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Paper Citation Record · LEDGER

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs

As of 9 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 0 inbound Pith citation observations for arXiv:2602.16512.

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

pith.paper-citation-record.v1
2602.16512 v2

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T22:33:37.844723Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

29 of 29 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved29
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f15a8905-8872-441a-87bc-7f2580dfc07f · outbound

This paper cites GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T22:33:33.861750Z digest=sha256:f753ae1f748d1b96a492020fd2667f3f7c1375b91c95d9f16f6b6fd826de9ab3

Observation b577497a-f821-401f-b5ab-99a0496cfbc5 · outbound

This paper cites Optuna: A next-generation hyperparameter optimization framework.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Optuna: A next-generation hyperparameter optimization framework

Reference 2

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source=arxiv_source observed=2026-08-02T22:33:33.961712Z digest=sha256:df946f13df5738737adefeb64307952b9eec9d287f94ad4b582e27fdd95dd0dc

Observation 67f3223e-897a-436f-9fa7-97aeefcc6acb · outbound

This paper cites Graph of thoughts: Solving elaborate problems with large language models.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Graph of thoughts: Solving elaborate problems with large language models

Reference 3

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source=arxiv_source observed=2026-08-02T22:33:34.096210Z digest=sha256:40fd48df43be47563a6f6f706e67f542adf0b88deff47a1012978c7dc358a028

Observation b15a115a-34fc-487b-bdc1-9f9492723db5 · outbound

This paper cites u rgen M \.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs u rgen M \

Reference 4

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source=arxiv_source observed=2026-08-02T22:33:34.284153Z digest=sha256:b8d4a12c06b1dcdd07c031dbb3f9c6b68a3239d824a42e51559ce8db031cf31d

Observation 1ffd052d-2e26-4db3-af79-49bbabbb687b · outbound

This paper cites Forest-of-Thought: Scaling Test-Time Compute for Enhancing LLM Reasoning.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Forest-of-Thought: Scaling Test-Time Compute for Enhancing LLM Reasoning

Reference 5

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source=arxiv_source observed=2026-08-02T22:33:34.383148Z digest=sha256:d71491e6eaee1ecd93addf8fb9fb1640dbd501124fe9e4a35763749a4cf2b726

Observation fdbc7f3c-a346-4098-a1b4-4df340a756f3 · outbound

This paper cites Probabilistic tree-of-thought reasoning for answering knowledge-intensive complex questions.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Probabilistic tree-of-thought reasoning for answering knowledge-intensive complex questions

Reference 6

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source=arxiv_source observed=2026-08-02T22:33:34.492774Z digest=sha256:5d1559d2242d2c119c1cf257a46a43395702306a058ad23fd9210354294964b1

Observation 96c697bc-5bb8-4d1b-b8b8-cc31629cb43e · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Training Verifiers to Solve Math Word Problems

Reference 7

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source=arxiv_source observed=2026-08-02T22:33:34.601006Z digest=sha256:bb3cf2150d900bd74cab0a734777bfe8a117815e178ded456988dab91a8132b9

Observation 3eae91cd-fa13-4f1d-889b-cbff400ae67e · outbound

This paper cites a rli, Ekin Aky \.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs a rli, Ekin Aky \

Reference 8

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source=arxiv_source observed=2026-08-02T22:33:34.738713Z digest=sha256:6788742dd195f8f96c825f0430f70f9148edc7891df45897aba8318e2e9f759f

Observation 8f8432c3-9bb4-4400-b657-f37727b1db5b · outbound

This paper cites Langchain.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Langchain

Reference 9

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source=arxiv_source observed=2026-08-02T22:33:34.862609Z digest=sha256:627f694f6f747cd964db7e68bdf2be5c52d4fe5d97a117399e28381e9f584890

Observation c4b37798-f426-4010-9dd8-3dd18c7a0d55 · outbound

This paper cites Langgraph.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Langgraph

Reference 10

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no resolver link, observed 2026-08-02T22:33:35.038580Z

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source=arxiv_source observed=2026-08-02T22:33:35.038580Z digest=sha256:ded20cb970143ef804bde8e346f58fd16935c3b437e9f240f2a9b504e0e73dcb

Observation 9ca9aa0d-af4b-4f48-a16e-10d68abb5adb · outbound

This paper cites Joshi, Hanna Moazam, Heather Miller, Matei Zaharia, and Christopher Potts.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Joshi, Hanna Moazam, Heather Miller, Matei Zaharia, and Christopher Potts

Reference 11

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source=arxiv_source observed=2026-08-02T22:33:35.136908Z digest=sha256:9b61ae2a8a9c26bff9cd4018d853df1cb87698796871b4aff9b2b7bd299f5b06

Observation bc33fe29-33c3-4679-adde-a7df73ab25e0 · outbound

This paper cites Decomposed prompting: A modular approach for solving complex tasks.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Decomposed prompting: A modular approach for solving complex tasks

Reference 12

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source=arxiv_source observed=2026-08-02T22:33:35.261835Z digest=sha256:94429f4fe369689959107a789fb66da7c6901a24c2bd2d1f39f1a59eaaf46448

Observation faa288b4-317f-4409-9dc8-527cf536e977 · outbound

This paper cites Large language models are zero-shot reasoners.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Large language models are zero-shot reasoners

Reference 13

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no resolver link, observed 2026-08-02T22:33:35.396352Z

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source=arxiv_source observed=2026-08-02T22:33:35.396352Z digest=sha256:bb86a86117d99742a071d389ed95d734856f73d5d8ea272440e2fa4f6b7cdf06

Observation c7366e42-dea8-46b6-ac26-0cfca80d74fb · outbound

This paper cites Skeleton-of-thought: Prompting LLM s for efficient parallel generation.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Skeleton-of-thought: Prompting LLM s for efficient parallel generation

Reference 14

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source=arxiv_source observed=2026-08-02T22:33:35.513713Z digest=sha256:bc52a1e9df3cc140718500d92e395afb6e59aaa448aea2434e08af1202a128f8

Observation 359e2ced-fb7d-4818-ae60-ee3f932484bb · outbound

This paper cites Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures

Reference 15

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source=arxiv_source observed=2026-08-02T22:33:35.700351Z digest=sha256:251cdc049a6f11ab11edc3d8d141e1ceb06639a60bf2f4e9715d6e6303604a5b

Observation e8b9767d-70d6-4900-8f77-409bba6480cf · outbound

This paper cites The art of SOCRATIC QUESTIONING : Recursive thinking with large language models.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs The art of SOCRATIC QUESTIONING : Recursive thinking with large language models

Reference 16

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source=arxiv_source observed=2026-08-02T22:33:35.844070Z digest=sha256:6e9fb55c3a18c5e9f6563608c8a8fe6223a61d444ac5e4f059c26bd6e1849c4c

Observation 11bf0394-7d84-41f5-be05-bfff36dc2ab8 · outbound

This paper cites \ ALFW \ orld: Aligning text and embodied environments for interactive learning.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs \ ALFW \ orld: Aligning text and embodied environments for interactive learning

Reference 17

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source=arxiv_source observed=2026-08-02T22:33:35.988904Z digest=sha256:9506a70e74e56570d005e08a96b458336adff9e1040c10b2099e2dc4e5c67eab

Observation 6221b326-00ca-4520-86c8-4a4704b9a21b · outbound

This paper cites M u S i Q ue: Multihop questions via single-hop question composition.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs M u S i Q ue: Multihop questions via single-hop question composition

Reference 18

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no resolver link, observed 2026-08-02T22:33:36.165122Z

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source=arxiv_source observed=2026-08-02T22:33:36.165122Z digest=sha256:bdde88722967c4bf24793723f45d8a058f8ef079a828acd3b57cfa1e612a1c5b

Observation 82c00870-b5d6-497b-8028-b311cdbebeb6 · outbound

This paper cites Chi, Sharan Narang, Aakanksha Chowdhery, and Denny Zhou.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Chi, Sharan Narang, Aakanksha Chowdhery, and Denny Zhou

Reference 19

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source=arxiv_source observed=2026-08-02T22:33:36.305489Z digest=sha256:3f68204282229bf7be8998dabacb9428dadf6cce5726d7defcab94727630e216

Observation 4828f49b-82d1-4346-8578-ec5ede5cfa91 · outbound

This paper cites Tree-Structured Parzen Estimator: Understanding Its Algorithm Components and Their Roles for Better Empirical Performance.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Tree-Structured Parzen Estimator: Understanding Its Algorithm Components and Their Roles for Better Empirical Performance

Reference 20

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source=arxiv_source observed=2026-08-02T22:33:36.440761Z digest=sha256:cf9e846d3f308c9170d8b3ee951f67af74da9809fff9720ce12ec061145f0faf

Observation 4dc5dcf6-c036-47ea-ac0d-67b79bf91f65 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Chain-of-thought prompting elicits reasoning in large language models

Reference 21

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source=arxiv_source observed=2026-08-02T22:33:36.614630Z digest=sha256:5772a44f8ea0576414e812029a0e1a75da83432632e5ebaa259c90d4ef747c17

Observation f276f7e8-a93e-4a15-90ef-1df84a526e79 · outbound

This paper cites Decompose, analyze and rethink: Solving intricate problems with human-like reasoning cycle.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Decompose, analyze and rethink: Solving intricate problems with human-like reasoning cycle

Reference 22

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source=arxiv_source observed=2026-08-02T22:33:36.781553Z digest=sha256:0aa0427eda8d18207631921aa60c68e25bf44a36ba9c8e51a725089c9e302866

Observation 425eea8a-32bb-4121-976a-34110d598e25 · outbound

This paper cites an unresolved cited work.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Unresolved cited work

Reference 23

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no resolver link, observed 2026-08-02T22:33:36.937844Z

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source=arxiv_source observed=2026-08-02T22:33:36.937844Z digest=sha256:2fe1b3dfebaf93b7c138ed58eece8e38bef410a9d4c855b7f551715900a90718

Observation f85ce386-ceab-4356-bb29-f6ab24af090e · outbound

This paper cites Tree of thoughts: Deliberate problem solving with large language models.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Tree of thoughts: Deliberate problem solving with large language models

Reference 24

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source=arxiv_source observed=2026-08-02T22:33:37.062998Z digest=sha256:812907008c644b92a4aee56e6ac405d0fdc0fa3cc19694032c2bcb79916308c1

Observation 43db1421-4357-472f-a9c3-6306e100373f · outbound

This paper cites an unresolved cited work.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Unresolved cited work

Reference 25

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source=arxiv_source observed=2026-08-02T22:33:37.166680Z digest=sha256:4e8d00209d2a079a949d4786ca26926121b6ca84d84dfdc10396097aa1d554b4

Observation cdde50b1-5695-4c9a-9cfe-d7b803603b32 · outbound

This paper cites Chi, Denny Zhou, Swaroop Mishra, and Steven Zheng.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Chi, Denny Zhou, Swaroop Mishra, and Steven Zheng

Reference 26

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source=arxiv_source observed=2026-08-02T22:33:37.320902Z digest=sha256:07d9a86be34119d7f13d1abdcb12d308a3fcc4e6c028833fa0bc2cda9164a1f7

Observation 69ca7e38-6f77-49f7-9973-a5da0a9ad04a · outbound

This paper cites @esa (Ref.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs @esa (Ref

Reference 27

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source=arxiv_source observed=2026-08-02T22:33:37.492216Z digest=sha256:88d433614282d1b1b8b34ac277a0b3767f4220c04e10aded73107b966cd4ef68

Observation df78a43b-b528-4a5f-a20b-b73061eceffe · outbound

This paper cites an unresolved cited work.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Unresolved cited work

Reference 28

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no resolver link, observed 2026-08-02T22:33:37.660746Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T22:33:37.660746Z digest=sha256:8ff97b6da8bf90324f26b250b4bb63b4e1213e1cd04a509f526464f65013449e

Observation 79f53e8a-d326-41c3-8c93-46e217704391 · outbound

This paper cites an unresolved cited work.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Unresolved cited work

Reference 29

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no resolver link, observed 2026-08-02T22:33:37.844723Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T22:33:37.844723Z digest=sha256:e97c1126276e09602ec7407742a6c338f0de111f9815ccf59fdcfe3593b8a451

Pith citing papers

No inbound Pith citation observations are available.