Paper Citation Record · LEDGER

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning

As of 12 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 0 inbound Pith citation observations for arXiv:2412.12567.

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

pith.paper-citation-record.v1
2412.12567 v4

Coverage vector

measured 51 of 51 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T14:00:26.896315Z

measured 51 of 51 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

51 of 51 outbound references displayed

verified exact5
verified fuzzy0
unresolved46
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1253a1cc-632e-4efd-ba09-58f4e37271e0 · outbound

This paper cites FM2DS: Few-Shot Multimodal Multihop Data Synthesis with Knowledge Distillation for Question Answering.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning FM2DS: Few-Shot Multimodal Multihop Data Synthesis with Knowledge Distillation for Question Answering

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:26.652536Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d534c9f-d658-4b19-af05-9de8cb6fb13c · outbound

This paper cites TANQ: An open domain dataset of table answered questions.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning TANQ: An open domain dataset of table answered questions

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-08-11T14:00:27.386875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 5aec6976-b9d2-4e3f-8068-402eb2c75128 · outbound

This paper cites an unresolved cited work.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:00:27.663270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f029777d-3404-4eec-a8c8-2b2695ec7ae9 · outbound

This paper cites an unresolved cited work.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:00:27.649137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d5922418-f77a-47b2-9e04-3a3b33b7af4e · outbound

This paper cites an unresolved cited work.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:00:27.634827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 68f3d866-2eed-49f0-96f2-2669b1bf689f · outbound

This paper cites an unresolved cited work.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:00:27.621994Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 86acb991-de37-49f6-a655-e219341c1773 · outbound

This paper cites an unresolved cited work.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:26.682513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86f44dbc-0488-4535-80a7-27c9b4f1f1ee · outbound

This paper cites an unresolved cited work.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:26.687071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fffcaeb-e5a5-4687-a1c7-66cba10d59d3 · outbound

This paper cites an unresolved cited work.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:00:27.608472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 82804144-1dd4-4874-bb0d-fabb0277e18c · outbound

This paper cites an unresolved cited work.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:00:27.595250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 676fe038-f38d-477b-82c2-1da9c5c0e98b · outbound

This paper cites Gemma 3 Technical Report.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Gemma 3 Technical Report

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:26.700969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48168963-bb66-4f66-befc-2b82da6eebf4 · outbound

This paper cites Dolan and Chris Brockett.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Dolan and Chris Brockett

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:26.705987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88cb1faa-8ec4-4202-816e-0fa26249f419 · outbound

This paper cites Virgo: A Preliminary Exploration on Reproducing o1-like MLLM.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Virgo: A Preliminary Exploration on Reproducing o1-like MLLM

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:26.711423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da871ada-9c7d-411d-80a4-449b2539dda7 · outbound

This paper cites MME-Finance: A Multimodal Finance Benchmark for Expert-level Understanding and Reasoning.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning MME-Finance: A Multimodal Finance Benchmark for Expert-level Understanding and Reasoning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:26.716423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c85a3506-3841-48a2-8f3f-639ce8e9d0c4 · outbound

This paper cites an unresolved cited work.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:00:27.573015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ad71b533-22fe-40a8-8ed5-bf4e48e948e8 · outbound

This paper cites SEED-Bench: Benchmarking Multimodal LLMs with Generative Comprehension.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning SEED-Bench: Benchmarking Multimodal LLMs with Generative Comprehension

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:26.725849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 045b7192-c574-4e29-b1b8-8589be87dcac · outbound

This paper cites an unresolved cited work.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:00:27.558304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c56ba69b-9c14-48e4-9cc6-d2aa9d5f93ae · outbound

This paper cites an unresolved cited work.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:26.735915Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a175b77b-6382-4a34-92fd-a794acaab5ec · outbound

This paper cites an unresolved cited work.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:26.740884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80650f56-f9c0-472c-b61a-d5134366f7c2 · outbound

This paper cites an unresolved cited work.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Unresolved cited work

Reference 20

Resolution: verified exact; doi, observed 2026-08-11T14:00:26.995537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 00662d3e-3b9a-4457-a5ca-51980a17b277 · outbound

This paper cites an unresolved cited work.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:00:27.536080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 90a2f12a-a627-402b-bdff-1014b2c2a402 · outbound

This paper cites an unresolved cited work.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Unresolved cited work

Reference 22

Resolution: verified exact; doi, observed 2026-08-11T14:00:26.981514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0fc7df4d-83d2-475c-b553-9e2def87322e · outbound

This paper cites Self-Refine: Iterative Refinement with Self-Feedback.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Self-Refine: Iterative Refinement with Self-Feedback

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:26.759661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33d6a917-003f-42a1-8157-454a957b111c · outbound

This paper cites an unresolved cited work.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:26.764826Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a224c99-d038-4de3-b580-39213685720d · outbound

This paper cites GPT-4 Technical Report.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning GPT-4 Technical Report

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:26.769252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d16dbdee-6809-4740-86ff-2e3abf7e1cc8 · outbound

This paper cites an unresolved cited work.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:00:27.522613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation fdd17833-63cf-43b0-9937-6baa7c3543db · outbound

This paper cites an unresolved cited work.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:26.779040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 640694aa-19c4-463a-8ae3-91d92b13b12d · outbound

This paper cites Qwen2.5 Technical Report.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Qwen2.5 Technical Report

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:26.783270Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19a72d8e-d903-4a48-94a3-2889ad1892ba · outbound

This paper cites an unresolved cited work.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:26.788038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1deece68-b1cb-4c07-be0f-241e42e6d003 · outbound

This paper cites Multimodal Multi-Hop Question Answering Through a Conversation Between Tools and Efficiently Finetuned Large Language Models.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Multimodal Multi-Hop Question Answering Through a Conversation Between Tools and Efficiently Finetuned Large Language Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:26.792712Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28eb215b-3f70-4670-b4cf-ebe3b6c3b6cc · outbound

This paper cites an unresolved cited work.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:26.796893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 159b0c39-167c-44fc-99ad-53de59edcf45 · outbound

This paper cites an unresolved cited work.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:00:27.493961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 90df46f4-e5ad-4fc6-9dc7-47889482dcaa · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning LLaMA: Open and Efficient Foundation Language Models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:26.805943Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0749633-6c76-496f-8000-996a9a91e672 · outbound

This paper cites Piecing It All Together: Verifying Multi-Hop Multimodal Claims.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Piecing It All Together: Verifying Multi-Hop Multimodal Claims

Reference 34

Resolution: verified exact; local_arxiv, observed 2026-08-11T14:00:27.263241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 8f40f1b9-3305-4a22-ab14-028a6300a181 · outbound

This paper cites an unresolved cited work.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:00:27.478745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e8571690-a7f6-4ccd-aa2e-1fca25b4bab6 · outbound

This paper cites Open-FinLLMs: Open Multimodal Large Language Models for Financial Applications.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Open-FinLLMs: Open Multimodal Large Language Models for Financial Applications

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:26.821029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4f37ecc-e8c9-4b6c-8b0c-ebe34e0dff2c · outbound

This paper cites Qwen2 Technical Report.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Qwen2 Technical Report

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:26.825870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad423973-0710-4592-aede-ac1814388c2f · outbound

This paper cites Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:26.830532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ab0c74f-bea6-4119-8eb0-689d4e6543c9 · outbound

This paper cites MiniCPM-V: A GPT-4V Level MLLM on Your Phone.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning MiniCPM-V: A GPT-4V Level MLLM on Your Phone

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:26.835465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87df29dd-ee72-4610-8ae3-6f908517ef1d · outbound

This paper cites an unresolved cited work.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:00:27.465766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e7aef116-6dd5-43d9-b230-1c8adfc7ee5b · outbound

This paper cites an unresolved cited work.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Unresolved cited work

Reference 41

Resolution: verified exact; doi, observed 2026-08-11T14:00:26.952448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3b030e2f-991b-46e3-bed9-e8f75967fbab · outbound

This paper cites Unified Language Representation for Question Answering over Text, Tables, and Images.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Unified Language Representation for Question Answering over Text, Tables, and Images

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:26.849237Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3261912-7cae-424e-a03d-16d41c6689ba · outbound

This paper cites an unresolved cited work.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:26.854196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7f85b5f-f87c-425c-a639-3f7b1c58efc2 · outbound

This paper cites an unresolved cited work.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:00:27.452967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation fa5ff145-21a8-4e74-b21e-f65b4d558e1d · outbound

This paper cites an unresolved cited work.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:00:27.440335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0d0ae967-29ad-421d-bcb5-c359917532b8 · outbound

This paper cites an unresolved cited work.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Unresolved cited work

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:26.867138Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d84e7f1c-2110-4fe7-954e-1eaaa9f028c5 · outbound

This paper cites an unresolved cited work.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:00:27.427443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 688a15e9-5bab-49d7-acb5-7b15d18ab5b6 · outbound

This paper cites an unresolved cited work.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:26.875966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 907a2c40-80d1-4b77-9756-507805737bd7 · outbound

This paper cites an unresolved cited work.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Unresolved cited work

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:26.880551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79de4754-9140-4bc4-9a84-f0a730ddb742 · outbound

This paper cites online" 'onlinestring :=.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning online" 'onlinestring :=

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:26.884576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b5db088-4e9f-440a-b6a0-a018fd537a45 · outbound

This paper cites write newline.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning write newline

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:26.896315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.