Paper Citation Record · LEDGER

Hedge-Bench: Benchmarking Agents on Hard, Realistic Tasks Pertaining to Financial Reasoning

As of 20 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 1 inbound Pith citation observation for arXiv:2606.03918.

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

pith.paper-citation-record.v1
2606.03918 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-28T10:00:58.683724Z

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T00:36:24.372069Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-16T00:36:25.252618Z

Reference resolution

18 of 18 outbound references displayed

verified exact1
verified fuzzy0
unresolved17
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 93631958-dacd-4e63-bd71-b99ef2b66630 · outbound

This paper cites Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing , pages=.

Hedge-Bench: Benchmarking Agents on Hard, Realistic Tasks Pertaining to Financial Reasoning Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing , pages=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-28T10:00:58.683724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ec7ee9c-6746-4c44-a71a-dea1811be2cb · outbound

This paper cites 2022 , eprint=.

Hedge-Bench: Benchmarking Agents on Hard, Realistic Tasks Pertaining to Financial Reasoning 2022 , eprint=

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-28T10:00:58.683724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ba23164-820e-491a-a286-4fd563bd6dc9 · outbound

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

Hedge-Bench: Benchmarking Agents on Hard, Realistic Tasks Pertaining to Financial Reasoning TAT-QA: A question answering benchmark on a hybrid of tabular and textual content in finance

Reference 3

Resolution: verified exact; doi, observed 2026-06-28T10:01:52.304941Z

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 339a13c1-a50d-4568-abce-ae5b9de7cb96 · outbound

This paper cites 2023 , eprint=.

Hedge-Bench: Benchmarking Agents on Hard, Realistic Tasks Pertaining to Financial Reasoning 2023 , eprint=

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-28T10:00:58.683724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 544be635-5b2f-43dc-b875-9a80a6760d90 · outbound

This paper cites 2024 , isbn =.

Hedge-Bench: Benchmarking Agents on Hard, Realistic Tasks Pertaining to Financial Reasoning 2024 , isbn =

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-28T10:00:58.683724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08967dd8-ed0c-41c2-bf9c-8bff96d3aaf1 · outbound

This paper cites 2023 , url=.

Hedge-Bench: Benchmarking Agents on Hard, Realistic Tasks Pertaining to Financial Reasoning 2023 , url=

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-28T10:00:58.683724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7cfee12-3d1c-4f15-851d-2cb584022650 · outbound

This paper cites 2025 , eprint=.

Hedge-Bench: Benchmarking Agents on Hard, Realistic Tasks Pertaining to Financial Reasoning 2025 , eprint=

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-28T10:00:58.683724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83bf19d8-7681-4ed3-9f07-a0e64097a6f4 · outbound

This paper cites 2025 , eprint=.

Hedge-Bench: Benchmarking Agents on Hard, Realistic Tasks Pertaining to Financial Reasoning 2025 , eprint=

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-28T10:00:58.683724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b1f13b6-9e86-4394-8f34-44281153219b · outbound

This paper cites 2025 , eprint=.

Hedge-Bench: Benchmarking Agents on Hard, Realistic Tasks Pertaining to Financial Reasoning 2025 , eprint=

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-28T10:00:58.683724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation abb9cee4-6f27-474c-9aea-694744737d36 · outbound

This paper cites 2026 , eprint=.

Hedge-Bench: Benchmarking Agents on Hard, Realistic Tasks Pertaining to Financial Reasoning 2026 , eprint=

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-28T10:00:58.683724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85c2cf84-6949-4087-b1a3-416bdaae975b · outbound

This paper cites 2025 , month = oct, howpublished =.

Hedge-Bench: Benchmarking Agents on Hard, Realistic Tasks Pertaining to Financial Reasoning 2025 , month = oct, howpublished =

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-28T10:00:58.683724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30be0291-1755-4ec8-a2c7-406194e6a08b · outbound

This paper cites 2026 , month = may, howpublished =.

Hedge-Bench: Benchmarking Agents on Hard, Realistic Tasks Pertaining to Financial Reasoning 2026 , month = may, howpublished =

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-28T10:00:58.683724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c56eec7-91d5-4882-9caa-edee811845e5 · outbound

This paper cites 2026 , month = apr, howpublished =.

Hedge-Bench: Benchmarking Agents on Hard, Realistic Tasks Pertaining to Financial Reasoning 2026 , month = apr, howpublished =

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-28T10:00:58.683724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b340e2b-dba5-41c8-8ff5-7463f70de270 · outbound

This paper cites 2026 , month = feb, howpublished =.

Hedge-Bench: Benchmarking Agents on Hard, Realistic Tasks Pertaining to Financial Reasoning 2026 , month = feb, howpublished =

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-28T10:00:58.683724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64b18b72-c009-4e5e-82bc-226ddf2281e1 · outbound

This paper cites 2026 , month = may, howpublished =.

Hedge-Bench: Benchmarking Agents on Hard, Realistic Tasks Pertaining to Financial Reasoning 2026 , month = may, howpublished =

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-28T10:00:58.683724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb0f5443-4b57-4927-9de6-0777e71b6f95 · outbound

This paper cites an unresolved cited work.

Hedge-Bench: Benchmarking Agents on Hard, Realistic Tasks Pertaining to Financial Reasoning Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-28T10:00:58.683724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46386f1e-023c-4175-ae2e-7cbae9d98bc0 · outbound

This paper cites 2026 , month = apr, howpublished =.

Hedge-Bench: Benchmarking Agents on Hard, Realistic Tasks Pertaining to Financial Reasoning 2026 , month = apr, howpublished =

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-28T10:00:58.683724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56dd68f3-abb0-4bec-bd2b-34262348de83 · outbound

This paper cites 2026 , month = mar, howpublished =.

Hedge-Bench: Benchmarking Agents on Hard, Realistic Tasks Pertaining to Financial Reasoning 2026 , month = mar, howpublished =

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-28T10:00:58.683724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

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

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents cites this paper.

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

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.