Paper Citation Record · LEDGER

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models

As of 7 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2506.10716.

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

pith.paper-citation-record.v1
2506.10716 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:26:30.896248Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

37 of 37 outbound references displayed

verified exact0
verified fuzzy1
unresolved36
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ca0c7fd6-ec41-4ac0-a1e9-9adcea586282 · outbound

This paper cites Aytes, Jinheon Baek, and Sung Ju Hwang.

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models Aytes, Jinheon Baek, and Sung Ju Hwang

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T04:26:27.572743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4f2e7ee-463c-497a-b3a0-43119574eb64 · outbound

This paper cites Prompt Stability Matters: Evaluating and Optimizing Auto-Generated Prompt in General-Purpose Systems.

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models Prompt Stability Matters: Evaluating and Optimizing Auto-Generated Prompt in General-Purpose Systems

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T04:26:27.695830Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4776fbe-2ff3-4169-920e-7143ccbfcde9 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models Evaluating Large Language Models Trained on Code

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T04:26:27.818159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 226aea30-cdf4-4639-a646-57ac8e4c16c6 · outbound

This paper cites Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs.

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T04:26:27.939310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d395cae-8351-4fc6-a854-b6950bb95253 · outbound

This paper cites Compressed Chain of Thought: Efficient Reasoning Through Dense Representations.

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models Compressed Chain of Thought: Efficient Reasoning Through Dense Representations

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T04:26:28.055856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20e4ec3a-90f0-4ae7-8e27-33f257591c77 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models Training Verifiers to Solve Math Word Problems

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T04:26:28.275333Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9866fe5-25d8-426a-b5b8-7936728df74d · outbound

This paper cites an unresolved cited work.

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:26:32.292025Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8836c54a-ce19-4ed0-99dd-33f3f64ef00b · outbound

This paper cites Dynamic Parallel Tree Search for Efficient LLM Reasoning.

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models Dynamic Parallel Tree Search for Efficient LLM Reasoning

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T04:26:28.407702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96088a5a-5855-46d9-a528-57ad1580d18d · outbound

This paper cites Efficiently Scaling LLM Reasoning with Certaindex.

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models Efficiently Scaling LLM Reasoning with Certaindex

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T04:26:28.457364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96e258f8-6bdf-4cd0-aa85-89613acad44a · outbound

This paper cites The Llama 3 Herd of Models.

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models The Llama 3 Herd of Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T04:26:28.544789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 837ba166-9c70-46b9-b244-9388831f2e14 · outbound

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

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T04:26:28.570310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35e40b06-a5d3-4890-b711-a2ac6db06e81 · outbound

This paper cites Token-Budget-Aware LLM Reasoning.

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models Token-Budget-Aware LLM Reasoning

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T04:26:28.679257Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae87aaeb-8f3f-41c9-9cb2-f788a0858e5e · outbound

This paper cites Training Large Language Models to Reason in a Continuous Latent Space.

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models Training Large Language Models to Reason in a Continuous Latent Space

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T04:26:28.752507Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebfac549-5e78-4e28-829b-8925b58a3e4b · outbound

This paper cites an unresolved cited work.

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:26:31.972986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation fe9e2b7b-cbf7-4136-bdce-8b1ab49fd203 · outbound

This paper cites C3oT: Generating Shorter Chain-of-Thought without Compromising Effectiveness.

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models C3oT: Generating Shorter Chain-of-Thought without Compromising Effectiveness

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T04:26:28.984752Z

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Unavailable: canonical work link unavailable.

Observation c7667202-731f-4a95-8a9c-6945d5bf36b0 · outbound

This paper cites How Well do LLMs Compress Their Own Chain-of-Thought? A Token Complexity Approach.

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models How Well do LLMs Compress Their Own Chain-of-Thought? A Token Complexity Approach

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T04:26:29.051959Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 388b0d75-619c-4211-984d-b25b88b294e2 · outbound

This paper cites Reward-Guided Speculative Decoding for Efficient LLM Reasoning.

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T04:26:29.108342Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0271799-7d97-4312-80cb-f996da2528e3 · outbound

This paper cites an unresolved cited work.

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:26:31.780138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 84f35551-7b7f-4572-a1a8-9b642c4b643f · outbound

This paper cites Can Language Models Learn to Skip Steps?.

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models Can Language Models Learn to Skip Steps?

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T04:26:29.251219Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97baf1fe-46c0-46c5-b0e7-d6940a123a4d · outbound

This paper cites Self-Training Elicits Concise Reasoning in Large Language Models.

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models Self-Training Elicits Concise Reasoning in Large Language Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T04:26:29.326145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 186c83c2-88cd-4f3e-a8da-2a21e8cc8036 · outbound

This paper cites Learning to reason with llms.

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models Learning to reason with llms

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:26:31.653779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4a01aba9-6f64-4f2b-a165-8b23b804d317 · outbound

This paper cites Are NLP Models really able to Solve Simple Math Word Problems?.

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models Are NLP Models really able to Solve Simple Math Word Problems?

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T04:26:29.499764Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 534b5a64-93ca-4ef6-b537-8e85e152e89c · outbound

This paper cites an unresolved cited work.

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T04:26:29.587028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6f95a1b-3883-4552-a47a-7e42be374d1e · outbound

This paper cites CODI: Compressing Chain-of-Thought into Continuous Space via Self-Distillation.

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models CODI: Compressing Chain-of-Thought into Continuous Space via Self-Distillation

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T04:26:29.664052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f847f77-a876-43b6-ae93-0b7bc9c5534f · outbound

This paper cites Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning.

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T04:26:29.762250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5234b3e7-42b4-4f5c-a954-1b31b1d23a88 · outbound

This paper cites Fast Best-of-N Decoding via Speculative Rejection.

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models Fast Best-of-N Decoding via Speculative Rejection

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T04:26:29.877898Z

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Unavailable: canonical work link unavailable.

Observation e6ed2f4a-3c5c-4a87-b7e0-71320f865a82 · outbound

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

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models LLaMA: Open and Efficient Foundation Language Models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T04:26:29.979176Z

Source-reported events for the cited work

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Observation aac6e281-3ed1-40be-ac37-d636018db556 · outbound

This paper cites an unresolved cited work.

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T04:26:30.073168Z

Source-reported events for the cited work

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Observation 2e4a173f-81b9-456e-b54e-87e55d1c43fb · outbound

This paper cites an unresolved cited work.

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T04:26:30.150371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae34fecc-db5c-447e-b99f-829ed19fdc91 · outbound

This paper cites Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models.

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T04:26:30.240320Z

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Unavailable: canonical work link unavailable.

Observation 3ed2221f-823e-4377-8833-94df6a4bbae9 · outbound

This paper cites Chain of Draft: Thinking Faster by Writing Less.

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models Chain of Draft: Thinking Faster by Writing Less

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T04:26:30.303721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2aed1962-5f5b-42dc-b93d-a89d6c4d6de4 · outbound

This paper cites an unresolved cited work.

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T04:26:30.438882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2bbe5b9-b69e-40a1-8f74-cdba9e86fae9 · outbound

This paper cites an unresolved cited work.

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T04:26:30.541521Z

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Unavailable: canonical work link unavailable.

Observation 649d8805-b4b4-46df-8b73-19fd270e7956 · outbound

This paper cites an unresolved cited work.

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T04:26:30.659645Z

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Unavailable: canonical work link unavailable.

Observation 8ceaadcd-ca06-4cbc-88d0-db7db19fd77a · outbound

This paper cites REVOLVE: Optimizing AI Systems by Tracking Response Evolution in Textual Optimization.

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models REVOLVE: Optimizing AI Systems by Tracking Response Evolution in Textual Optimization

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T04:26:30.706921Z

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Observation 3dd715c8-9b64-432f-a11a-9c5a2f3b0308 · outbound

This paper cites online" 'onlinestring :=.

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models online" 'onlinestring :=

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T04:26:30.824765Z

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Observation f301fbcf-8cae-4baf-8b56-085b85dc7962 · outbound

This paper cites write newline.

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models write newline

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T04:26:30.896248Z

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Pith citing papers

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