Paper Citation Record · LEDGER

Introspection of Thought Helps AI Agents

As of 7 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 2 inbound Pith citation observations for arXiv:2507.08664.

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

pith.paper-citation-record.v1
2507.08664 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:19:58.908879Z

measured 41 of 41 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:40:34.560606Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T14:51:54.087208Z

Reference resolution

39 of 39 outbound references displayed

verified exact1
verified fuzzy8
unresolved30
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0e0f30d5-9913-4e6b-860d-b03a0a642247 · outbound

This paper cites Claude-3.2-sonnet.

Introspection of Thought Helps AI Agents Claude-3.2-sonnet

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:19:59.377818Z

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 698063ae-134f-412f-b74a-e196e4de614a · outbound

This paper cites Program Synthesis with Large Language Models.

Introspection of Thought Helps AI Agents Program Synthesis with Large Language Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T18:19:58.675040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cec1975f-fbfe-4844-a4d1-fdf4ade4b209 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Introspection of Thought Helps AI Agents Evaluating Large Language Models Trained on Code

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T18:19:58.679802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa8a7bc5-c5de-45a3-a6f3-91007411ceb0 · outbound

This paper cites Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks.

Introspection of Thought Helps AI Agents Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T18:19:58.685977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82d52864-f8ef-46db-b339-205271a3abe7 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Introspection of Thought Helps AI Agents Training Verifiers to Solve Math Word Problems

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T18:19:58.693053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b1388ac-7e23-4a34-a019-d181739784be · outbound

This paper cites DeepSeek-V2.5.

Introspection of Thought Helps AI Agents DeepSeek-V2.5

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:19:59.369296Z

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 ce47ac97-5e88-4a86-80b0-c0ed7c661e6f · outbound

This paper cites an unresolved cited work.

Introspection of Thought Helps AI Agents Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T18:19:58.701868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 235015e2-b448-479b-8598-ac8ca2b995d4 · outbound

This paper cites an unresolved cited work.

Introspection of Thought Helps AI Agents Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:19:59.354771Z

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 e8736cf1-b39b-4a94-8c19-b8f63e859f0d · outbound

This paper cites an unresolved cited work.

Introspection of Thought Helps AI Agents Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:19:59.342367Z

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 f5087074-ebda-48b4-acbd-8371d73af52b · outbound

This paper cites Measuring Mathematical Problem Solving With the MATH Dataset.

Introspection of Thought Helps AI Agents Measuring Mathematical Problem Solving With the MATH Dataset

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T18:19:58.728272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 212a1fe2-1b3e-4288-a975-dabe5b38f281 · outbound

This paper cites Socratic Questioning: Learn to Self-guide Multimodal Reasoning in the Wild.

Introspection of Thought Helps AI Agents Socratic Questioning: Learn to Self-guide Multimodal Reasoning in the Wild

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T18:19:58.735013Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fea23766-f7a6-492f-8385-34e8e9e79e0a · outbound

This paper cites Understanding the planning of LLM agents: A survey.

Introspection of Thought Helps AI Agents Understanding the planning of LLM agents: A survey

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T18:19:58.738469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67234967-36d7-4fbc-bd3d-d6211e1ceea2 · outbound

This paper cites Latif and X.

Introspection of Thought Helps AI Agents Latif and X

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:19:59.331515Z

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 f0b7ce09-4331-4eef-a0c1-1f274fff60a8 · outbound

This paper cites Visual Instruction Tuning.

Introspection of Thought Helps AI Agents Visual Instruction Tuning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T18:19:58.751860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f93229c6-7b0a-45fd-b285-6bc2d169adac · outbound

This paper cites LogiCoT: Logical Chain-of-Thought Instruction-Tuning.

Introspection of Thought Helps AI Agents LogiCoT: Logical Chain-of-Thought Instruction-Tuning

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-08-06T18:19:59.148041Z

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 9e6d85ad-6fe8-4b91-86bb-01ea673e7011 · outbound

This paper cites an unresolved cited work.

Introspection of Thought Helps AI Agents Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:19:59.323052Z

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 65a1617e-b793-4644-91fd-baed4f124149 · outbound

This paper cites AgentLite: A Lightweight Library for Building and Advancing Task-Oriented LLM Agent System.

Introspection of Thought Helps AI Agents AgentLite: A Lightweight Library for Building and Advancing Task-Oriented LLM Agent System

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T18:19:58.762087Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a73b68d0-37f2-4217-9a9e-171f336ba5cb · outbound

This paper cites A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration.

Introspection of Thought Helps AI Agents A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T18:19:58.766877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bdd28ae2-2f26-4b5a-9eb2-95c4182cbd7d · outbound

This paper cites Llama3.2.

Introspection of Thought Helps AI Agents Llama3.2

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:19:59.311648Z

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 74435aa1-4c2a-4774-b046-c5c8702b9b23 · outbound

This paper cites Large Language Model Guided Tree-of-Thought.

Introspection of Thought Helps AI Agents Large Language Model Guided Tree-of-Thought

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T18:19:58.774270Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d47f9e15-4e3c-420a-ae76-8ba2854d2bac · outbound

This paper cites an unresolved cited work.

Introspection of Thought Helps AI Agents Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T18:19:58.813303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 740ae34f-bb6e-477f-819b-b77e7f1cd624 · outbound

This paper cites Marvin, N.

Introspection of Thought Helps AI Agents Marvin, N

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:19:59.296893Z

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 a2cd77cf-1cd7-4038-aa6e-543929a3c8b5 · outbound

This paper cites Qwen2.5-coder.

Introspection of Thought Helps AI Agents Qwen2.5-coder

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:19:59.275423Z

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 bf7e150e-864b-4fa9-b5f8-b0c7e618873c · outbound

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

Introspection of Thought Helps AI Agents Iteration of Thought: Leveraging Inner Dialogue for Autonomous Large Language Model Reasoning

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T18:19:58.837160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7da8a972-c4d3-48d3-81f9-ac824f969fec · outbound

This paper cites Rajpurkar, J.

Introspection of Thought Helps AI Agents Rajpurkar, J

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:19:59.264125Z

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 c71e246f-72f5-4b26-aff2-f7b8db89231f · outbound

This paper cites an unresolved cited work.

Introspection of Thought Helps AI Agents Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:19:59.254369Z

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 9efb41a1-daf0-4375-8c44-92d7f0d70637 · outbound

This paper cites Archon: An Architecture Search Framework for Inference-Time Techniques.

Introspection of Thought Helps AI Agents Archon: An Architecture Search Framework for Inference-Time Techniques

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T18:19:58.846571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8dbabe53-2d96-4c7f-b6f8-702ad50c52a4 · outbound

This paper cites Sahoo, A.

Introspection of Thought Helps AI Agents Sahoo, A

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:19:59.245322Z

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 a2e3665c-0c78-43da-9316-e6f3c77c9028 · outbound

This paper cites ProgCo: Program Helps Self-Correction of Large Language Models.

Introspection of Thought Helps AI Agents ProgCo: Program Helps Self-Correction of Large Language Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T18:19:58.854627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 861d5820-6957-4831-abd2-d313e9c408f3 · outbound

This paper cites SCOTT: Self-Consistent Chain-of-Thought Distillation.

Introspection of Thought Helps AI Agents SCOTT: Self-Consistent Chain-of-Thought Distillation

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T18:19:58.857674Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82647423-cab3-4e31-a81d-d22b309f328d · outbound

This paper cites an unresolved cited work.

Introspection of Thought Helps AI Agents Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:19:59.234004Z

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 1d9b1ff1-3b1b-483a-97db-8467bde5a5e7 · outbound

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

Introspection of Thought Helps AI Agents HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T18:19:58.871081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97b4b0ea-0a2e-4f8d-8a7e-9ee93bde91bc · outbound

This paper cites an unresolved cited work.

Introspection of Thought Helps AI Agents Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:19:59.224450Z

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 d9348ba8-f630-47c0-9e78-7698ef87de5b · outbound

This paper cites AFlow: Automating Agentic Workflow Generation.

Introspection of Thought Helps AI Agents AFlow: Automating Agentic Workflow Generation

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T18:19:58.882367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5524e683-4aa7-4b6f-83ea-c03ea3984f26 · outbound

This paper cites LLaMA-Adapter: Efficient Fine-tuning of Language Models with Zero-init Attention.

Introspection of Thought Helps AI Agents LLaMA-Adapter: Efficient Fine-tuning of Language Models with Zero-init Attention

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T18:19:58.886114Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c8a3027-fe41-4a9e-93a3-893590608b0a · outbound

This paper cites Multimodal Chain-of-Thought Reasoning in Language Models.

Introspection of Thought Helps AI Agents Multimodal Chain-of-Thought Reasoning in Language Models

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T18:19:58.893076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 479643d0-b1d8-4d5c-9922-2bab8aad5361 · outbound

This paper cites Image-of-Thought Prompting for Visual Reasoning Refinement in Multimodal Large Language Models.

Introspection of Thought Helps AI Agents Image-of-Thought Prompting for Visual Reasoning Refinement in Multimodal Large Language Models

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T18:19:58.899493Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation edd0fbe2-8f02-4376-8d73-19cef55b85b8 · outbound

This paper cites Agents: An Open-source Framework for Autonomous Language Agents.

Introspection of Thought Helps AI Agents Agents: An Open-source Framework for Autonomous Language Agents

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T18:19:58.908879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 634df6cf-f27a-4cf2-840c-85108ea846d1 · outbound

This paper cites URL https://www.kaggle.

Introspection of Thought Helps AI Agents URL https://www.kaggle

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-06T18:19:58.718198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 045e0286-d198-4646-8ffc-1ab07ecf39d9 · inbound

A Novel Self-Evolution Framework for Large Language Models cites this paper.

A Novel Self-Evolution Framework for Large Language Models Introspection of Thought Helps AI Agents

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T15:40:34.560606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f33b3faf-0178-4336-88d6-54b15dfb402f · inbound

An Uncertainty-Driven Adaptive Self-Alignment Framework for Large Language Models cites this paper.

An Uncertainty-Driven Adaptive Self-Alignment Framework for Large Language Models Introspection of Thought Helps AI Agents

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-08-06T14:51:54.094232Z

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.