Paper Citation Record · LEDGER

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance

As of 17 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 20 inbound Pith citation observations for arXiv:2502.08127.

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

pith.paper-citation-record.v1
2502.08127 v3

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T10:25:13.139724Z

measured 69 of 69 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 20 of 20 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:24:25.940521Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T09:57:56.188358Z

Reference resolution

49 of 49 outbound references displayed

verified exact0
verified fuzzy11
unresolved36
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fcd3c18e-7868-43a5-ab72-aa52d0f2a497 · outbound

This paper cites HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-08T10:25:12.923097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aceffca8-7855-4326-bb67-efa98033c3d4 · outbound

This paper cites What do neural networks learn in image classification? A frequency shortcut perspective.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance What do neural networks learn in image classification? A frequency shortcut perspective

Reference 2

Resolution: metadata mismatch; local_arxiv, observed 2026-08-08T10:25:13.913932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a26b6887-0520-4c9d-b70a-13099a1d0724 · outbound

This paper cites TheoremQA: A Theorem-driven Question Answering dataset.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance TheoremQA: A Theorem-driven Question Answering dataset

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-08T10:25:12.933343Z

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Observation 5ce949bb-0200-47d9-80a2-b5d7afa2198f · outbound

This paper cites FinQA: A Dataset of Numerical Reasoning over Financial Data.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance FinQA: A Dataset of Numerical Reasoning over Financial Data

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-08T10:25:12.938521Z

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Observation 4d171d87-e449-4cff-be35-1bba4440053c · outbound

This paper cites Finqa: A dataset of numerical reasoning over financial data, 2022.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance Finqa: A dataset of numerical reasoning over financial data, 2022

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-08T10:25:12.943300Z

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Observation 120191bc-4693-481d-aa87-79cb0c708e10 · outbound

This paper cites ConvFinQA: Exploring the Chain of Numerical Reasoning in Conversational Finance Question Answering.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance ConvFinQA: Exploring the Chain of Numerical Reasoning in Conversational Finance Question Answering

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-08T10:25:12.947776Z

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Observation f898fabc-fd5d-4165-b25e-2f940781ba14 · outbound

This paper cites Properties of moments of density for nonlocal mean field game equations with a quadratic cost function.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance Properties of moments of density for nonlocal mean field game equations with a quadratic cost function

Reference 7

Resolution: metadata mismatch; local_arxiv, observed 2026-08-08T10:25:13.849374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 77b8def4-ca93-4e24-a102-84533317c7a5 · outbound

This paper cites The Llama 3 Herd of Models.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance The Llama 3 Herd of Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-08T10:25:12.958540Z

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Observation 767a9e01-cd97-4a6c-b7a8-efe02da963b1 · outbound

This paper cites an unresolved cited work.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-08T10:25:14.142942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation ce4c994e-a787-4ada-8826-349ecc03ddfc · outbound

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

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-08T10:25:12.967405Z

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Observation f109825e-fbe9-4434-9f3f-e4a47f13e9c0 · outbound

This paper cites GPT-4o System Card.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance GPT-4o System Card

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-08T10:25:12.971991Z

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Observation c7a223d1-314e-45ae-b87f-12c92873ed52 · outbound

This paper cites OpenAI o1 System Card.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance OpenAI o1 System Card

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-08T10:25:12.976757Z

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Observation ba944c9b-5317-4c3a-8e31-5cab6ed9f35a · outbound

This paper cites Automate strategy finding with llm in quant investment.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance Automate strategy finding with llm in quant investment

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-08T10:25:12.981362Z

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Observation 4e1309a3-cdc6-4909-af4d-c5d51928ddc0 · outbound

This paper cites Bizbench: A quantitative reasoning benchmark for business and finance.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance Bizbench: A quantitative reasoning benchmark for business and finance

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:25:14.128439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 2e15e508-3b88-466a-87bb-1881e55bacb0 · outbound

This paper cites Efficient memory management for large language model serving with pagedattention.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance Efficient memory management for large language model serving with pagedattention

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-08T10:25:12.989803Z

Source-reported events for the cited work

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Observation 6ac1d63d-bc78-46a4-ada3-ec449e181772 · outbound

This paper cites Solving Quantitative Reasoning Problems with Language Models.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance Solving Quantitative Reasoning Problems with Language Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-08T10:25:12.994154Z

Source-reported events for the cited work

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Observation 8d364605-829e-46e2-a240-aea2647b6864 · outbound

This paper cites DeepSeek-V3 Technical Report.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance DeepSeek-V3 Technical Report

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-08T10:25:12.998707Z

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Observation 6bfc9aae-3f08-4516-a99a-490101942451 · outbound

This paper cites Findabench: Benchmarking financial data analysis ability of large language models.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance Findabench: Benchmarking financial data analysis ability of large language models

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:25:14.105461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 91273445-1cc4-44ad-a118-5227fa85c28c · outbound

This paper cites Fin-r1: A large language model for financial reasoning through reinforcement learning.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance Fin-r1: A large language model for financial reasoning through reinforcement learning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-08T10:25:13.007254Z

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Observation 1c805dae-c164-4439-9298-0f08e61d317c · outbound

This paper cites ReFT: Reasoning with Reinforced Fine-Tuning.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance ReFT: Reasoning with Reinforced Fine-Tuning

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-08T10:25:13.011848Z

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Observation e9e5bf75-ef88-4781-be72-5eb9e717153c · outbound

This paper cites Xbrl-math: A dataset for mathematical reasoning in financial reports.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance Xbrl-math: A dataset for mathematical reasoning in financial reports

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:25:14.090351Z

Source-reported events for the cited work

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Observation f262e3ac-2265-4077-9b49-88c47cce883a · outbound

This paper cites s1: Simple test-time scaling.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance s1: Simple test-time scaling

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-08T10:25:13.020642Z

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Observation 2446eef0-6b59-43fc-9596-b77f38a160d8 · outbound

This paper cites Training language models to follow instructions with human feedback.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance Training language models to follow instructions with human feedback

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-08T10:25:13.025266Z

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Observation 4b3fb579-5744-4735-bc5d-82168f1017b0 · outbound

This paper cites Plutus: Benchmarking Large Language Models in Low-Resource Greek Finance.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance Plutus: Benchmarking Large Language Models in Low-Resource Greek Finance

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-08T10:25:13.029838Z

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Observation 1276b870-ae81-44e8-bfc9-34f4eca5f24b · outbound

This paper cites EconLogicQA: A Question-Answering Benchmark for Evaluating Large Language Models in Economic Sequential Reasoning.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance EconLogicQA: A Question-Answering Benchmark for Evaluating Large Language Models in Economic Sequential Reasoning

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-08T10:25:13.034701Z

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Observation bfc0d728-8e93-461a-aad3-a3e441902707 · outbound

This paper cites Direct preference optimization: Your language model is secretly a reward model.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance Direct preference optimization: Your language model is secretly a reward model

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-08T10:25:13.039377Z

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Observation 1f182159-c23d-4c9a-810f-c2fec73fa632 · outbound

This paper cites Docfinqa: A long-context financial reasoning dataset.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance Docfinqa: A long-context financial reasoning dataset

Reference 27

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Observation fee76d21-6823-413e-b52b-f23c8fc92dc1 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance Proximal Policy Optimization Algorithms

Reference 28

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Source-reported events for the cited work

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Observation d3d9153f-2802-4f63-9aaa-a4b253b468b3 · outbound

This paper cites Evaluating llms’ mathematical reasoning in financial document question answering.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance Evaluating llms’ mathematical reasoning in financial document question answering

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:25:14.065578Z

Source-reported events for the cited work

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Observation 35c96d81-5e34-4029-b468-edaa857d42f6 · outbound

This paper cites Generalized Preference Optimization: A Unified Approach to Offline Alignment.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance Generalized Preference Optimization: A Unified Approach to Offline Alignment

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-08T10:25:13.056866Z

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Observation 787bcff5-055c-41df-a619-fd2029ce7498 · outbound

This paper cites Fincorpus.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance Fincorpus

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:25:14.050845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 655120bc-eaa8-458a-85af-f4eee249af97 · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 32

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Observation 5559e0d7-caee-4939-9dea-4be1cdf6c503 · outbound

This paper cites Openai o1-preview vs.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance Openai o1-preview vs

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:25:14.036211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation feefdd52-5693-410e-aac3-cf25830178dd · outbound

This paper cites Finnlp-fnp-llmfinlegal-2025 shared task: Regulations challenge.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance Finnlp-fnp-llmfinlegal-2025 shared task: Regulations challenge

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:25:14.021459Z

Source-reported events for the cited work

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Observation cc455428-cd85-480d-a9b1-10e9c0b86c8a · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance Chain-of-thought prompting elicits reasoning in large language models

Reference 35

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Observation c3e9a543-512f-4c6e-840b-54c6910c9d22 · outbound

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

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance BloombergGPT: A Large Language Model for Finance

Reference 36

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Observation 9ec341c0-f4b6-4762-9895-1cc9b016bb0a · outbound

This paper cites FinBen: A Holistic Financial Benchmark for Large Language Models.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance FinBen: A Holistic Financial Benchmark for Large Language Models

Reference 37

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Observation 250bf216-abca-438e-99b4-e20e2d8e3173 · outbound

This paper cites Pixiu: a large language model, instruction data and evaluation benchmark for finance.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance Pixiu: a large language model, instruction data and evaluation benchmark for finance

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:25:13.997879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 90a5ee19-cce3-4ce7-b28c-8edcc7647d8c · outbound

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

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance Open-FinLLMs: Open Multimodal Large Language Models for Financial Applications

Reference 39

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Observation ee2a1506-29a7-446d-bac1-0d119ac4b7b9 · outbound

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Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-08T10:25:13.100187Z

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Observation bc63aa77-b233-4133-a910-eaf60b8f6bfa · outbound

This paper cites Fingpt: Open-source financial large language models.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance Fingpt: Open-source financial large language models

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-08T10:25:13.104511Z

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Observation 9b8cb4fd-6169-4c20-8190-b11d9d6fb7d8 · outbound

This paper cites Finbert: A pre-trained financial language representation model for financial text mining.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance Finbert: A pre-trained financial language representation model for financial text mining

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:25:13.982746Z

Source-reported events for the cited work

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Observation 44cbdd43-41e0-4075-a4a9-840c9e7ea19d · outbound

This paper cites LIMO: Less is More for Reasoning.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance LIMO: Less is More for Reasoning

Reference 43

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This paper cites Automatic Prompt Augmentation and Selection with Chain-of-Thought from Labeled Data.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance Automatic Prompt Augmentation and Selection with Chain-of-Thought from Labeled Data

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-08T10:25:13.118011Z

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Observation b4cf071a-256d-42fb-b604-b5bc6b9659ff · outbound

This paper cites Docmath-eval: Evaluating math reasoning capabilities of llms in understanding long and specialized documents.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance Docmath-eval: Evaluating math reasoning capabilities of llms in understanding long and specialized documents

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-08T10:25:13.122774Z

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Observation 953e7c9a-3db6-4b75-a514-00f48adbafe7 · outbound

This paper cites Evaluation of openai o1: Opportunities and challenges of agi.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance Evaluation of openai o1: Opportunities and challenges of agi

Reference 46

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Observation 7b3a941e-1e4a-40ea-97dc-01cdf2069753 · outbound

This paper cites Tat-qa: A question answering benchmark on a hybrid of tabular and textual content in finance, 2021.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance Tat-qa: A question answering benchmark on a hybrid of tabular and textual content in finance, 2021

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:25:13.957693Z

Source-reported events for the cited work

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Observation 691a9829-e9a0-4f54-a1f0-5afa4b5b2f8f · outbound

This paper cites DianJin-R1: Evaluating and Enhancing Financial Reasoning in Large Language Models.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance DianJin-R1: Evaluating and Enhancing Financial Reasoning in Large Language Models

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-08T10:25:13.134919Z

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Observation b882ab46-eae3-46f7-94aa-aca6814e482a · outbound

This paper cites average share price.

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance average share price

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:25:13.943152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Pith citing papers

Observation d1a0d10f-2d3a-4c7b-aba7-fd9652281c48 · inbound

A Survey of Scaling in Large Language Model Reasoning cites this paper.

A Survey of Scaling in Large Language Model Reasoning Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance

Reference 158

Resolution: verified exact; arxiv_id, observed 2026-05-22T21:22:09.155983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 75c1d9ed-02d7-499e-9665-277014facd1c · inbound

DianJin-R1: Evaluating and Enhancing Financial Reasoning in Large Language Models cites this paper.

DianJin-R1: Evaluating and Enhancing Financial Reasoning in Large Language Models Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-16T11:24:25.940521Z

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Observation 62803551-bb0b-4d12-a4d0-c70e3993d522 · inbound

RoT: Enhancing Table Reasoning with Iterative Row-Wise Traversals cites this paper.

RoT: Enhancing Table Reasoning with Iterative Row-Wise Traversals Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:43.719023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36096a79-5bc0-4cc0-9025-870ba58816fd · inbound

FinTagging: Benchmarking LLMs for Extracting and Structuring Financial Information cites this paper.

FinTagging: Benchmarking LLMs for Extracting and Structuring Financial Information Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-22T02:25:56.184332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 484538ba-e022-4c90-a7d6-50b35e7c37a2 · inbound

Reasoning Like an Economist: Post-Training on Economic Problems Induces Strategic Generalization in LLMs cites this paper.

Reasoning Like an Economist: Post-Training on Economic Problems Induces Strategic Generalization in LLMs Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-07T12:06:27.524566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26346d10-ede7-4385-b77c-cba4908dcf92 · inbound

Multimodal Financial Foundation Models (MFFMs): Progress, Prospects, and Challenges cites this paper.

Multimodal Financial Foundation Models (MFFMs): Progress, Prospects, and Challenges Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-15T21:19:59.083227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf29e000-e8cd-4f8f-a9c3-61ec3c239f5c · inbound

VerIF: Verification Engineering for Reinforcement Learning in Instruction Following cites this paper.

VerIF: Verification Engineering for Reinforcement Learning in Instruction Following Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T04:43:20.106046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c405ff30-60a9-46fa-867a-61e075af17e0 · inbound

Assessing the Capabilities and Limitations of FinGPT Model in Financial NLP Applications cites this paper.

Assessing the Capabilities and Limitations of FinGPT Model in Financial NLP Applications Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T19:50:40.793490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c9a9131-64a4-40f3-8ba5-0df73080e57c · inbound

Agentar-Fin-R1: Enhancing Financial Intelligence through Domain Expertise, Training Efficiency, and Advanced Reasoning cites this paper.

Agentar-Fin-R1: Enhancing Financial Intelligence through Domain Expertise, Training Efficiency, and Advanced Reasoning Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T15:07:38.800437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96aa7d82-c06a-4931-8783-33b942faa17c · inbound

FinAuditing: A Financial Taxonomy-Structured Multi-Document Benchmark for Evaluating LLMs cites this paper.

FinAuditing: A Financial Taxonomy-Structured Multi-Document Benchmark for Evaluating LLMs Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-21T21:04:21.669176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 0627bc05-1d7e-48cf-b61e-3946e2d93977 · inbound

Fin-RATE: A Real-world Financial Analytics and Tracking Evaluation Benchmark for LLMs on SEC Filings cites this paper.

Fin-RATE: A Real-world Financial Analytics and Tracking Evaluation Benchmark for LLMs on SEC Filings Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-03T03:44:36.318208Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01edf301-4ce0-48aa-a2a8-7f78d0a5fd4c · inbound

Conv-FinRe: A Conversational and Longitudinal Benchmark for Utility-Grounded Financial Recommendation cites this paper.

Conv-FinRe: A Conversational and Longitudinal Benchmark for Utility-Grounded Financial Recommendation Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-05-21T12:20:06.810665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a3fa1928-b25e-4677-8e99-41752cfed270 · inbound

MFMDQwen: Multilingual Financial Misinformation Detection Based on Large Language Model cites this paper.

MFMDQwen: Multilingual Financial Misinformation Detection Based on Large Language Model Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance

Reference 42

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T12:31:07.746215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 96f88d07-347b-4f53-9291-f623339c025c · inbound

JUDO: A Juxtaposed Domain-Oriented Multimodal Reasoner for Industrial Anomaly QA cites this paper.

JUDO: A Juxtaposed Domain-Oriented Multimodal Reasoner for Industrial Anomaly QA Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance

Reference 36

Resolution: metadata mismatch; arxiv_id, observed 2026-05-21T07:54:02.794430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 2f260c35-b904-4877-81fc-a6b597dc6cfa · inbound

Reasoning through Verifiable Forecast Actions: Consistency-Grounded RL for Financial LLMs cites this paper.

Reasoning through Verifiable Forecast Actions: Consistency-Grounded RL for Financial LLMs Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-22T07:16:12.931646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 8705e8b9-ee7f-4bbb-a2d8-258701de8f5f · inbound

StakeBench: Evaluating Language Understanding Grounded in Market Commitment cites this paper.

StakeBench: Evaluating Language Understanding Grounded in Market Commitment Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-06-29T21:43:58.611807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 1f7f8fed-13f4-49c0-9b17-cb9066cd286e · inbound

AUDITFLOW: Executable Symbolic Environments for Structured Financial Reporting Verification cites this paper.

AUDITFLOW: Executable Symbolic Environments for Structured Financial Reporting Verification Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance

Reference 75

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T02:36:26.329297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 90f3d3df-278d-4fe8-be3e-431a03597e67 · inbound

MoCA-Agent: A Market-of-Claims Code Agent for Financial and Numerical Reasoning cites this paper.

MoCA-Agent: A Market-of-Claims Code Agent for Financial and Numerical Reasoning Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance

Reference 36

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T09:57:56.189747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 3cd02a11-6cbd-4583-a25c-b41b30dd1026 · inbound

CLExEval: A Human-in-the-Loop Framework for Qualitative Evaluation of LLM Clinical Reasoning cites this paper.

CLExEval: A Human-in-the-Loop Framework for Qualitative Evaluation of LLM Clinical Reasoning Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance

Reference 102

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T10:25:41.543002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 0428d130-e587-457f-8628-4a16b3509635 · inbound

DataPrep-Bench: Benchmarking LLMs as Training Data Preparators cites this paper.

DataPrep-Bench: Benchmarking LLMs as Training Data Preparators Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:29.395146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.