Paper Citation Record · LEDGER

PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 39 inbound Pith citation observations for arXiv:2306.05443.

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

pith.paper-citation-record.v1
2306.05443 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 39 of 39 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T17:40:15.265078Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T15:39:57.064029Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 756443a0-370c-4564-8562-1f248c4256cc · inbound

LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods cites this paper.

LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 257

Resolution: verified exact; arxiv_id, observed 2026-05-11T23:08:35.729084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 30f7936b-2ae8-4194-8854-f003cca4c593 · inbound

Retrieval-augmented Large Language Models for Financial Time Series Forecasting cites this paper.

Retrieval-augmented Large Language Models for Financial Time Series Forecasting PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-08T17:40:15.265078Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92307a1f-10fa-4393-b070-a33754457e0b · inbound

Predicting Liquidity-Aware Bond Yields using Causal GANs and Deep Reinforcement Learning with LLM Evaluation cites this paper.

Predicting Liquidity-Aware Bond Yields using Causal GANs and Deep Reinforcement Learning with LLM Evaluation PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-05-23T02:55:19.655853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a5af6915-3164-4596-98e2-988d0cfbb9ba · inbound

Bridging Language Models and Financial Analysis cites this paper.

Bridging Language Models and Financial Analysis PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 108

Resolution: verified exact; arxiv_id, observed 2026-05-23T01:12:20.807884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5e0dbc06-f60f-4059-8df8-6305468b6a8d · inbound

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

FinTagging: Benchmarking LLMs for Extracting and Structuring Financial Information PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-05-22T02:25:56.151915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f167191e-7194-44be-8779-59bf35bf3526 · inbound

TabReason: A Reinforcement Learning-Enhanced Reasoning LLM for Explainable Tabular Data Prediction cites this paper.

TabReason: A Reinforcement Learning-Enhanced Reasoning LLM for Explainable Tabular Data Prediction PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T13:28:15.714435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 062be120-5b83-484a-bd10-8f561181ae6e · inbound

PulseReddit: A Novel Reddit Dataset for Benchmarking MAS in High-Frequency Cryptocurrency Trading cites this paper.

PulseReddit: A Novel Reddit Dataset for Benchmarking MAS in High-Frequency Cryptocurrency Trading PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T10:57:11.390841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 260afb47-a802-4b86-a696-9b321ae82859 · inbound

Interpretable LLMs for Credit Risk: A Systematic Review and Taxonomy cites this paper.

Interpretable LLMs for Credit Risk: A Systematic Review and Taxonomy PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-07T10:58:09.678588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 532d6054-2f08-4efb-9e5e-b0c2ba87cc94 · inbound

From Time Series Analysis to Question Answering: A Survey in the LLM Era cites this paper.

From Time Series Analysis to Question Answering: A Survey in the LLM Era PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 111

Resolution: verified exact; arxiv_id, observed 2026-05-19T09:32:15.827880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 334ea039-c062-4d5d-a793-26a3e95ce4b2 · inbound

Domain Specific Benchmarks for Evaluating Multimodal Large Language Models cites this paper.

Domain Specific Benchmarks for Evaluating Multimodal Large Language Models PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 147

Resolution: unresolved; no resolver link, observed 2026-08-07T00:39:42.191691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 015cc8c0-345c-45d6-8f7a-578d5c23c810 · inbound

Enterprise Large Language Model Evaluation Benchmark cites this paper.

Enterprise Large Language Model Evaluation Benchmark PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T22:56:31.976188Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58fa0fc6-ae4b-4eeb-bbba-9288718297b1 · 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 PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-06T19:50:40.852734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a6be9af-1915-402d-864a-2c3f6c4b136c · inbound

FinTeam: A Multi-Agent Collaborative Intelligence System for Comprehensive Financial Scenarios cites this paper.

FinTeam: A Multi-Agent Collaborative Intelligence System for Comprehensive Financial Scenarios PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T20:02:14.234625Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e0987c3-e8f9-40ce-a5cc-7f1ce8c0c2d4 · 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 PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T15:07:39.410991Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 006bd1f7-b888-4ac5-9ef7-37e02859a1c3 · inbound

FRED: Financial Retrieval-Enhanced Detection and Editing of Hallucinations in Language Models cites this paper.

FRED: Financial Retrieval-Enhanced Detection and Editing of Hallucinations in Language Models PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T13:10:37.597774Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d80aa64-9337-4403-b5d1-2868fd15aa45 · inbound

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches cites this paper.

Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-05T14:21:49.069345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b41e5f0-059c-482b-bd3b-dc5716e2623d · inbound

AgenticEval: Toward Agentic and Self-Evolving Safety Evaluation of Large Language Models cites this paper.

AgenticEval: Toward Agentic and Self-Evolving Safety Evaluation of Large Language Models PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 13

Resolution: metadata mismatch; arxiv_id, observed 2026-05-18T12:36:22.473371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 88146e96-87ed-4902-bd05-f21edeca6e85 · 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 PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-21T21:04:21.632296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5e084897-7769-4419-9926-8d214409c344 · inbound

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation cites this paper.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 67

Resolution: verified exact; arxiv_id, observed 2026-05-15T14:25:55.543006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 995606a1-c0d0-4361-8625-44de8978c9f4 · inbound

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation cites this paper.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 67

Resolution: unresolved; no resolver link, observed 2026-07-15T12:17:47.123519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 967052a9-c261-4408-b534-99e3bcc3e39d · inbound

SysTradeBench: An Iterative Build-Test-Patch Benchmark for Strategy-to-Code Trading Systems with Drift-Aware Diagnostics cites this paper.

SysTradeBench: An Iterative Build-Test-Patch Benchmark for Strategy-to-Code Trading Systems with Drift-Aware Diagnostics PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-10T22:50:49.362122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b2371712-82e7-401f-8458-8b8b2cbeaa37 · inbound

SAGE: A Service Agent Graph-guided Evaluation Benchmark cites this paper.

SAGE: A Service Agent Graph-guided Evaluation Benchmark PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 58

Resolution: verified exact; arxiv_id, observed 2026-05-11T08:21:00.917773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3a4baa1e-a633-4dae-ba9b-c685eabef624 · inbound

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

MFMDQwen: Multilingual Financial Misinformation Detection Based on Large Language Model PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 48

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T12:31:07.779481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3441b18b-a003-485a-8c0e-1f89243e7bfb · inbound

Cross-Stock Predictability via LLM-Augmented Semantic Networks cites this paper.

Cross-Stock Predictability via LLM-Augmented Semantic Networks PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 10

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T13:36:10.315266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e0711597-3dd0-468e-bb4d-076d9af54e9d · inbound

From Hypotheses to Factors: Constrained LLM Agents in Cryptocurrency Markets cites this paper.

From Hypotheses to Factors: Constrained LLM Agents in Cryptocurrency Markets PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-12T09:11:27.223918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e2c013cf-c41d-4b37-a65c-a6e5805b14c7 · inbound

Strat-LLM: Stratified Strategy Alignment for LLM-based Stock Trading with Real-time Multi-Source Signals cites this paper.

Strat-LLM: Stratified Strategy Alignment for LLM-based Stock Trading with Real-time Multi-Source Signals PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-11T19:56:08.526839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2e92d999-0121-4faa-9c96-aaed974c3ddb · inbound

Fin-Bias: Comprehensive Evaluation for LLM Decision-Making under human bias in Finance Domain cites this paper.

Fin-Bias: Comprehensive Evaluation for LLM Decision-Making under human bias in Finance Domain PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 79

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T02:16:15.754059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f76c4b25-43aa-4ef8-a631-817fc1c6e7b2 · inbound

FINESSE-Bench: A Hierarchical Benchmark Suite for Financial Domain Knowledge and Technical Analysis in Large Language Models cites this paper.

FINESSE-Bench: A Hierarchical Benchmark Suite for Financial Domain Knowledge and Technical Analysis in Large Language Models PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-19T14:32:36.132356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e45a9cb3-c7d2-4c16-a0bc-e4e795093165 · inbound

FINESSE-Bench: A Hierarchical Benchmark Suite for Financial Domain Knowledge and Technical Analysis in Large Language Models cites this paper.

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-25T05:45:23.446895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0f5f06a0-6155-4288-acf3-41d91a0fa3e6 · inbound

DarkForest: Less Talk, Higher Accuracy for Multi-Agent LLMs cites this paper.

DarkForest: Less Talk, Higher Accuracy for Multi-Agent LLMs PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 4

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T10:54:36.569382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 60f17c0b-3dac-4ba3-a4f8-aeabae54f931 · 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 PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 38

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T09:57:56.186634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7346a150-53ac-454a-965c-8b83252951ff · inbound

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation cites this paper.

FlexServe: A Fast and Secure LLM Serving System for Mobile Devices with Flexible Resource Isolation PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 73

Resolution: verified exact; arxiv_id, observed 2026-07-04T11:39:46.605693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 05ee6d47-48ac-41db-90bb-656dcafb720a · inbound

OpenFinGym: A Verifiable Multi-Task Gym Environment for Evaluating Quant Agents cites this paper.

OpenFinGym: A Verifiable Multi-Task Gym Environment for Evaluating Quant Agents PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 41

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T15:39:57.065370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d8f8d638-70cb-4cde-972c-ab6d91693a70 · inbound

A Three-Phase Foundation Model for Tax-Aware Personalized Portfolio Management cites this paper.

A Three-Phase Foundation Model for Tax-Aware Personalized Portfolio Management PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-07-01T13:05:45.563286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5723d133-5244-483d-bded-e7b290da15b4 · inbound

A Three-Phase Foundation Model for Tax-Aware Personalized Portfolio Management cites this paper.

A Three-Phase Foundation Model for Tax-Aware Personalized Portfolio Management PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-12T10:26:28.269588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7468c30f-29c1-47ba-ae8d-cb34a3ae096a · inbound

A Three-Phase Foundation Model for Tax-Aware Personalized Portfolio Management cites this paper.

A Three-Phase Foundation Model for Tax-Aware Personalized Portfolio Management PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T09:29:19.698919Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9eab205f-43a3-4f1c-abe1-5af123cb5900 · 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 PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 81

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T10:25:41.534881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3b948b71-47ba-4cf8-9081-b6cd4c71b360 · inbound

Language-Routed RAG and Direct Option Scoring for Multilingual Financial QA: DS@GT at FinMMEval cites this paper.

Language-Routed RAG and Direct Option Scoring for Multilingual Financial QA: DS@GT at FinMMEval PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T04:28:56.464068Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ed05c35-bfb4-471c-a5f1-ea82dc355a27 · inbound

Can Large Language Models Execute Parent Orders? cites this paper.

Can Large Language Models Execute Parent Orders? PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-31T08:15:26.246422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.