Paper Citation Record · LEDGER

BizFinBench.v2: Towards Reliable LLMs in Finance via Real-User Data and Offline/Online Bilingual Evaluation

As of 9 August 2026, this Paper Citation Record lists 2 of 2 outbound references and 2 inbound Pith citation observations for arXiv:2601.06401.

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

pith.paper-citation-record.v1
2601.06401 v2

Coverage vector

measured 2 of 2 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T11:29:44.431219Z

measured 4 of 4 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T06:42:07.998224Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T06:46:28.632350Z

Reference resolution

2 of 2 outbound references displayed

verified exact0
verified fuzzy0
unresolved1
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6a1a8182-862a-414a-a19b-296826a38fe6 · outbound

This paper cites QuantAgent: Seeking Holy Grail in Trading by Self-Improving Large Language Model.

BizFinBench.v2: Towards Reliable LLMs in Finance via Real-User Data and Offline/Online Bilingual Evaluation QuantAgent: Seeking Holy Grail in Trading by Self-Improving Large Language Model

Reference 2

Resolution: malformed identifier; no resolver link, observed 2026-08-03T11:29:44.431219Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 667de6b0-fed5-4bea-b8ce-c304a75bf7e6 · outbound

This paper cites A Survey on Large Language Models for Critical Societal Domains: Finance, Healthcare, and Law.

BizFinBench.v2: Towards Reliable LLMs in Finance via Real-User Data and Offline/Online Bilingual Evaluation A Survey on Large Language Models for Critical Societal Domains: Finance, Healthcare, and Law

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-03T11:29:44.363589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 6e710605-7337-4345-9ef2-2396a08c70b6 · inbound

Automated Instruction Revision (AIR): A Structured Comparison of Task Adaptation Strategies for LLM cites this paper.

Automated Instruction Revision (AIR): A Structured Comparison of Task Adaptation Strategies for LLM BizFinBench.v2: Towards Reliable LLMs in Finance via Real-User Data and Offline/Online Bilingual Evaluation

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-07-14T02:21:27.086909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bcdbd8bc-9523-4a0c-a55d-61fb0dff0982 · inbound

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

FinResearchBench II: A Deep Research Benchmark with Consensus-Derived Gold Rubrics for Distinguishing Financial Report Quality BizFinBench.v2: Towards Reliable LLMs in Finance via Real-User Data and Offline/Online Bilingual Evaluation

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-02T06:42:07.998224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.