Paper Citation Record · LEDGER

From Sufficiency to Reflection: Reinforcement-Guided Thinking Quality in Retrieval-Augmented Reasoning for LLMs

As of 17 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 0 inbound Pith citation observations for arXiv:2507.22716.

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

pith.paper-citation-record.v1
2507.22716 v2

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T11:29:39.121935Z

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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

12 of 12 outbound references displayed

verified exact0
verified fuzzy1
unresolved9
parse uncertain0
malformed identifier2
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 24f7443a-925d-4dfe-ab03-b22a1f366aa4 · outbound

This paper cites an unresolved cited work.

From Sufficiency to Reflection: Reinforcement-Guided Thinking Quality in Retrieval-Augmented Reasoning for LLMs Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-06T11:29:40.232658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 82456099-699b-4b66-993f-0e277224ec9b · outbound

This paper cites an unresolved cited work.

From Sufficiency to Reflection: Reinforcement-Guided Thinking Quality in Retrieval-Augmented Reasoning for LLMs Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-06T11:29:40.019740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 39d58b73-2e3b-4d56-a37b-20ecef9d440c · outbound

This paper cites an unresolved cited work.

From Sufficiency to Reflection: Reinforcement-Guided Thinking Quality in Retrieval-Augmented Reasoning for LLMs Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-06T11:29:39.892552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d7a2d7fb-3151-462b-918f-31216786f807 · outbound

This paper cites Understanding R1-Zero-Like Training: A Critical Perspective.

From Sufficiency to Reflection: Reinforcement-Guided Thinking Quality in Retrieval-Augmented Reasoning for LLMs Understanding R1-Zero-Like Training: A Critical Perspective

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T11:29:38.393788Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2d088fb-68cb-4da7-ace5-e327d4ff26a0 · outbound

This paper cites Shamane Siriwardhana, Rivindu Weerasekera, Elliott Wen, Tharindu Kaluarachchi, Rajib Rana, and Suranga Nanayakkara.

From Sufficiency to Reflection: Reinforcement-Guided Thinking Quality in Retrieval-Augmented Reasoning for LLMs Shamane Siriwardhana, Rivindu Weerasekera, Elliott Wen, Tharindu Kaluarachchi, Rajib Rana, and Suranga Nanayakkara

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T11:29:38.510750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f86114c4-2a74-4b5e-8c76-c2b68b200e2e · outbound

This paper cites an unresolved cited work.

From Sufficiency to Reflection: Reinforcement-Guided Thinking Quality in Retrieval-Augmented Reasoning for LLMs Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T11:29:40.776271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 84bb491f-035b-4b10-a0ea-dd6c3520eaa4 · outbound

This paper cites all-correct.

From Sufficiency to Reflection: Reinforcement-Guided Thinking Quality in Retrieval-Augmented Reasoning for LLMs all-correct

Reference 8

Resolution: malformed identifier; raw_fallback, observed 2026-08-06T11:29:40.408162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 28d090ca-26bf-4c6f-8fbe-2b54b2a147a4 · outbound

This paper cites Important: - Judge only the thinking process, not the answer.

From Sufficiency to Reflection: Reinforcement-Guided Thinking Quality in Retrieval-Augmented Reasoning for LLMs Important: - Judge only the thinking process, not the answer

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:29:39.742275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 04cb70c6-b4ec-43a6-ad3a-2c7ee110651e · outbound

This paper cites search–thinking–answer.

From Sufficiency to Reflection: Reinforcement-Guided Thinking Quality in Retrieval-Augmented Reasoning for LLMs search–thinking–answer

Reference 2023

Resolution: malformed identifier; raw_fallback, observed 2026-08-06T11:29:40.649444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 78d68644-0609-45d0-9e02-78141092f233 · outbound

This paper cites The Llama 3 Herd of Models.

From Sufficiency to Reflection: Reinforcement-Guided Thinking Quality in Retrieval-Augmented Reasoning for LLMs The Llama 3 Herd of Models

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-06T11:29:38.317870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af7f6115-d373-4352-ab8a-5ba64050eebe · outbound

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

From Sufficiency to Reflection: Reinforcement-Guided Thinking Quality in Retrieval-Augmented Reasoning for LLMs DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-06T11:29:38.249857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bc77e3e-3e6f-4f87-855d-734d562968a8 · outbound

This paper cites Enhancing LLM Factual Accuracy with RAG to Counter Hallucinations: A Case Study on Domain-Specific Queries in Private Knowledge-Bases.

From Sufficiency to Reflection: Reinforcement-Guided Thinking Quality in Retrieval-Augmented Reasoning for LLMs Enhancing LLM Factual Accuracy with RAG to Counter Hallucinations: A Case Study on Domain-Specific Queries in Private Knowledge-Bases

Reference 9474

Resolution: unresolved; no resolver link, observed 2026-08-06T11:29:38.386764Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.