Paper Citation Record · LEDGER

Systematic Optimization of Open Source Large Language Models for Mathematical Reasoning

As of 7 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 0 inbound Pith citation observations for arXiv:2509.07238.

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

pith.paper-citation-record.v1
2509.07238 v1

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T22:38:09.720726Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

21 of 21 outbound references displayed

verified exact8
verified fuzzy2
unresolved11
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 20752fcf-d95c-4c68-8a6b-aa05603206af · outbound

This paper cites Systematic Evaluation of Optimization Techniques for Long-Context Language Models.

Systematic Optimization of Open Source Large Language Models for Mathematical Reasoning Systematic Evaluation of Optimization Techniques for Long-Context Language Models

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-04T22:38:10.051118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 511bab22-5c23-4def-b9ef-fabc79e19abd · outbound

This paper cites Trimer: Balancing efficiency and accuracy in mathematical reasoning through a three-stage llm pipeline.ACL ARR 2025 Submission, 2025.

Systematic Optimization of Open Source Large Language Models for Mathematical Reasoning Trimer: Balancing efficiency and accuracy in mathematical reasoning through a three-stage llm pipeline.ACL ARR 2025 Submission, 2025

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T22:38:10.077832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 19869428-9084-4ec2-bc5c-3a0676ba0d7f · outbound

This paper cites BAdam: A Memory Efficient Full Parameter Optimization Method for Large Language Models.

Systematic Optimization of Open Source Large Language Models for Mathematical Reasoning BAdam: A Memory Efficient Full Parameter Optimization Method for Large Language Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T22:38:09.650570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 238e251c-24b1-4d59-82da-23d5d43a8f14 · outbound

This paper cites Optimization Hyper-parameter Laws for Large Language Models.

Systematic Optimization of Open Source Large Language Models for Mathematical Reasoning Optimization Hyper-parameter Laws for Large Language Models

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-08-04T22:38:10.019370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation dba467cc-bb5f-43a1-bfc2-f9d1239fa6ff · outbound

This paper cites Scalable llm math reasoning accel- eration with low-rank distillation.arXiv preprint arXiv:2505.07861, 2025.

Systematic Optimization of Open Source Large Language Models for Mathematical Reasoning Scalable llm math reasoning accel- eration with low-rank distillation.arXiv preprint arXiv:2505.07861, 2025

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-08-04T22:38:10.000579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 46fccf05-53ed-48f0-bd3b-a7666fc52115 · outbound

This paper cites Towards Revealing the Mystery behind Chain of Thought: A Theoretical Perspective.

Systematic Optimization of Open Source Large Language Models for Mathematical Reasoning Towards Revealing the Mystery behind Chain of Thought: A Theoretical Perspective

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T22:38:09.663186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1bea2ee-e3b9-4522-8bad-da9e99780a2b · outbound

This paper cites Causal sufficiency and necessity improves chain-of-thought reasoning.arXiv preprint arXiv:2506.09853, 2025.

Systematic Optimization of Open Source Large Language Models for Mathematical Reasoning Causal sufficiency and necessity improves chain-of-thought reasoning.arXiv preprint arXiv:2506.09853, 2025

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T22:38:09.667743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05a53867-a68e-40a1-8dca-8386453e0995 · outbound

This paper cites Parameter-efficient fine-tuning of large language models using semantic knowledge tuning.Nature Scientific Reports, 14:28341, 2024.

Systematic Optimization of Open Source Large Language Models for Mathematical Reasoning Parameter-efficient fine-tuning of large language models using semantic knowledge tuning.Nature Scientific Reports, 14:28341, 2024

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T22:38:10.064308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e63bdd9a-c6e8-44f5-9c6f-90ef31729b56 · outbound

This paper cites Towards Efficient Mixture of Experts: A Holistic Study of Compression Techniques.

Systematic Optimization of Open Source Large Language Models for Mathematical Reasoning Towards Efficient Mixture of Experts: A Holistic Study of Compression Techniques

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T22:38:09.674796Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60680105-a472-43c8-b7f0-5b77bd2c82f4 · outbound

This paper cites Unveiling the Key Factors for Distilling Chain-of-Thought Reasoning.

Systematic Optimization of Open Source Large Language Models for Mathematical Reasoning Unveiling the Key Factors for Distilling Chain-of-Thought Reasoning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T22:38:09.678818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4a652a3-d0b7-415b-8ea6-302ed9c82e49 · outbound

This paper cites Comparing Retrieval-Augmentation and Parameter-Efficient Fine-Tuning for Privacy-Preserving Personalization of Large Language Models.

Systematic Optimization of Open Source Large Language Models for Mathematical Reasoning Comparing Retrieval-Augmentation and Parameter-Efficient Fine-Tuning for Privacy-Preserving Personalization of Large Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T22:38:09.682521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f7966e5-2a9a-41cc-9925-8ae92413889f · outbound

This paper cites Efficient LLM Collaboration via Planning.

Systematic Optimization of Open Source Large Language Models for Mathematical Reasoning Efficient LLM Collaboration via Planning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T22:38:09.686160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 657682a9-2678-4812-9b3b-c97d4261db91 · outbound

This paper cites Large Language Model Agent for Hyper-Parameter Optimization.

Systematic Optimization of Open Source Large Language Models for Mathematical Reasoning Large Language Model Agent for Hyper-Parameter Optimization

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T22:38:09.690190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85123f9d-9b55-454f-810a-8ff63fcd2755 · outbound

This paper cites Federated Prompting and Chain-of-Thought Reasoning for Improving LLMs Answering.

Systematic Optimization of Open Source Large Language Models for Mathematical Reasoning Federated Prompting and Chain-of-Thought Reasoning for Improving LLMs Answering

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-04T22:38:09.883222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 18cef488-5607-4506-b996-fac7f1103f0c · outbound

This paper cites General Purpose Verification for Chain of Thought Prompting.

Systematic Optimization of Open Source Large Language Models for Mathematical Reasoning General Purpose Verification for Chain of Thought Prompting

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-08-04T22:38:09.864429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 62b85f45-097d-4967-842e-f17da12dc59b · outbound

This paper cites LLMs can Find Mathematical Reasoning Mistakes by Pedagogical Chain-of-Thought.

Systematic Optimization of Open Source Large Language Models for Mathematical Reasoning LLMs can Find Mathematical Reasoning Mistakes by Pedagogical Chain-of-Thought

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T22:38:09.701285Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1879073b-6003-4035-9ee2-eb66307caf54 · outbound

This paper cites Chain-of-Thought Prompting Elicits Reasoning in Large Language Models.

Systematic Optimization of Open Source Large Language Models for Mathematical Reasoning Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T22:38:09.705015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c00f515d-f0fa-4f3f-9ca7-8bfcb4ff5411 · outbound

This paper cites Temporalizing Confidence: Evaluation of Chain-of-Thought Reasoning with Signal Temporal Logic.

Systematic Optimization of Open Source Large Language Models for Mathematical Reasoning Temporalizing Confidence: Evaluation of Chain-of-Thought Reasoning with Signal Temporal Logic

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-08-04T22:38:09.819013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 8d054633-66bc-4e3b-8232-a2af451a246c · outbound

This paper cites A Post-Training Enhanced Optimization Approach for Small Language Models.

Systematic Optimization of Open Source Large Language Models for Mathematical Reasoning A Post-Training Enhanced Optimization Approach for Small Language Models

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-08-04T22:38:09.800559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation bfcce564-04db-408a-81aa-fe6dc87471c8 · outbound

This paper cites Comat: Chain of mathematically annotated thought improves mathematical reasoning.

Systematic Optimization of Open Source Large Language Models for Mathematical Reasoning Comat: Chain of mathematically annotated thought improves mathematical reasoning

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-08-04T22:38:09.781214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 26777e04-4dac-41cf-82cc-49bc4d32ffb1 · outbound

This paper cites Beyond Efficiency: A Systematic Survey of Resource-Efficient Large Language Models.

Systematic Optimization of Open Source Large Language Models for Mathematical Reasoning Beyond Efficiency: A Systematic Survey of Resource-Efficient Large Language Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T22:38:09.720726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.