Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T00:36:24.546858Z
Paper Citation Record · LEDGER
As of 18 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 0 inbound Pith citation observations for arXiv:2608.11683.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T00:36:24.546858Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
49 of 49 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 62d72789-20c6-46d9-830f-9352913f17d2 · outbound
FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents FinanceBench: A New Benchmark for Financial Question Answering
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a70be27a-515e-498d-b078-4e2406c52c2e · outbound
FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents FinQA: A 16 dataset of numerical reasoning over financial data
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 1c92bb48-fbe5-4756-88b4-f40327ddb712 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation dadaa822-dae5-49eb-b204-804e17ed3156 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3f8b678c-68ec-450b-8071-adaf0b9882e9 · outbound
FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents DocFinQA: A long-context financial reasoning dataset
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8dd12826-a5fd-45a6-9164-8597263e4403 · outbound
FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents Fi- nanceReasoning: Benchmarking financial numerical reasoning more credible, comprehensive and challenging
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 517cc297-cb25-4524-a1dc-0dc7ae6cc41c · outbound
FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents FinBen: A holistic financial benchmark for large language models
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 6e1c9ded-c3b3-426e-a50d-63a019514d3b · outbound
FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents Finance Agent Benchmark: Benchmarking LLMs on Real-world Financial Research Tasks
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2f7ded2d-5d83-4009-9f49-72de72bee977 · outbound
FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents BigFinanceBench: A Workflow-Grounded Benchmark for Financial-Research Agents
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fe9c9a3a-daeb-4989-99b9-cd44368fa99b · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 21bc484c-b7da-47b0-9eaa-fb5a010c5af4 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f252e3d2-e0bd-41bb-9289-51341d3e0530 · outbound
FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents FinSearchComp: Towardsarealistic,expert-level evaluation of financial search and reasoning, 2025
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 51452b9e-7bc1-4114-95fe-1c5d75643f36 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 78ea16ec-bf23-4772-aff0-d281eb9bbe96 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8914c8a1-c595-4fbc-b42d-8e3c1771d18f · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e435d95-1222-4ddd-bcc1-d65760d095a6 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 1e10d500-4df2-423f-bfb9-fa9cb4235844 · outbound
FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents Herculean: An Agentic Benchmark for Financial Intelligence
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aa3ee601-acdf-46cb-a318-fce2d047f323 · outbound
FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents FinanceComplexQA: Benchmarking agentic reasoning on industrial-grade financial documents,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 011ac9ba-6644-4cbf-9d78-92086f039467 · outbound
FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents A critical evaluation of evaluations forlong-formquestionanswering
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d54a51bb-220c-4c0d-a580-b4585ba0242b · outbound
FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents G- Eval: NLG evaluation using GPT-4 with better human alignment
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 91438b11-bec1-4e2c-9346-580cab5122e8 · outbound
FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents Xing, Hao Zhang, Joseph E
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 1a069be5-622b-4473-90ff-fefb93628e80 · outbound
FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents HealthBench: Evaluating Large Language Models Towards Improved Human Health
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0aafdbe2-a928-479f-b7a8-edfc3b5e6b5a · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 352d7a93-3006-434e-93b2-79ec18c7f26b · outbound
FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents Hendryx, Brad Kenstler, and Bing Liu
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 81a1f379-0fa2-4d59-8079-7d6f55cd114a · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 146f0c4e-8ae3-4d47-818a-f8cd47e61535 · outbound
FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents URL https://samaya.ai/blog/criteria-eval
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b3ebfd95-e5cc-4d5a-a5db-ad986f4f1956 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 36ae057f-ed6a-4596-973b-3577feb91c3b · outbound
FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents FinDeepResearch: Evaluating deep research agents in rigorous financial analysis, 2025
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c79d4555-b4f4-4830-b6e8-22aa29406d13 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 0bbf55fc-d534-4add-aee2-c746c6efe328 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4f12dbd1-f268-4a84-a9a4-c048687e66a7 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 69b0d3a5-6459-4d00-b8b7-67d41e8a477d · outbound
FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents BrowseComp: A simple yet challenging benchmark for browsing agents, 2025
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation e8a44e59-8e5f-40a5-add8-141f8b8c2967 · outbound
FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents GAIA: a benchmark for General AI Assistants
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3c9a313f-1234-47d8-b3e4-c7d8efe586fc · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 198866e0-b275-45cf-be6d-a6cf2aee4740 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 4fc12508-0988-4862-a77e-276cfe17f96f · outbound
FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents Jordan, Joseph E
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 9bc0403c-0bdb-4693-b80c-54e6b2a531d2 · outbound
FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents Manning, and Chelsea Finn
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation a853ec74-ed34-4299-8e02-7d451ee72a68 · outbound
FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents NegativePoint
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 770be577-5908-4210-bb5e-b2841022674c · outbound
FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b2e89bb6-a3ac-445c-91da-a0907311cfdc · outbound
FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents Unresolved cited work
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 318b670f-c8d5-4b8b-a1f3-1df0708c1009 · outbound
FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents This is important for assessing the time understanding of the system
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 742e65e8-26a4-4ed3-983d-490444eb9fe9 · outbound
FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents Unresolved cited work
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b2c7ea00-8969-404a-b099-a7e231e55c54 · outbound
FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents All of the input will be clearly marked in XML tags
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation a3bab53b-182b-452a-bc83-71b1083aa28f · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 15ea5978-c5c8-401c-be27-348e54f9d5d0 · outbound
FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents USD 2.1 billion
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 82d65963-c776-4cb3-8aa0-90189075d21b · outbound
FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents 3 ,098 million
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 04848c60-9a04-430e-84d6-716fa9fa1b3b · outbound
FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents doi: 10.18653/v1/2021.acl-long.254
Reference 2021
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e3aedc8c-65d4-4037-baf5-093d779e99f3 · outbound
FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents doi: 10.18653/v1/2025.acl-long.766
Reference 2025
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 13c8a2ad-54d6-4569-8646-1ab001f86fc8 · outbound
FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents FinanceComplexQA: Benchmarking Agentic Reasoning on Industrial-grade Financial Documents
Reference 2026
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
No inbound Pith citation observations are available.