Paper Citation Record · LEDGER

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures

As of 10 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 6 inbound Pith citation observations for arXiv:2502.05078.

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

pith.paper-citation-record.v1
2502.05078 v1

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T20:25:49.529591Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:49:33.241913Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T13:16:58.987819Z

Reference resolution

35 of 35 outbound references displayed

verified exact2
verified fuzzy5
unresolved28
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0a1c94f1-43c6-4131-acdb-713e3efec783 · outbound

This paper cites multi-agent-llm-0.1.3, 2024.

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures multi-agent-llm-0.1.3, 2024

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:25:50.032494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 58fd2910-247d-496f-a117-26f408b50480 · outbound

This paper cites LLM-Generated Black-box Explanations Can Be Adversarially Helpful.

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures LLM-Generated Black-box Explanations Can Be Adversarially Helpful

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-08T20:25:49.381769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54e6a1d7-cbdd-43b1-bc0b-b2756210783f · outbound

This paper cites PaLM 2 Technical Report.

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures PaLM 2 Technical Report

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-08T20:25:49.387034Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c786604-7a9e-4f23-9152-9f09167b6b39 · outbound

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

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures Graph of thoughts: Solving elaborate problems with large language models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-08T20:25:49.392199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3354b215-d396-4936-8bfd-2cfab2749a7e · outbound

This paper cites HybridQA: A Dataset of Multi-Hop Question Answering over Tabular and Textual Data.

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures HybridQA: A Dataset of Multi-Hop Question Answering over Tabular and Textual Data

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-08T20:25:49.396668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e82b0cd0-3c31-47ca-ba1d-95aa7e2fbea4 · outbound

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

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-08T20:25:49.401413Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71038282-cdf3-43b7-9c20-9ce668482f37 · outbound

This paper cites The Llama 3 Herd of Models.

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures The Llama 3 Herd of Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-08T20:25:49.406346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fcb497d4-f60a-43bf-9ae1-dcd990cdcdeb · outbound

This paper cites Meta Reasoning for Large Language Models.

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures Meta Reasoning for Large Language Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-08T20:25:49.410700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 466d0145-9f86-4759-a79a-daf409e6b862 · outbound

This paper cites Understanding the Effects of Iterative Prompting on Truthfulness.

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures Understanding the Effects of Iterative Prompting on Truthfulness

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-08T20:25:49.419545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e749b220-9eb7-45df-b7b6-f559a5a6027e · outbound

This paper cites More Agents Is All You Need.

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures More Agents Is All You Need

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-08T20:25:49.423933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5027b633-d571-4446-986d-9dbb064c72bf · outbound

This paper cites Search-o1: Agentic Search-Enhanced Large Reasoning Models.

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures Search-o1: Agentic Search-Enhanced Large Reasoning Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-08T20:25:49.428435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08f45a8d-a3ac-4393-8555-c861fd321ef3 · outbound

This paper cites DGoT: Dynamic Graph of Thoughts for Scientific Abstract Generation.

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures DGoT: Dynamic Graph of Thoughts for Scientific Abstract Generation

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-08-08T20:25:49.822370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e41bce28-33c3-49d7-a818-156e673cf14d · outbound

This paper cites Gpt-4 technical report.

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures Gpt-4 technical report

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:25:50.019256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fb1dbe69-c6c7-453a-815e-daabac14a5df · outbound

This paper cites GPT-4o System Card.

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures GPT-4o System Card

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-08T20:25:49.440778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92bf9cf8-1320-4d01-83da-f0215753e3a9 · outbound

This paper cites Introducing openai o1-preview.

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures Introducing openai o1-preview

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:25:50.005659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 99b76775-2dfa-4f89-955a-245af8dec93d · outbound

This paper cites ADaPT: As-Needed Decomposition and Planning with Language Models.

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures ADaPT: As-Needed Decomposition and Planning with Language Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-08T20:25:49.448865Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86851d3a-1d63-40f8-b86f-6a7404e64dab · outbound

This paper cites Language models are unsupervised multitask learners.

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures Language models are unsupervised multitask learners

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:25:49.992316Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 09c616a3-f8da-45ed-9e9c-ce2e9ff8c5b0 · outbound

This paper cites Composite Learning Units: Generalized Learning Beyond Parameter Updates to Transform LLMs into Adaptive Reasoners.

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures Composite Learning Units: Generalized Learning Beyond Parameter Updates to Transform LLMs into Adaptive Reasoners

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-08-08T20:25:49.789285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b4909391-9c1b-4176-a1c7-1f02507edeb2 · outbound

This paper cites On the Reasoning Capacity of AI Models and How to Quantify It.

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures On the Reasoning Capacity of AI Models and How to Quantify It

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-08T20:25:49.461260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95bb7c36-0586-445c-8f72-b1c30361edff · outbound

This paper cites Iteration of Thought: Leveraging Inner Dialogue for Autonomous Large Language Model Reasoning.

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures Iteration of Thought: Leveraging Inner Dialogue for Autonomous Large Language Model Reasoning

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-08T20:25:49.465369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 051944ac-f46c-427a-90b0-64045ce6a00f · outbound

This paper cites GPQA: A Graduate-Level Google-Proof Q&A Benchmark.

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures GPQA: A Graduate-Level Google-Proof Q&A Benchmark

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-08T20:25:49.469556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7dcc791c-0bd3-4c0c-94dd-c47b1bc1c776 · outbound

This paper cites MoreHopQA: More Than Multi-hop Reasoning.

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures MoreHopQA: More Than Multi-hop Reasoning

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-08T20:25:49.473757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bae6275d-0a47-4ad0-8545-919eba46b1c6 · outbound

This paper cites Explaining black box text modules in natural language with language models.

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures Explaining black box text modules in natural language with language models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-08T20:25:49.478079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5cea9274-f470-4879-8d3b-a8a069b31f04 · outbound

This paper cites BB ox-adapter: Lightweight adapting for black-box large language models.

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures BB ox-adapter: Lightweight adapting for black-box large language models

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:25:49.978737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0bf02a16-8852-46a7-81cd-ff2fb6366578 · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures Gemini: A Family of Highly Capable Multimodal Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-08T20:25:49.486328Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fee37ab4-359e-4780-a242-cbe0c0773cf4 · outbound

This paper cites A Comprehensive Survey of Hallucination Mitigation Techniques in Large Language Models.

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures A Comprehensive Survey of Hallucination Mitigation Techniques in Large Language Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-08T20:25:49.490916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03a804e4-8548-4dcf-a4d6-4073a43b8907 · outbound

This paper cites Reinforcement Learning Enhanced LLMs: A Survey.

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures Reinforcement Learning Enhanced LLMs: A Survey

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-08T20:25:49.495121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8f48b3b-1bb0-4442-b26f-d845bea093ae · outbound

This paper cites Self-Consistency Improves Chain of Thought Reasoning in Language Models.

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-08T20:25:49.499449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9485f337-5695-47c9-aa58-cf01a788436a · outbound

This paper cites TDAG: A Multi-Agent Framework based on Dynamic Task Decomposition and Agent Generation.

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures TDAG: A Multi-Agent Framework based on Dynamic Task Decomposition and Agent Generation

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-08T20:25:49.503621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf22fda7-a94c-4cf9-b36b-7789a2baab03 · outbound

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

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures Chain-of-thought prompting elicits reasoning in large language models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-08T20:25:49.507826Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba073ea8-efff-4705-a1b1-d0b15332f55b · outbound

This paper cites Qwen2.5 Technical Report.

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures Qwen2.5 Technical Report

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-08T20:25:49.511874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2b4fcfa-c309-4857-a6e7-0b30d968f1f8 · outbound

This paper cites HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering.

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-08T20:25:49.516838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a39ea0c-82bc-4cc7-90a1-e2402f01f4a9 · outbound

This paper cites Tree of Thoughts: Deliberate Problem Solving with Large Language Models.

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures Tree of Thoughts: Deliberate Problem Solving with Large Language Models

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-08T20:25:49.520971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0ffdbb2-2a83-4ba4-8c8a-ab1cf87f29eb · outbound

This paper cites ReDel: A Toolkit for LLM-Powered Recursive Multi-Agent Systems.

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures ReDel: A Toolkit for LLM-Powered Recursive Multi-Agent Systems

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-08T20:25:49.525330Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14926d90-58f5-4d9c-b8b9-d1c043748391 · outbound

This paper cites HYDRA: Model Factorization Framework for Black-Box LLM Personalization.

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures HYDRA: Model Factorization Framework for Black-Box LLM Personalization

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-08T20:25:49.529591Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 16e92cc0-a3fb-4b4c-98ed-8a555ecf90bb · inbound

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning cites this paper.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T14:49:33.241913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 112e50f0-effd-4c7a-ae2d-0ce850999d39 · inbound

Large Language Models for Planning: A Comprehensive and Systematic Survey cites this paper.

Large Language Models for Planning: A Comprehensive and Systematic Survey Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures

Reference 189

Resolution: unresolved; no resolver link, observed 2026-08-07T14:12:02.383354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

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

Resolution: unresolved; no resolver link, observed 2026-08-02T22:33:35.700351Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 737a6aee-cdcb-4b9c-bf9e-581bc338492d · inbound

GroupRAG: Cognitively Inspired Group-Aware Retrieval and Reasoning via Knowledge-Driven Problem Structuring cites this paper.

GroupRAG: Cognitively Inspired Group-Aware Retrieval and Reasoning via Knowledge-Driven Problem Structuring Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-02T17:29:47.221332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 884ddae6-c25a-4793-8223-ad4f4dd9a617 · inbound

Diagnosing Multi-step Reasoning Failures in Black-box LLMs via Stepwise Confidence Attribution cites this paper.

Diagnosing Multi-step Reasoning Failures in Black-box LLMs via Stepwise Confidence Attribution Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures

Reference 39

Resolution: verified exact; arxiv_id, observed 2026-05-20T06:48:05.975185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4947b204-e21e-4da2-9baa-1a8f85770f24 · inbound

DiG-Plan: Mitigating Early Commitment for Tool-Graph Planning via Diffusion Guidance cites this paper.

DiG-Plan: Mitigating Early Commitment for Tool-Graph Planning via Diffusion Guidance Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures

Reference 10

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T13:16:58.990041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.