Paper Citation Record · LEDGER

Mars-PO: Multi-Agent Reasoning System Preference Optimization

As of 13 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 3 inbound Pith citation observations for arXiv:2411.19039.

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

pith.paper-citation-record.v1
2411.19039 v1

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T10:39:36.971073Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T00:51:18.786861Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T22:47:25.851906Z

Reference resolution

30 of 30 outbound references displayed

verified exact0
verified fuzzy0
unresolved30
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 44978676-6343-4ace-ac84-4735b30733d9 · outbound

This paper cites online" 'onlinestring :=.

Mars-PO: Multi-Agent Reasoning System Preference Optimization online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-12T10:39:36.844729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe1978fb-381b-4230-a4f3-3abbd91516c3 · outbound

This paper cites write newline.

Mars-PO: Multi-Agent Reasoning System Preference Optimization write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-12T10:39:36.849582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b69d1bd1-275c-4047-8019-3f99d87201af · outbound

This paper cites Llemma: An Open Language Model For Mathematics.

Mars-PO: Multi-Agent Reasoning System Preference Optimization Llemma: An Open Language Model For Mathematics

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-12T10:39:36.853722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2e3ab6e-0316-465f-9de5-6442ec872262 · outbound

This paper cites Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks.

Mars-PO: Multi-Agent Reasoning System Preference Optimization Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-12T10:39:36.858175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c76c731-d74f-4767-b21a-cd4ce34a847c · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Mars-PO: Multi-Agent Reasoning System Preference Optimization Training Verifiers to Solve Math Word Problems

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-12T10:39:36.862423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bc2d494-1f8e-4a1e-bdd4-cccab19ecc91 · outbound

This paper cites an unresolved cited work.

Mars-PO: Multi-Agent Reasoning System Preference Optimization Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-12T10:39:36.866310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90534f5e-f1eb-4eda-bd20-e0875d954a79 · outbound

This paper cites ToRA: A Tool-Integrated Reasoning Agent for Mathematical Problem Solving.

Mars-PO: Multi-Agent Reasoning System Preference Optimization ToRA: A Tool-Integrated Reasoning Agent for Mathematical Problem Solving

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-12T10:39:36.871101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bdafeecc-3b85-4da4-a92d-de7193ada97d · outbound

This paper cites Measuring Mathematical Problem Solving With the MATH Dataset.

Mars-PO: Multi-Agent Reasoning System Preference Optimization Measuring Mathematical Problem Solving With the MATH Dataset

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-12T10:39:36.875004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da187040-5038-43de-a5f9-d2fffd4447d7 · outbound

This paper cites Learning Planning-based Reasoning by Trajectories Collection and Process Reward Synthesizing.

Mars-PO: Multi-Agent Reasoning System Preference Optimization Learning Planning-based Reasoning by Trajectories Collection and Process Reward Synthesizing

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-12T10:39:36.879146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90bd06fd-699c-4981-a096-0ddeb21a5be2 · outbound

This paper cites Step-DPO: Step-wise Preference Optimization for Long-chain Reasoning of LLMs.

Mars-PO: Multi-Agent Reasoning System Preference Optimization Step-DPO: Step-wise Preference Optimization for Long-chain Reasoning of LLMs

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-12T10:39:36.883872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aea2ab23-3e97-4f52-8a6c-2a852797e6cc · outbound

This paper cites MathGenie: Generating Synthetic Data with Question Back-translation for Enhancing Mathematical Reasoning of LLMs.

Mars-PO: Multi-Agent Reasoning System Preference Optimization MathGenie: Generating Synthetic Data with Question Back-translation for Enhancing Mathematical Reasoning of LLMs

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-12T10:39:36.887300Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 092308c8-8fbf-432d-a907-950982865d6b · outbound

This paper cites Step-Controlled DPO: Leveraging Stepwise Error for Enhanced Mathematical Reasoning.

Mars-PO: Multi-Agent Reasoning System Preference Optimization Step-Controlled DPO: Leveraging Stepwise Error for Enhanced Mathematical Reasoning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-12T10:39:36.892177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbba573a-fd9e-4537-a313-a3d9919ee766 · outbound

This paper cites WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct.

Mars-PO: Multi-Agent Reasoning System Preference Optimization WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-12T10:39:36.896228Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5196a5bb-39d1-4d20-88ca-3d17f19d2bbb · outbound

This paper cites Iterative Reasoning Preference Optimization.

Mars-PO: Multi-Agent Reasoning System Preference Optimization Iterative Reasoning Preference Optimization

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-12T10:39:36.900256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c7ce10d-34d5-4ea7-a7b7-f48b5feb2f5a · outbound

This paper cites an unresolved cited work.

Mars-PO: Multi-Agent Reasoning System Preference Optimization Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-12T10:39:37.256819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 862f3825-faaa-4363-ac4d-35ecea58e809 · outbound

This paper cites an unresolved cited work.

Mars-PO: Multi-Agent Reasoning System Preference Optimization Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-12T10:39:36.908574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c753632-aed5-457f-9e7c-86c04c976b40 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Mars-PO: Multi-Agent Reasoning System Preference Optimization Proximal Policy Optimization Algorithms

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-12T10:39:36.912463Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fca0c12-0183-414e-8c32-758177f048b7 · outbound

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

Mars-PO: Multi-Agent Reasoning System Preference Optimization DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-12T10:39:36.917079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7338620b-1acc-47d1-be50-6ee3f5322206 · outbound

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

Mars-PO: Multi-Agent Reasoning System Preference Optimization LLaMA: Open and Efficient Foundation Language Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-12T10:39:36.921843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b8ff6cf-443f-466f-ade9-ed8745ad3009 · outbound

This paper cites MathCoder: Seamless Code Integration in LLMs for Enhanced Mathematical Reasoning.

Mars-PO: Multi-Agent Reasoning System Preference Optimization MathCoder: Seamless Code Integration in LLMs for Enhanced Mathematical Reasoning

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-12T10:39:36.927288Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5b6f45e-af7c-439c-9150-1561a4ece9ba · outbound

This paper cites MathPile: A Billion-Token-Scale Pretraining Corpus for Math.

Mars-PO: Multi-Agent Reasoning System Preference Optimization MathPile: A Billion-Token-Scale Pretraining Corpus for Math

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-12T10:39:36.932384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3b16405-76e5-4512-84d3-52bc351c91b2 · outbound

This paper cites an unresolved cited work.

Mars-PO: Multi-Agent Reasoning System Preference Optimization Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-12T10:39:36.936765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 721c0176-7414-437d-b0a2-011c714ec572 · outbound

This paper cites ChatGLM-Math: Improving Math Problem-Solving in Large Language Models with a Self-Critique Pipeline.

Mars-PO: Multi-Agent Reasoning System Preference Optimization ChatGLM-Math: Improving Math Problem-Solving in Large Language Models with a Self-Critique Pipeline

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-12T10:39:36.940937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7adcefdb-fd75-4394-af8b-c99317d899a1 · outbound

This paper cites Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement.

Mars-PO: Multi-Agent Reasoning System Preference Optimization Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-12T10:39:36.945956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1da0a09-133b-419e-a065-991a3d39e13e · outbound

This paper cites GPT Can Solve Mathematical Problems Without a Calculator.

Mars-PO: Multi-Agent Reasoning System Preference Optimization GPT Can Solve Mathematical Problems Without a Calculator

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-12T10:39:36.950309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 761051ce-13c4-49a1-9b8f-20f48b49cc5b · outbound

This paper cites an unresolved cited work.

Mars-PO: Multi-Agent Reasoning System Preference Optimization Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-12T10:39:36.954267Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 305984be-5c6d-4764-8f89-5b14cf9c8b2d · outbound

This paper cites MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models.

Mars-PO: Multi-Agent Reasoning System Preference Optimization MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-12T10:39:36.958091Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dda0896e-d2c9-4f86-b7a2-0b527704616a · outbound

This paper cites Scaling Relationship on Learning Mathematical Reasoning with Large Language Models.

Mars-PO: Multi-Agent Reasoning System Preference Optimization Scaling Relationship on Learning Mathematical Reasoning with Large Language Models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-12T10:39:36.961902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2df16948-1a9b-4da4-a342-2654562421b1 · outbound

This paper cites MAmmoTH: Building Math Generalist Models through Hybrid Instruction Tuning.

Mars-PO: Multi-Agent Reasoning System Preference Optimization MAmmoTH: Building Math Generalist Models through Hybrid Instruction Tuning

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-12T10:39:36.966610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec6e52b0-60f0-4bfc-a642-8abeb6402a57 · outbound

This paper cites Solving Challenging Math Word Problems Using GPT-4 Code Interpreter with Code-based Self-Verification.

Mars-PO: Multi-Agent Reasoning System Preference Optimization Solving Challenging Math Word Problems Using GPT-4 Code Interpreter with Code-based Self-Verification

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-12T10:39:36.971073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation e0fde64d-8c8e-47f3-8ec0-1608e7cb85ed · inbound

Artificial Intelligence for Mathematical Reasoning: An Integrated Survey of Language Models, Neuro-symbolic Systems, and Verified Discovery cites this paper.

Artificial Intelligence for Mathematical Reasoning: An Integrated Survey of Language Models, Neuro-symbolic Systems, and Verified Discovery Mars-PO: Multi-Agent Reasoning System Preference Optimization

Reference 160

Resolution: verified exact; arxiv_id, observed 2026-07-02T22:47:25.853804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation fad21fef-7abb-4ae9-bb49-ef5246c26335 · inbound

Artificial Intelligence for Mathematical Reasoning: An Integrated Survey of Language Models, Neuro-symbolic Systems, and Verified Discovery cites this paper.

Reference 160

Resolution: unresolved; no resolver link, observed 2026-08-02T12:05:17.904146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89acc868-36dd-4f4b-a1b6-66445ed40372 · inbound

Learning Sexism Detection Using Multi-Agent Perspectivist Preference Optimization cites this paper.

Learning Sexism Detection Using Multi-Agent Perspectivist Preference Optimization Mars-PO: Multi-Agent Reasoning System Preference Optimization

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-08T00:51:18.786861Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.