Paper Citation Record · LEDGER

RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 12 inbound Pith citation observations for arXiv:2412.12881.

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

pith.paper-citation-record.v1
2412.12881 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 12 of 12 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T21:40:26.807887Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T17:17:15.161526Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 5fbecf7b-3942-428f-a06e-9b0e096fef9e · inbound

Holistically Guided Monte Carlo Tree Search for Intricate Information Seeking cites this paper.

Holistically Guided Monte Carlo Tree Search for Intricate Information Seeking RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-08T21:40:26.807887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation addd0152-1d04-4f12-8c84-248ebe5583fe · inbound

R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning cites this paper.

R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement

Reference 11

Resolution: metadata mismatch; arxiv_id, observed 2026-05-13T18:37:17.783381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 98b3343c-eabf-4205-9633-442b8d5266b6 · inbound

ZeroSearch: Incentivize the Search Capability of LLMs without Searching cites this paper.

ZeroSearch: Incentivize the Search Capability of LLMs without Searching RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-17T17:44:13.354769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 57606a0f-5ce6-4c1e-86f4-69a5ca8748fd · inbound

ZeroSearch: Incentivize the Search Capability of LLMs without Searching cites this paper.

ZeroSearch: Incentivize the Search Capability of LLMs without Searching RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-22T16:06:45.889296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3cddfc57-598a-4628-8a98-68a78fd6e4d9 · inbound

Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning cites this paper.

Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:04.555452Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27a2c430-a034-4767-82e3-cd5399f8206c · inbound

R1-Searcher++: Incentivizing the Dynamic Knowledge Acquisition of LLMs via Reinforcement Learning cites this paper.

R1-Searcher++: Incentivizing the Dynamic Knowledge Acquisition of LLMs via Reinforcement Learning RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:15.302853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb9848c4-a688-47fb-ac75-b2772b6e0f37 · inbound

Self-Critique Guided Iterative Reasoning for Multi-hop Question Answering cites this paper.

Self-Critique Guided Iterative Reasoning for Multi-hop Question Answering RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T14:23:46.189668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3daa139d-305f-433a-ab13-407f4c4408fc · inbound

Lessons from Training Grounded LLMs with Verifiable Rewards cites this paper.

Lessons from Training Grounded LLMs with Verifiable Rewards RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T23:59:48.438690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d91ebba9-fe7b-4b9f-a934-467e716ddc30 · inbound

Towards Agentic RAG with Deep Reasoning: A Survey of RAG-Reasoning Systems in LLMs cites this paper.

Towards Agentic RAG with Deep Reasoning: A Survey of RAG-Reasoning Systems in LLMs RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T18:00:40.937623Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9727bca6-720a-47f6-88f0-b07c407ffb56 · inbound

Progressive Multimodal Search and Reasoning for Knowledge-Intensive Visual Question Answering cites this paper.

Progressive Multimodal Search and Reasoning for Knowledge-Intensive Visual Question Answering RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement

Reference 16

Resolution: metadata mismatch; arxiv_id, observed 2026-05-18T20:06:49.807717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5e049d48-7cd0-4e6f-a7d2-5b20d7cb88c4 · inbound

DuMate-DeepResearch: An Auditable Multi-Agent System with Recursive Search and Rubric-Grounded Reasoning cites this paper.

DuMate-DeepResearch: An Auditable Multi-Agent System with Recursive Search and Rubric-Grounded Reasoning RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement

Reference 8

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T17:17:15.163237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 28681e8b-0d0d-4111-b7e2-0fcec5f80e19 · inbound

Fishing Out Free Riders: Shapley-Based Reward Attribution for Parallel Reasoning via Reinforcement Learning cites this paper.

Fishing Out Free Riders: Shapley-Based Reward Attribution for Parallel Reasoning via Reinforcement Learning RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-01T13:54:22.392177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.