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Paper Citation Record · LEDGER

BPP-Search: Enhancing Tree of Thought Reasoning for Mathematical Modeling Problem Solving

As of 14 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 3 inbound Pith citation observations for arXiv:2411.17404.

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

pith.paper-citation-record.v1
2411.17404 v4

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T12:16:06.808953Z

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T20:55:41.453853Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

12 of 12 outbound references displayed

  • verified exact0
  • verified fuzzy8
  • unresolved4
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 6f8cf6da-9d05-4043-9f93-7e7275350140 · outbound

This paper cites This ensures that the hierarchical structure of the data is preserved.

BPP-Search: Enhancing Tree of Thought Reasoning for Mathematical Modeling Problem Solving This ensures that the hierarchical structure of the data is preserved

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:16:07.024566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T12:16:06.766947Z digest=sha256:6d5bdab50194f9c1e3dec68f49efbbf5582269d73fd8042349efdc4ab5b0aa00

Observation 8ed4ff3a-4e07-485b-a41f-7f22d1f09d1c · outbound

This paper cites This approach expands the dataset with additional examples while ensuring consistency and alignment with the hierarchical structure.

BPP-Search: Enhancing Tree of Thought Reasoning for Mathematical Modeling Problem Solving This approach expands the dataset with additional examples while ensuring consistency and alignment with the hierarchical structure

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:16:07.008632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T12:16:06.772489Z digest=sha256:f296600eb74ee2c2005936df821686e8a975aab1790d786448858cbd00500c24

Observation 28adbe51-beb2-41b5-ab6a-9ea6d628c40f · outbound

This paper cites This operation does not alter the fi- nal result, thereby introducing diversity while preserving correctness.

BPP-Search: Enhancing Tree of Thought Reasoning for Mathematical Modeling Problem Solving This operation does not alter the fi- nal result, thereby introducing diversity while preserving correctness

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:16:06.990790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T12:16:06.777529Z digest=sha256:ded944af549d6efd558258b1c0ab744b825c36d7ce61736381854019ee584dc1

Observation 711ec5ec-6fff-49f6-bb74-a4ff6d9ae0fd · outbound

This paper cites This operation creates valid variations of the data while maintaining correctness.

BPP-Search: Enhancing Tree of Thought Reasoning for Mathematical Modeling Problem Solving This operation creates valid variations of the data while maintaining correctness

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:16:06.973623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T12:16:06.782640Z digest=sha256:0676f5a50401f67ca766d89487d2379b1dfad58402594d692ef55ef5801cdd67

Observation f51c2dda-dad1-4b0a-bb13-a33602e8867d · outbound

This paper cites a <in>Aircraft.

BPP-Search: Enhancing Tree of Thought Reasoning for Mathematical Modeling Problem Solving a <in>Aircraft

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:16:06.885382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T12:16:06.808953Z digest=sha256:ae18453810ba9b8c5a37ed1c97adb6891e32b7be28d5b16f465fc0d92da6f6d8

Observation 1ae87b98-86a5-48e5-9b42-cf1b7dc74113 · outbound

This paper cites For example: • Modify the value of a parameter so that it no longer corresponds to the data of the set.

BPP-Search: Enhancing Tree of Thought Reasoning for Mathematical Modeling Problem Solving For example: • Modify the value of a parameter so that it no longer corresponds to the data of the set

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:16:06.955545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T12:16:06.787755Z digest=sha256:06bc11f63a8083e137cedca7cd1dd1e18c4eee89b9147e4a2c86fa7a9bf6593f

Observation e48f2b93-23a7-4fc4-9229-f7a58c43b61c · outbound

This paper cites an unresolved cited work.

BPP-Search: Enhancing Tree of Thought Reasoning for Mathematical Modeling Problem Solving Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:16:06.938374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T12:16:06.792897Z digest=sha256:fc88f71e2eae5de6cfa7cd5ab71eff069d4dca5924188747d011b37dd4d136d3

Observation 8f591b26-092e-41f7-9472-094c135ad6c1 · outbound

This paper cites a <in>Aircraft.

BPP-Search: Enhancing Tree of Thought Reasoning for Mathematical Modeling Problem Solving a <in>Aircraft

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:16:06.920995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T12:16:06.798659Z digest=sha256:7a93bf9350418d2bae7bf8729fea2549235fa3e3098f85e7fcf00ba9855aea71

Observation c69e4772-c091-47c7-b576-786828b9490d · outbound

This paper cites an unresolved cited work.

BPP-Search: Enhancing Tree of Thought Reasoning for Mathematical Modeling Problem Solving Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:16:06.903226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T12:16:06.804222Z digest=sha256:a74aba89edcc694131490b2ab9c6b55f90b3012a90e6fe5b1472232345b8436a

Observation 521d8d99-e37e-4515-9026-5c2faf02fd64 · outbound

This paper cites IEEE Transactions on Power Systems , 33(6):6368–6378.

BPP-Search: Enhancing Tree of Thought Reasoning for Mathematical Modeling Problem Solving IEEE Transactions on Power Systems , 33(6):6368–6378

Reference 2018

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:16:07.040945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T12:16:06.761579Z digest=sha256:c3924ffeb3190d0a89c55a3becd9b75e2f3328bda151b4c94f3d0dd409e98520

Observation 1ed45b99-e9da-4855-9687-4febda2cfd44 · outbound

This paper cites Let's Verify Step by Step.

BPP-Search: Enhancing Tree of Thought Reasoning for Mathematical Modeling Problem Solving Let's Verify Step by Step

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-12T12:16:06.750080Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T12:16:06.750080Z digest=sha256:a991f1deef04b84d1d1b40e9520e1d1482bd70432abc8ef9a02c5b8ad51825f2

Observation 3e9e6184-c1cf-49bf-9b06-0147c0b2ad9a · outbound

This paper cites Rewarding Progress: Scaling Automated Process Verifiers for LLM Reasoning.

BPP-Search: Enhancing Tree of Thought Reasoning for Mathematical Modeling Problem Solving Rewarding Progress: Scaling Automated Process Verifiers for LLM Reasoning

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-12T12:16:06.756023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T12:16:06.756023Z digest=sha256:25c53fc586a1dd55ef0234cc65db89d10bdc3b374af81ef7f5e37b0bb94a0479

Pith citing papers

Observation 47e188dd-7832-4bee-8710-d0c897f5e833 · inbound

A Systematic Survey on Large Language Models for Evolutionary Optimization: From Modeling to Solving cites this paper.

A Systematic Survey on Large Language Models for Evolutionary Optimization: From Modeling to Solving BPP-Search: Enhancing Tree of Thought Reasoning for Mathematical Modeling Problem Solving

Reference 90

Resolution
unresolved
no resolver link, observed 2026-08-04T20:55:41.453853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T20:55:41.453853Z digest=sha256:cd2e32e5cf50d092c7daf5c31d0757a8affc3d6f8921282c146153beb30d8027

Observation ba849699-5ec0-45a1-aa40-209c6d5d70cb · inbound

Beyond Fixed Budgets: Characterizing the Inelasticity and Limitations of Tree-of-Thought Reasoning Strategies cites this paper.

Beyond Fixed Budgets: Characterizing the Inelasticity and Limitations of Tree-of-Thought Reasoning Strategies BPP-Search: Enhancing Tree of Thought Reasoning for Mathematical Modeling Problem Solving

Reference 29

Resolution
verified exact
arxiv_id, observed 2026-06-30T18:44:59.797545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-06-30T18:38:48.512777Z digest=sha256:d3316d5bf382f66a9635efc40de633a71fcf7ee93a1678dafaf57ce0c40c502d

Observation 883fefe9-b45b-4da6-ada6-1aaaf4794628 · inbound

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language cites this paper.

PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language BPP-Search: Enhancing Tree of Thought Reasoning for Mathematical Modeling Problem Solving

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-02T14:04:54.890173Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T14:04:54.890173Z digest=sha256:c5125b3c6011ad7768c8604083110c8bd570049bd7a6802485590555a7bd493e