Paper Citation Record · LEDGER

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

As of 20 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 14 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 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T13:42:49.782040Z

measured 57 of 57 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 14 of 14 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:05:54.131812Z

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

43 of 43 outbound references displayed

verified exact0
verified fuzzy4
unresolved39
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation bc383971-c7da-4ec9-b9c7-1ad0cbebcab4 · outbound

This paper cites an unresolved cited work.

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

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T13:42:49.478212Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5cb8b71b-0308-4354-812b-6703dbfc5231 · outbound

This paper cites an unresolved cited work.

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

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T13:42:49.487803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bad053f-c8a4-4dbd-a39a-fb683db0f240 · outbound

This paper cites Large Language Monkeys: Scaling Inference Compute with Repeated Sampling.

RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement Large Language Monkeys: Scaling Inference Compute with Repeated Sampling

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T13:42:49.495679Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 613cec42-52b5-40be-a9f4-04375edd79d3 · outbound

This paper cites an unresolved cited work.

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

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T13:42:49.503444Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f284a675-0112-4017-a067-0ae4cb451c3e · outbound

This paper cites Multi-hop Question Answering via Reasoning Chains.

RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement Multi-hop Question Answering via Reasoning Chains

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T13:42:49.511010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d13dbe14-b235-4b20-9d4d-ce50fee5c179 · outbound

This paper cites Retrieval-Augmented Generation for Large Language Models: A Survey.

RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T13:42:49.518331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b3ebb12-a6e9-4d2a-82ea-496093c33832 · outbound

This paper cites an unresolved cited work.

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

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:42:50.789334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a2c6628e-d25a-450a-8bc2-19c87907d236 · outbound

This paper cites an unresolved cited work.

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

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:42:50.767341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ff83fb49-9952-42f0-8bcf-ea8ad24f462c · outbound

This paper cites Hart, Nils J.

RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement Hart, Nils J

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T13:42:49.535458Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad14694b-82ad-4257-94b4-60060e40be34 · outbound

This paper cites an unresolved cited work.

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

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T13:42:49.540552Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab82333d-f2a2-4651-adc5-7628d8de0acf · outbound

This paper cites an unresolved cited work.

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

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T13:42:49.549852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5036ac6-9761-447c-a08c-00ae6f5c1435 · outbound

This paper cites OlympicArena: Benchmarking Multi-discipline Cognitive Reasoning for Superintelligent AI.

RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement OlympicArena: Benchmarking Multi-discipline Cognitive Reasoning for Superintelligent AI

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T13:42:49.556668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3d031b0-28c8-41b3-9e1c-cdcefc6b110a · outbound

This paper cites an unresolved cited work.

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

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T13:42:49.562190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7350ebfd-e570-41ee-a62a-e9a9e566d049 · outbound

This paper cites Dense Passage Retrieval for Open-Domain Question Answering.

RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement Dense Passage Retrieval for Open-Domain Question Answering

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T13:42:49.571251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d749430-2c3c-437f-b867-cbcefc364a02 · outbound

This paper cites an unresolved cited work.

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

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:42:50.675454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 49d46f88-e56a-424b-97d4-0db79c826b24 · outbound

This paper cites u ttler, Mike Lewis, Wen-tau Yih, Tim Rockt \.

RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement u ttler, Mike Lewis, Wen-tau Yih, Tim Rockt \

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T13:42:49.585113Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbbac267-8522-47bd-b92f-3f066128cb34 · outbound

This paper cites u ttler, Mike Lewis, Wen - tau Yih, Tim Rockt \.

RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement u ttler, Mike Lewis, Wen - tau Yih, Tim Rockt \

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:42:50.616116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation cb0185f9-9375-48d7-8a74-c0a3b413f50a · outbound

This paper cites an unresolved cited work.

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

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T13:42:49.597416Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 964adc11-145a-4689-b4a9-9ecb4ec4862b · outbound

This paper cites an unresolved cited work.

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

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:42:50.545997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c4ddbb68-edf3-452b-abc2-205d8261f34c · outbound

This paper cites an unresolved cited work.

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

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:42:50.523923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ee7cfa5b-a58e-4d9d-a782-a0b272c0a44d · outbound

This paper cites Rewarding Progress: Scaling Automated Process Verifiers for LLM Reasoning.

RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement Rewarding Progress: Scaling Automated Process Verifiers for LLM Reasoning

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T13:42:49.615411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4169f610-224f-4a70-ac0f-1d4283efed9e · outbound

This paper cites an unresolved cited work.

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

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:42:50.504747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 33e22423-7f97-4549-aba4-c0eb5d12a761 · outbound

This paper cites Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm.

RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T13:42:49.630897Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4760ee1-9b2b-4d51-b58e-426716c76713 · outbound

This paper cites Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters.

RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T13:42:49.640014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75703827-f32b-4151-9a9f-838c34ac6232 · outbound

This paper cites an unresolved cited work.

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

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T13:42:49.646894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9a268b5-bbae-4a2c-a87d-14d499e1e123 · outbound

This paper cites Le, Ed H.

RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement Le, Ed H

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T13:42:49.652366Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bac1dbc8-b944-4b8f-bc55-ff5524a3fe55 · outbound

This paper cites an unresolved cited work.

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

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T13:42:49.659772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42b0bae8-529f-463e-a623-cc91029cae0c · outbound

This paper cites Q*: Improving Multi-step Reasoning for LLMs with Deliberative Planning.

RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement Q*: Improving Multi-step Reasoning for LLMs with Deliberative Planning

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T13:42:49.668142Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 321d29c3-6699-4239-a7ca-967c506aa53d · outbound

This paper cites Astute RAG: Overcoming Imperfect Retrieval Augmentation and Knowledge Conflicts for Large Language Models.

RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement Astute RAG: Overcoming Imperfect Retrieval Augmentation and Knowledge Conflicts for Large Language Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T13:42:49.679366Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03f1dc0d-fa7a-4047-bc56-7b6a7302231c · outbound

This paper cites an unresolved cited work.

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

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:42:50.429401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8217eb35-ec8c-407b-8696-b3dda830b852 · outbound

This paper cites Chi, Quoc V.

RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement Chi, Quoc V

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:42:50.409380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 73c005a5-db87-4753-84dd-bddb1301b8de · outbound

This paper cites C-Pack: Packed Resources For General Chinese Embeddings.

RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement C-Pack: Packed Resources For General Chinese Embeddings

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-11T13:42:49.697869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89dc087d-8fd7-419e-8193-1570c7351936 · outbound

This paper cites an unresolved cited work.

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

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:42:50.387228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 2e0ae95e-2089-434f-af91-a41b88e6ec19 · outbound

This paper cites Cohen, Ruslan Salakhutdinov, and Christopher D.

RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement Cohen, Ruslan Salakhutdinov, and Christopher D

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:42:50.362964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c3ebe329-8633-4c95-a751-c83c29e80879 · outbound

This paper cites Griffiths, Yuan Cao, and Karthik Narasimhan.

RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement Griffiths, Yuan Cao, and Karthik Narasimhan

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:42:50.338914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 82db0fdd-2eca-4008-9a96-930a6d3bfed6 · outbound

This paper cites an unresolved cited work.

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

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:42:50.318389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 68af7fef-bb87-46e1-9797-89b879e0d106 · outbound

This paper cites Quiet-STaR: Language Models Can Teach Themselves to Think Before Speaking.

RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement Quiet-STaR: Language Models Can Teach Themselves to Think Before Speaking

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-11T13:42:49.737654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c836edf-5459-4b19-ab91-1b5d66732b5f · outbound

This paper cites LLaMA-Berry: Pairwise Optimization for O1-like Olympiad-Level Mathematical Reasoning.

RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement LLaMA-Berry: Pairwise Optimization for O1-like Olympiad-Level Mathematical Reasoning

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-11T13:42:49.743901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 870388d0-7a21-4665-a043-317812b3ebc0 · outbound

This paper cites an unresolved cited work.

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

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:42:50.299543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e24ffad4-5963-46d9-b6ac-9c98eff15372 · outbound

This paper cites A Survey of Large Language Models.

RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement A Survey of Large Language Models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-11T13:42:49.758093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09c1e140-0c49-4334-89c6-5bb7b103548f · outbound

This paper cites an unresolved cited work.

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

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:42:50.279570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ed328cf5-aaf8-4749-abf1-f72413e26085 · outbound

This paper cites URL: " 'urlintro :=.

RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement URL: " 'urlintro :=

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-11T13:42:49.773923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2d0ce92-5f66-4e61-b584-7ac554705a06 · outbound

This paper cites write newline.

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

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-11T13:42:49.782040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation acb36cd6-2808-4a4f-9148-92f8a33a15a9 · inbound

An Overview and Discussion on Using Large Language Models for Implementation Generation of Solutions to Open-Ended Problems cites this paper.

An Overview and Discussion on Using Large Language Models for Implementation Generation of Solutions to Open-Ended Problems RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-10T22:51:52.506860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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 2026-08-20T06:33:59.587034+00:00.

Observation 04016b94-a574-419f-a7fa-17d22afab4ce · inbound

PIS: Linking Importance Sampling and Attention Mechanisms for Efficient Prompt Compression cites this paper.

PIS: Linking Importance Sampling and Attention Mechanisms for Efficient Prompt Compression RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-16T11:05:54.131812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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.