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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:aa24ce3efcda6109b4ade8d96bce00a7b5fd3cc9b8b238c13311434c9d459d54

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=sha256:0eef05934c85aa5f04f51a13be64c0888b9b70084da100a69d0c63688efa7c1a

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=sha256:723a5a06b97e0edc015ca2e8123b6f348697f455f854ca5c9ae045dd6c6d95d8

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:ec8ed2b06976d223e1a80c2675bbc24d37e01ebe8674b1e1c5a4de10bf81dd9c

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:eafb0a8815b2f3ee2806144e1d73ed046e85fd583905a3609e93127ada702692

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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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T22:33:34.492774Z digest=sha256:d65be1d31c113a26414ae1a39164b4f1a3443f72fab931a9a2111afe459f5c93

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:a65460cd1ef7f47d68d05fff55082acde10de850085386928e7b27210d3f9421

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=sha256:8dd205a80ab43024cd0fe100d7340e010522e7bf5d26a83a973a27f5f712b52b

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:e0e5d55ab89825730c254630ccdd0acb5aef97c71d78fb3d38de7f5eee2585df

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:be72617b7436f3c610eb3badfea5d78d1ebc442033ebba72271416eb77784968

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:c865f379530981eff74e65d8107105024f4f461c1c326357f00b07a7a629ee0b

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=sha256:82da181814eb21c786dfcef9070610411dd445eba4f255c75a83932c11ca6042

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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source=arxiv_source observed=2026-08-02T22:33:35.396352Z digest=sha256:6b7e0bd9774556689cc6585eb04b70213743e257bf2d8f0a0188ce0454432e45

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=sha256:57510397f50f938de179b3211b57602482bdc8d18a1060d59159b70e08058c13

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:be44a3180f161cf77fa0f7d3921e4a592763479ff91378eb68d6b47768bde0da

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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no resolver link, observed 2026-08-02T22:33:35.844070Z

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source=arxiv_source observed=2026-08-02T22:33:35.844070Z digest=sha256:2a7995e84c442293adfa8fb6df1c6b950bf5c0142c5a7772a6a1ebc84ac35eea

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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no resolver link, observed 2026-08-02T22:33:35.988904Z

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source=arxiv_source observed=2026-08-02T22:33:35.988904Z digest=sha256:32ba687b3a85fe9cb06e5845eea48bfb9c97c4e90751b7de36c0d4eb9fec8d4e

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=sha256:1941b7442c0e2d142fbaa282f53b1b76d8871572cc98087e2dfe328a32f595c4

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=sha256:6df8407a49507037de961e151fd20737c2389418237b601e566a4f0b8289f4c0

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=sha256:551151489156fbab87b2866f2ca30d7b434ddcd9bbacc50ff519dc7e7a471b58

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=sha256:54fcba262fbc6920572321bdb3e4f0483e16dd6e5b84b7ea82443020dbde08db

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=sha256:30d71e1f1b123814108992cbcfedd39070abdddef7674ada67bea64941145e7a

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=sha256:5bd204cdeefb0f1ae1d5a50a1bbbce0395d03a4e4600e8de1dc0b9f6c0102a25

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=sha256:34239eb9286fb57b95ac9acbb9d5fb347e9cc4ff32937c83e5d93cb8f697acef

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=sha256:31d6bcd47737be257912a1e497851c288bbe9b2b6e170272840f65a501adf8e9

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:a933bcba11d62260c8f26593d1e6429416160f2d6b4555393ad5d8dc90b39e5d

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=sha256:44e3fb41147b3a8994c8243545fc92766e9fd078fa6171ac7b746f24f1b2d4d8

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=sha256:4f7548a4b7900d7dae6bdbf044c8d08f769b8fcb376f451860748fb0a9884d88

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:c849aeab6d685a56eb3093b467efe319fdb246c4011ca78b3b0dd0ab450528a2

Pith citing papers

No inbound Pith citation observations are available.