Paper Citation Record · LEDGER

FEVO: Financial Knowledge Expansion and Reasoning Evolution for Large Language Models

As of 22 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 2 inbound Pith citation observations for arXiv:2507.06057.

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

pith.paper-citation-record.v1
2507.06057 v2

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:16:47.566279Z

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-29T08:01:39.412431Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T08:03:13.950481Z

Reference resolution

12 of 12 outbound references displayed

verified exact0
verified fuzzy4
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8d1c6812-fcdc-487a-8239-8b8200aa3a3f · outbound

This paper cites When the ﬁnancial liability is derecognized, this portion should be reclassiﬁed from OCI to proﬁt or loss.

FEVO: Financial Knowledge Expansion and Reasoning Evolution for Large Language Models When the ﬁnancial liability is derecognized, this portion should be reclassiﬁed from OCI to proﬁt or loss

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:16:47.790520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 618770a1-11f5-4d80-9e63-d105177e0587 · outbound

This paper cites If the hedged forecast transaction ultimately occurs, these gains or losses will be reclassiﬁed to proﬁt or loss in the future.

FEVO: Financial Knowledge Expansion and Reasoning Evolution for Large Language Models If the hedged forecast transaction ultimately occurs, these gains or losses will be reclassiﬁed to proﬁt or loss in the future

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:16:47.784134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c67824aa-4abe-4a17-bc89-c13e4e8605c0 · outbound

This paper cites Kimi k1.5: Scaling Reinforcement Learning with LLMs.

FEVO: Financial Knowledge Expansion and Reasoning Evolution for Large Language Models Kimi k1.5: Scaling Reinforcement Learning with LLMs

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T19:16:46.684066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 930e6eb3-90d8-4cd6-ac9c-2f13ec66009e · outbound

This paper cites an unresolved cited work.

FEVO: Financial Knowledge Expansion and Reasoning Evolution for Large Language Models Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:16:47.769307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ff16cbad-2584-4aa0-b6e6-072ad94f891f · outbound

This paper cites an unresolved cited work.

FEVO: Financial Knowledge Expansion and Reasoning Evolution for Large Language Models Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:16:47.776461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 25771fe7-1d2d-476c-8e8c-2e80f57738b9 · outbound

This paper cites an unresolved cited work.

FEVO: Financial Knowledge Expansion and Reasoning Evolution for Large Language Models Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:16:47.762513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e0621e3d-57c7-4393-a2d3-336f7e2ca8f6 · outbound

This paper cites According to accounting standards, the eﬀective portion of a cash ﬂow hedge should be recognized in other comprehensive income.

FEVO: Financial Knowledge Expansion and Reasoning Evolution for Large Language Models According to accounting standards, the eﬀective portion of a cash ﬂow hedge should be recognized in other comprehensive income

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:16:47.756157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 52118ab6-92c1-4e18-9da2-e52180cce90f · outbound

This paper cites an unresolved cited work.

FEVO: Financial Knowledge Expansion and Reasoning Evolution for Large Language Models Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:16:47.749202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 81057d86-7a26-42b4-b36a-3684ce4377a5 · outbound

This paper cites According to the treatment of deﬁned beneﬁt plans, the remeasurement component, such as actuarial gains and losses, should be recognized in other comprehensive income.

FEVO: Financial Knowledge Expansion and Reasoning Evolution for Large Language Models According to the treatment of deﬁned beneﬁt plans, the remeasurement component, such as actuarial gains and losses, should be recognized in other comprehensive income

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:16:47.742346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 44d639c8-6d31-4512-971b-dbce30cc2fca · outbound

This paper cites an unresolved cited work.

FEVO: Financial Knowledge Expansion and Reasoning Evolution for Large Language Models Unresolved cited work

Reference 2018

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:16:47.796562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c5930958-be6b-4d2a-8696-9ea3584a674c · outbound

This paper cites Dolma: an Open Corpus of Three Trillion Tokens for Language Model Pretraining Research.

FEVO: Financial Knowledge Expansion and Reasoning Evolution for Large Language Models Dolma: an Open Corpus of Three Trillion Tokens for Language Model Pretraining Research

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-06T19:16:46.598497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 234f2e0c-ae32-4dd6-a5b9-87ade331ff2f · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

FEVO: Financial Knowledge Expansion and Reasoning Evolution for Large Language Models DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-06T19:16:46.543058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 9a4dac74-b6ec-47ea-b79b-088e8a618901 · inbound

TREX: Automating LLM Fine-tuning via Agent-Driven Tree-based Exploration cites this paper.

TREX: Automating LLM Fine-tuning via Agent-Driven Tree-based Exploration FEVO: Financial Knowledge Expansion and Reasoning Evolution for Large Language Models

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-05-11T11:46:34.959541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e7e70a66-3e3b-4df3-9a3b-85d3fc402b9c · inbound

Entropy-KL Divergence-based Token Masking: A Novel Approach for Selective Fine-tuning of Large Language Models cites this paper.

Entropy-KL Divergence-based Token Masking: A Novel Approach for Selective Fine-tuning of Large Language Models FEVO: Financial Knowledge Expansion and Reasoning Evolution for Large Language Models

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-06-29T08:03:13.952155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.