified exact; local_arxiv, observed 2026-08-16T00:36:25.090381Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Pith citing papers