Paper Citation Record · LEDGER

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design

As of 19 August 2026, this Paper Citation Record lists 90 of 90 outbound references and 2 inbound Pith citation observations for arXiv:2506.13066.

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

pith.paper-citation-record.v1
2506.13066 v1

Coverage vector

measured 90 of 90 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:40:47.683070Z

measured 92 of 92 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T23:21:13.094390Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

90 of 90 outbound references displayed

verified exact0
verified fuzzy14
unresolved75
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f8734f7f-16d0-4b7f-90a1-e8972e130581 · outbound

This paper cites LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:38.687479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb1f7641-dbd7-44bf-8848-bd069ce13c85 · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:38.735583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a78ad694-eef0-48e6-837e-bb15723802a8 · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:38.813254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3bf32d7-b836-46ce-a175-876459eb3d11 · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:38.844578Z

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Observation fe3ef2d6-b5e6-4880-a0cf-b32dfcccf38f · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:38.874121Z

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Observation 3915ba7c-e830-4b8f-b0a8-d5dba49a442e · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:38.941889Z

Source-reported events for the cited work

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Observation bbc8708a-b0b0-4066-8c6d-09281c42a0e0 · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:38.990607Z

Source-reported events for the cited work

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Observation c15b53fc-ea03-40b3-827a-eb6814687336 · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:39.048097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07711c6a-68e9-4b1c-bc3d-db5ef1d42216 · outbound

This paper cites Donahue, P.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Donahue, P

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:39.111867Z

Source-reported events for the cited work

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Observation 51049e61-aade-4320-af22-67494f9dc8bb · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:39.149958Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5c69c2f-e385-4473-a0dc-0c054f34e641 · outbound

This paper cites Mitra, L.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Mitra, L

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:39.203028Z

Source-reported events for the cited work

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Observation 19457f6f-d3cf-4ce6-97a3-9d8c5ed87bc4 · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:40:56.458908Z

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 20341545-5578-4389-aa01-c2aca75dc7b0 · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:40:56.197401Z

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 71190f44-cd8e-4eb9-995d-5ae16d257ffd · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:40:55.938690Z

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 a8c75321-9728-4a70-9c9b-776acec64aa6 · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:40:55.646327Z

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 99a4d55f-99e6-4c3d-b3be-636c5a983fa5 · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:40:55.409499Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2576bb23-339a-4957-883e-af32eab5a638 · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:40:55.055892Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation eb3abe0a-b2fa-49d7-ac60-f7dfa89782c3 · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:40:54.781872Z

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 8804053d-d1c8-440e-ba94-7b3f31798361 · outbound

This paper cites MM-REACT: Prompting ChatGPT for Multimodal Reasoning and Action.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design MM-REACT: Prompting ChatGPT for Multimodal Reasoning and Action

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:39.633844Z

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Unavailable: canonical work link unavailable.

Observation 54434799-4aa5-41f6-aa5a-06f9b28a1055 · outbound

This paper cites ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:39.693789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf1e2d12-db7b-4cad-a419-83be17946170 · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:40:54.499604Z

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 0d6e90d2-1104-498d-8069-2e2e4fe1e897 · outbound

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

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:39.964620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 824023c0-625e-448b-a72b-e5d5cb7d259b · outbound

This paper cites SRPO: A Cross-Domain Implementation of Large-Scale Reinforcement Learning on LLM.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design SRPO: A Cross-Domain Implementation of Large-Scale Reinforcement Learning on LLM

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:40.069218Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 822e85af-b74d-4cbe-8011-983260eafac0 · outbound

This paper cites Skywork R1V2: Multimodal Hybrid Reinforcement Learning for Reasoning.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Skywork R1V2: Multimodal Hybrid Reinforcement Learning for Reasoning

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:40.201848Z

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Observation e58ef32d-61b3-4a67-bba3-05a0c7d124eb · outbound

This paper cites VisualPRM: An Effective Process Reward Model for Multimodal Reasoning.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:40.281992Z

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Observation 8809531c-3f7a-4032-8af3-4ab46ef679fb · outbound

This paper cites EchoInk-R1: Exploring Audio-Visual Reasoning in Multimodal LLMs via Reinforcement Learning.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design EchoInk-R1: Exploring Audio-Visual Reasoning in Multimodal LLMs via Reinforcement Learning

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:40.398754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ae2b10a-5957-4925-be14-0484ce36b0f2 · outbound

This paper cites R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:40.500992Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 467cf950-fb7f-4abe-a91a-427361e291cb · outbound

This paper cites Qwen Technical Report.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Qwen Technical Report

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:40.605357Z

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Observation 5cfbaf2b-6fd2-49c0-b328-d7c0f2fb1e8f · outbound

This paper cites The Llama 3 Herd of Models.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design The Llama 3 Herd of Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:40.846790Z

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Observation 4b1a082f-1c50-4e31-8b52-59cbe4dafb4c · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Gemini: A Family of Highly Capable Multimodal Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:41.006077Z

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Unavailable: canonical work link unavailable.

Observation 1e931f0c-4730-4a9a-b1bf-3a2acf6505fd · outbound

This paper cites BloombergGPT: A Large Language Model for Finance.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design BloombergGPT: A Large Language Model for Finance

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:41.094414Z

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Observation b7824ac6-5edc-48df-8c1a-ce0315586779 · outbound

This paper cites FinGPT: Instruction Tuning Benchmark for Open-Source Large Language Models in Financial Datasets.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design FinGPT: Instruction Tuning Benchmark for Open-Source Large Language Models in Financial Datasets

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:41.214475Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50228d82-7fa9-4d56-8c79-f2c84347e2af · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:40:54.177546Z

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 a9955ad2-8e47-47e8-8951-69aa4e06041c · outbound

This paper cites CFGPT: Chinese Financial Assistant with Large Language Model.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design CFGPT: Chinese Financial Assistant with Large Language Model

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:41.542807Z

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Observation 42564f46-25f4-4f7f-bbbe-d7a7ea66f6df · outbound

This paper cites DISC-FinLLM: A Chinese Financial Large Language Model based on Multiple Experts Fine-tuning.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design DISC-FinLLM: A Chinese Financial Large Language Model based on Multiple Experts Fine-tuning

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:41.685280Z

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Observation c9149489-c6eb-41e4-8027-ca79b1de28ef · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:40:53.802676Z

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 c14812eb-6ada-4d4e-92eb-4a8d394e05cf · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:41.935190Z

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Observation aa0ca196-6a41-4f72-9162-28572a39a5eb · outbound

This paper cites GPT-4 Technical Report.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design GPT-4 Technical Report

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:42.009159Z

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Observation cd901575-19b9-4530-942b-50bfbb8ceffc · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:42.186363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 599ce35e-7e0a-4a32-adcf-217c835ff979 · outbound

This paper cites BBT-Fin: Comprehensive Construction of Chinese Financial Domain Pre-trained Language Model, Corpus and Benchmark.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design BBT-Fin: Comprehensive Construction of Chinese Financial Domain Pre-trained Language Model, Corpus and Benchmark

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:42.318721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37876ec2-c7dd-4c0a-9f66-6e00636fb526 · outbound

This paper cites FinEval: A Chinese Financial Domain Knowledge Evaluation Benchmark for Large Language Models.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design FinEval: A Chinese Financial Domain Knowledge Evaluation Benchmark for Large Language Models

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:42.423762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 368b79ad-531d-43cc-9132-731873f30f02 · outbound

This paper cites INVESTORBENCH: A Benchmark for Financial Decision-Making Tasks with LLM-based Agent.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design INVESTORBENCH: A Benchmark for Financial Decision-Making Tasks with LLM-based Agent

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:42.544819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cefea0d8-074a-4622-a7d0-a4ba18e8f20a · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:40:53.496412Z

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 2c42c7f1-dfce-421a-85cc-31b5fae23bb7 · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:42.833369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 997ec045-a872-4d86-b2e3-195b8f5a5116 · outbound

This paper cites SuperCLUE-Fin: Graded Fine-Grained Analysis of Chinese LLMs on Diverse Financial Tasks and Applications.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design SuperCLUE-Fin: Graded Fine-Grained Analysis of Chinese LLMs on Diverse Financial Tasks and Applications

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:42.963408Z

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Unavailable: canonical work link unavailable.

Observation 3a07dbaf-aacc-4f2d-a9e8-41fb11d46a55 · outbound

This paper cites Openfindata: The open-source financial evaluation dataset for large language models, 2023.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Openfindata: The open-source financial evaluation dataset for large language models, 2023

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:43.092642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f8c96c7-ec65-4a22-907e-ba96c5ab61c3 · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:40:53.286121Z

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 fe48979a-fed5-42de-a991-10c1c740e410 · outbound

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

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design MME-Finance: A Multimodal Finance Benchmark for Expert-level Understanding and Reasoning

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:43.360182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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This paper cites Yizhao-findataset, 2024.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Yizhao-findataset, 2024

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:40:53.228206Z

Source-reported events for the cited work

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Observation 7e56c69f-12f5-488a-92d7-db9394be129b · outbound

This paper cites DeepSeek-V3 Technical Report.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design DeepSeek-V3 Technical Report

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:43.667497Z

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Unavailable: canonical work link unavailable.

Observation f9c3edea-35a9-4162-b838-35d5b9a1d138 · outbound

This paper cites Qwen2.5-VL Technical Report.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Qwen2.5-VL Technical Report

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:43.782230Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be990288-aff6-4092-8cda-09f12f1e200e · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:43.929031Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa9ec9c4-cc0d-4b65-82b8-229084d49058 · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:44.046529Z

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Unavailable: canonical work link unavailable.

Observation 5d5ef303-6b97-49a9-8e0c-19e69684f94e · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:40:53.103081Z

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 b4912593-1ddf-471c-b64a-97168105326d · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:40:52.986967Z

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 46483a8e-7ecd-4420-b4b8-1ecb861a148f · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:40:52.858256Z

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 0181442a-8501-4898-b55b-35b3823b9d68 · outbound

This paper cites Jiang, Y.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Jiang, Y

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:40:52.749427Z

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 c32273ed-88ff-4ca1-8e8b-0119845fdebc · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:40:52.623024Z

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 d48ffa35-9c95-44ba-942d-fc59f4d20e72 · outbound

This paper cites Bansal, T.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Bansal, T

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:40:52.487007Z

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 9fd78c66-c562-4e38-b767-a3657c073e5f · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 60

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:40:52.362217Z

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 444cbf9e-1acc-4103-bf2c-c7efc305abfc · outbound

This paper cites FAMMA: A Benchmark for Financial Domain Multilingual Multimodal Question Answering.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design FAMMA: A Benchmark for Financial Domain Multilingual Multimodal Question Answering

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:44.813313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b9180e6-9f14-4409-ae79-c684c792a6f3 · outbound

This paper cites Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:44.924178Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c36a04c-7047-4cb4-9683-25d6a2517495 · outbound

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

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design MiniCPM-V: A GPT-4V Level MLLM on Your Phone

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:45.009137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9262846f-4729-4b95-9840-9a34482e2f07 · outbound

This paper cites IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:45.071365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7fff6ed-8fed-4e5a-8571-1f505ec60ac6 · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 65

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:40:52.244582Z

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 d8138fb7-3221-4a4e-b082-4332b4d50a46 · outbound

This paper cites PMC-VQA: Visual Instruction Tuning for Medical Visual Question Answering.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design PMC-VQA: Visual Instruction Tuning for Medical Visual Question Answering

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:45.245668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 404cf2ee-cf44-477e-ad5e-f711424f194e · outbound

This paper cites Bagal, R.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Bagal, R

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:40:52.122310Z

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 1c1c7cfb-783d-4f56-a472-3b1a2373e1b6 · outbound

This paper cites Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:45.415945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd8874ad-49d1-4c91-8b2b-745860f56c1d · outbound

This paper cites Natarajan, M.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Natarajan, M

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:40:51.992425Z

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 93a82d21-6b31-4390-aad6-ac95b4a330e6 · outbound

This paper cites Salvato, E.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Salvato, E

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:40:51.820060Z

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 6b69dc2f-df8f-45f3-b32c-f47223ef636b · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 71

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:40:51.670114Z

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 21af380d-fd2b-42de-a46b-ea4fb3eb0509 · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 72

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:40:51.507449Z

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 21df6452-d528-40c2-a704-1af69bfc4ebb · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 73

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:40:51.364867Z

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 71acfd56-74af-4cb9-94b0-337bba05b8b5 · outbound

This paper cites Mishra, T.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Mishra, T

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:40:51.181588Z

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 1e935814-bc2d-493d-a48e-14c822c303ea · outbound

This paper cites Ganguly, M.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Ganguly, M

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:40:51.018751Z

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 0e42f6d0-82b9-4425-8c0b-88bffd28bb0e · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 76

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:40:50.871526Z

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 8ff385c6-e4b9-40a4-af6a-e236b3ae9cd8 · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 77

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:40:50.667729Z

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 1e2056c9-d9e3-42a9-8752-b1476b79ce48 · outbound

This paper cites Price, S.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Price, S

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:40:50.473779Z

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 98d390f2-e6f9-4947-8cf5-b2d2ea00a2ac · outbound

This paper cites Agrawal, J.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Agrawal, J

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:40:50.286786Z

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 f434cbfd-8a34-4195-8655-fc79f13a4d4e · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 80

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:40:50.102416Z

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 85f50133-fe82-43b8-ac06-cd9e512af2f0 · outbound

This paper cites Palzer, J.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Palzer, J

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:40:49.896394Z

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 baa48ba5-99e4-46af-9fea-2731e29d4ac5 · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 82

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:40:49.675586Z

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 96a1322c-1308-45ea-921b-711bc19a22f2 · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 83

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:40:49.497155Z

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 64220f00-03ce-4a61-8750-c8983a4a31c4 · outbound

This paper cites Hajishirzi, A.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Hajishirzi, A

Reference 84

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:40:49.243544Z

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 04c94780-f903-44a1-811f-6c40ec8063e4 · outbound

This paper cites CLEVR-Math: A Dataset for Compositional Language, Visual and Mathematical Reasoning.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design CLEVR-Math: A Dataset for Compositional Language, Visual and Mathematical Reasoning

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:47.123875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7996243-24b2-4733-b9c9-959a7fe87219 · outbound

This paper cites an unresolved cited work.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Unresolved cited work

Reference 86

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:40:49.043080Z

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 56be3fa7-b6ab-443f-a80e-fa3baf49815f · outbound

This paper cites Junting, W.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Junting, W

Reference 87

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:40:48.837866Z

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 abf17c52-037d-4171-8d1d-8c02a755db2d · outbound

This paper cites HybridFlow: A Flexible and Efficient RLHF Framework.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design HybridFlow: A Flexible and Efficient RLHF Framework

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:47.481417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4542b9a3-774f-46d8-9bee-eb194d897d7d · outbound

This paper cites Gurevych.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design Gurevych

Reference 89

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:40:48.627579Z

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 f1851af0-9a7f-4a13-b282-2e75fe9495ca · outbound

This paper cites A. content.

FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design A. content

Reference 90

Resolution: malformed identifier; raw_fallback, observed 2026-08-07T00:40:47.911754Z

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.

Pith citing papers

Observation 678ceff8-d7e5-4de1-a561-a074c22bfc43 · inbound

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models cites this paper.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design

Reference 227

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:13.094390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2eb26bcc-b07d-4fa4-8302-1821744e6cc4 · 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 FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T00:48:03.126880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.