Paper Citation Record · LEDGER

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs

As of 18 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 9 inbound Pith citation observations for arXiv:2505.19457.

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

pith.paper-citation-record.v1
2505.19457 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:17:17.333524Z

measured 48 of 48 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T22:11:21.511554Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T22:56:19.790509Z

Reference resolution

39 of 39 outbound references displayed

verified exact0
verified fuzzy5
unresolved33
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c921451e-139c-40e2-8e74-4c5f9f772b2f · outbound

This paper cites an unresolved cited work.

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:17:24.398006Z

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 033a2b9b-4532-4faa-99eb-21e3aef3c1d0 · outbound

This paper cites an unresolved cited work.

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:17:24.230978Z

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 9ed33161-3280-418c-b001-3b09295c8bf4 · outbound

This paper cites 18 根据下面的提供的数据描述这支股票的情况，包括变化趋势和一些数值 : 根据提供的数据，我们可以对股票代码为 000802.SZ 的北京文化股票在 2025 年 1 月 10 日至 2025 年 2 月 6 日这段时间内的表现进行如下描述： ### 涨跌幅变化趋势.

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs 18 根据下面的提供的数据描述这支股票的情况，包括变化趋势和一些数值 : 根据提供的数据，我们可以对股票代码为 000802.SZ 的北京文化股票在 2025 年 1 月 10 日至 2025 年 2 月 6 日这段时间内的表现进行如下描述： ### 涨跌幅变化趋势

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:17:24.031711Z

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 44f1f290-4b62-4217-8923-5ad1aad9532e · outbound

This paper cites 2025 年 1 月 11 日至 1 月 14 日：股票继续下跌 1.48% ，但随后在 1 月 14 日反弹 3.45% ，显示出市场情绪有所恢复。3.

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs **2025 年 1 月 11 日至 1 月 14 日 ** ：股票继续下跌 1.48% ，但随后在 1 月 14 日反弹 3.45% ，显示出市场情绪有所恢复。3

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:17:23.809431Z

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 43c88d38-bd4e-4e27-bf98-206dcdfabf7d · outbound

This paper cites 2025 年 1 月 22 日至 1 月 24 日：股票再次出现波动， 1 月 22 日下跌 2.12% ， 1 月 23 日大幅下跌 6.51% ， 1 月 24 日小幅下跌 1.55% 。.

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs **2025 年 1 月 22 日至 1 月 24 日 ** ：股票再次出现波动， 1 月 22 日下跌 2.12% ， 1 月 23 日大幅下跌 6.51% ， 1 月 24 日小幅下跌 1.55% 。

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:17:23.625252Z

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 f26fc8f4-c4f8-4a0a-9266-e33585d777fc · outbound

This paper cites 2025 年 2 月 10 日.

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs 2025 年 2 月 10 日

Reference 6

Resolution: malformed identifier; raw_fallback, observed 2026-08-07T14:17:23.480627Z

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 d0003881-c09a-47fd-8ca2-91c246a2c158 · outbound

This paper cites an unresolved cited work.

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:17:23.312829Z

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 e968d532-fa99-4bd4-bec5-0fb44d3052e8 · outbound

This paper cites an unresolved cited work.

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:17:23.120715Z

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 371c5fcd-b638-4d81-a83a-da4ae4b8cf26 · outbound

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Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:17:22.987990Z

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 61dbf1d5-18d5-4f2a-bcc6-c24f638f4395 · outbound

This paper cites an unresolved cited work.

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:17:22.797657Z

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 5db3bc6c-fe4d-49e7-b298-24d24249a060 · outbound

This paper cites an unresolved cited work.

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:17:22.655345Z

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 2350b679-e3bc-4f66-a58c-670d1b8b64cf · outbound

This paper cites an unresolved cited work.

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:17:22.538912Z

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 cf39bdf9-de5c-4923-88e6-95481a3ce62f · outbound

This paper cites an unresolved cited work.

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:17:22.377406Z

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 03cea296-5535-49c5-bdf5-ee5a267ae35b · outbound

This paper cites an unresolved cited work.

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:17:22.239374Z

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 ed95c458-c167-45b4-bd8a-8ae0153d887a · outbound

This paper cites an unresolved cited work.

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:17:22.091720Z

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 8beaea80-8f27-4196-abd1-d7dd6afc6a03 · outbound

This paper cites an unresolved cited work.

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:17:21.957091Z

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 1c22bfd3-0361-42f9-805c-821201da7e9e · outbound

This paper cites an unresolved cited work.

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:17:21.815949Z

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 f6209faa-a18f-4dc0-a176-b267651d2cf4 · outbound

This paper cites an unresolved cited work.

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:17:21.654502Z

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 0425e1a9-b32e-4cbb-95ef-bbc848469290 · outbound

This paper cites an unresolved cited work.

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:17:21.483172Z

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 8db29a96-530c-407c-9713-6aad40651f8e · outbound

This paper cites an unresolved cited work.

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:17:21.278385Z

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 77a64a37-debd-4615-8ed1-0f5900e94255 · outbound

This paper cites an unresolved cited work.

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:17:20.987568Z

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 bd822969-be49-4fcd-9283-6d01a5c280fa · outbound

This paper cites an unresolved cited work.

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:17:20.806800Z

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 a62b9839-3a10-491e-8d73-2fc6424b47df · outbound

This paper cites an unresolved cited work.

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:17:20.587163Z

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 6b2281db-33b9-477a-8ddd-5865a03b67fd · outbound

This paper cites an unresolved cited work.

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:17:20.379456Z

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 923e7234-a458-483f-a635-2b85e3ae26c5 · outbound

This paper cites an unresolved cited work.

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:17:20.194846Z

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 365ebb9a-d4b8-4a81-a187-871104241a6c · outbound

This paper cites an unresolved cited work.

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:17:19.992214Z

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 1bf3b2ca-61dd-4be8-8389-0a7d829cc348 · outbound

This paper cites an unresolved cited work.

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:17:19.816242Z

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 ce3ac87f-cc65-4665-bd1c-bb7b02ecea7e · outbound

This paper cites an unresolved cited work.

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:17:19.631611Z

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 08a0402c-1cb9-4016-8e4c-152093d9bcf6 · outbound

This paper cites an unresolved cited work.

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:17:19.433605Z

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 155d5e18-1d20-4861-b436-8c6d5e38e777 · outbound

This paper cites an unresolved cited work.

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:17:19.272914Z

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 24cb54bd-aff4-4cea-8f6e-803ea7497bda · outbound

This paper cites an unresolved cited work.

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:17:19.061180Z

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 964381d4-7319-4473-9238-e17427e4ba99 · outbound

This paper cites an unresolved cited work.

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:17:18.832956Z

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 581fa6fd-8873-4f3a-9642-5c6bfc0d3adb · outbound

This paper cites an unresolved cited work.

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:17:18.673464Z

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 e3fe3b00-00a5-4a18-811f-61464e3af148 · outbound

This paper cites an unresolved cited work.

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:17:18.484976Z

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 460ab0d4-d352-40ea-85bf-120147f83fd5 · outbound

This paper cites an unresolved cited work.

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:17:18.228594Z

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 430d8f72-345f-40ff-975f-3f4b328b85dc · outbound

This paper cites an unresolved cited work.

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:17:18.069495Z

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 a0941e2f-ead5-4025-b554-65fdf9033da7 · outbound

This paper cites an unresolved cited work.

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:17:17.910542Z

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 26ef5cd7-5581-4e91-b1ee-4aba030a899a · outbound

This paper cites an unresolved cited work.

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:17:17.735653Z

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.

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Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:17:17.540222Z

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.

Pith citing papers

Observation 9926c28f-fdf9-4509-bef2-d31b5f574806 · inbound

StockSim: A Dual-Mode Order-Level Simulator for Evaluating Multi-Agent LLMs in Financial Markets cites this paper.

StockSim: A Dual-Mode Order-Level Simulator for Evaluating Multi-Agent LLMs in Financial Markets BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs

Reference 13

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Source-reported events for the cited work

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Observation 3222c025-6592-4701-be73-05693c357d7d · inbound

EcoGym: Evaluating LLMs for Long-Horizon Plan-and-Execute in Interactive Economies cites this paper.

EcoGym: Evaluating LLMs for Long-Horizon Plan-and-Execute in Interactive Economies BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs

Reference 21

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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 d1d00037-6869-4fa7-855e-299bcbb3831c · inbound

LATTICE: Evaluating Decision Support Utility of Crypto Agents cites this paper.

LATTICE: Evaluating Decision Support Utility of Crypto Agents BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-12T08:56:25.151569Z

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 8e52aa74-5ef0-4b21-91c5-b263633622b8 · inbound

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

MBABench: Evaluating LLM Agents on End-to-End Spreadsheet Tasks in Finance BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-22T05:31:07.703475Z

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 63ff0dcf-3dc3-4c79-8f2c-ddec27a00fc3 · inbound

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

MBABench: Evaluating LLM Agents on End-to-End Spreadsheet Tasks in Finance BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-06-30T17:14:56.803669Z

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 1f6e656b-f9fd-4d61-b4b2-4ce35a613c6b · inbound

Absorbing Complexity: An Interaction-Native Knowledge Harness for Financial LLM Agents cites this paper.

Absorbing Complexity: An Interaction-Native Knowledge Harness for Financial LLM Agents BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs

Reference 24

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T22:56:19.792199Z

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 76b952e0-6513-4e6e-bcfc-9704500c9b59 · 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: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T06:42:08.398960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d630702b-2027-422a-8d32-9fd9db908336 · inbound

Are the Financial Reasoning from LLMs Credible? A Real World Test over Long-Horizon Statements cites this paper.

Are the Financial Reasoning from LLMs Credible? A Real World Test over Long-Horizon Statements BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T00:48:03.445037Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06059cb4-a392-4883-adba-466f06fd3178 · inbound

Seeing Is Not Deciding: Can Multimodal LLMs Act as Effective CEOs? cites this paper.

Seeing Is Not Deciding: Can Multimodal LLMs Act as Effective CEOs? BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T22:11:21.511554Z

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