Paper Citation Record · LEDGER

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models

As of 23 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 27 inbound Pith citation observations for arXiv:2502.01142.

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

pith.paper-citation-record.v1
2502.01142 v2

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T16:31:17.775648Z

measured 79 of 79 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 27 of 27 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:02:43.000838Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T05:57:41.456333Z

Reference resolution

52 of 52 outbound references displayed

verified exact2
verified fuzzy1
unresolved49
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 54b81a51-fe3a-40f6-8134-6c5cbcf2a2ca · outbound

This paper cites online" 'onlinestring :=.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-09T16:31:17.492687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c0deef1-0d24-4d24-95dc-fba1cb3e97fb · outbound

This paper cites write newline.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-09T16:31:17.499225Z

Source-reported events for the cited work

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Observation 3209d9c8-23b4-4d43-947f-55df09e1a46f · outbound

This paper cites Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-09T16:31:17.505735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ccb4a56e-ec02-4f12-8987-4fa9abb7cefb · outbound

This paper cites an unresolved cited work.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-09T16:31:17.513911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5dad2c7c-c4a9-450f-ad86-31030d34b7c6 · outbound

This paper cites an unresolved cited work.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-09T16:31:17.520643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9fbc307-0a2a-45ad-a044-d21c2ecb5581 · outbound

This paper cites Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-09T16:31:17.526693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7086fe53-3e0d-4e01-85ae-644292d95759 · outbound

This paper cites Unified Active Retrieval for Retrieval Augmented Generation.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Unified Active Retrieval for Retrieval Augmented Generation

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-09T16:31:17.532447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e072968b-ffcd-4c86-a3bf-14728ab46e7c · outbound

This paper cites an unresolved cited work.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:31:18.844051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation b19c0d84-dc84-419f-93bb-eed25a7f9996 · outbound

This paper cites To Retrieve or Not to Retrieve? Uncertainty Detection for Dynamic Retrieval Augmented Generation.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models To Retrieve or Not to Retrieve? Uncertainty Detection for Dynamic Retrieval Augmented Generation

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-09T16:31:17.545870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a923109f-b4c3-4a99-8d31-e5715519bbd9 · outbound

This paper cites The Llama 3 Herd of Models.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models The Llama 3 Herd of Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-09T16:31:17.551360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 213c0c56-12cd-4be0-8275-8fa0dfc45d92 · outbound

This paper cites AirRAG: Autonomous Strategic Planning and Reasoning Steer Retrieval Augmented Generation.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models AirRAG: Autonomous Strategic Planning and Reasoning Steer Retrieval Augmented Generation

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-09T16:31:17.557175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01403b39-1a6b-405a-ae19-96f174ac6398 · outbound

This paper cites SmartRAG: Jointly Learn RAG-Related Tasks From the Environment Feedback.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models SmartRAG: Jointly Learn RAG-Related Tasks From the Environment Feedback

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-09T16:31:17.563580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b451d5cf-4ae8-468a-95c0-173a8ac652cf · outbound

This paper cites Synergizing RAG and Reasoning: A Systematic Review.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Synergizing RAG and Reasoning: A Systematic Review

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-09T16:31:17.569436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 395e5410-2fb6-4021-b281-fbcc8fe6084a · outbound

This paper cites an unresolved cited work.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:31:18.828400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation a3ae993b-45ac-47a0-a549-b5980a09e54a · outbound

This paper cites Search, Verify and Feedback: Towards Next Generation Post-training Paradigm of Foundation Models via Verifier Engineering.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Search, Verify and Feedback: Towards Next Generation Post-training Paradigm of Foundation Models via Verifier Engineering

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-09T16:31:17.579414Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f9d0897-2c19-4e90-bfd8-463ce7de7bc3 · outbound

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

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-09T16:31:17.584857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31cd327a-94c6-4090-b93a-dea9af5761ae · outbound

This paper cites an unresolved cited work.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-09T16:31:17.590519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fccaa8af-02a9-4053-9a5e-83bdb236d922 · outbound

This paper cites an unresolved cited work.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-09T16:31:18.812445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 0af26504-279d-408d-b94a-42050cce678d · outbound

This paper cites Adaptive-RAG: Learning to Adapt Retrieval-Augmented Large Language Models through Question Complexity.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Adaptive-RAG: Learning to Adapt Retrieval-Augmented Large Language Models through Question Complexity

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-09T16:31:17.600939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a8a5f8d-7817-4974-8193-3823e7c71bc1 · outbound

This paper cites Active Retrieval Augmented Generation.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Active Retrieval Augmented Generation

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-09T16:31:17.606337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26e882c8-9151-4b12-92d3-014a7d7f770b · outbound

This paper cites Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-09T16:31:17.611424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b705781b-a936-4aaa-86d1-f6e02ce8f128 · outbound

This paper cites Large Language Models Must Be Taught to Know What They Don't Know.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Large Language Models Must Be Taught to Know What They Don't Know

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-09T16:31:17.616435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c38edf33-1938-472f-9efb-e6f3e608bae3 · outbound

This paper cites an unresolved cited work.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Unresolved cited work

Reference 23

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 4ab6a148-197e-49b8-b06e-361fde8935d0 · outbound

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

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Search-o1: Agentic Search-Enhanced Large Reasoning Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-09T16:31:17.626423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a031d7ea-8d7d-4aba-b5f7-4741d1b3ae63 · outbound

This paper cites Auto-RT: Automatic Jailbreak Strategy Exploration for Red-Teaming Large Language Models.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Auto-RT: Automatic Jailbreak Strategy Exploration for Red-Teaming Large Language Models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-09T16:31:17.631468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b6b0564-be1c-4307-a29e-9261ef9b5d77 · outbound

This paper cites When Not to Trust Language Models: Investigating Effectiveness of Parametric and Non-Parametric Memories.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models When Not to Trust Language Models: Investigating Effectiveness of Parametric and Non-Parametric Memories

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-09T16:31:17.636869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11a89508-5fe3-4f7d-995c-c36caf23edd6 · outbound

This paper cites Hello gpt-4o.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Hello gpt-4o

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T16:31:18.780954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 94119ba0-4752-43ab-be74-cd771a8c30c2 · outbound

This paper cites Not All Contexts Are Equal: Teaching LLMs Credibility-aware Generation.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Not All Contexts Are Equal: Teaching LLMs Credibility-aware Generation

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-09T16:31:17.646997Z

Source-reported events for the cited work

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Observation c6968c81-9f1f-4c49-a905-9bea4731a69d · outbound

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DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-09T16:31:17.652117Z

Source-reported events for the cited work

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Observation 170b8d07-d7e4-460f-819c-4c40e02e3a72 · outbound

This paper cites an unresolved cited work.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Unresolved cited work

Reference 30

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 653a51fb-2c82-49e2-8765-1d29b43d5b5e · outbound

This paper cites Question Decomposition Improves the Faithfulness of Model-Generated Reasoning.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Question Decomposition Improves the Faithfulness of Model-Generated Reasoning

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-09T16:31:17.661966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 230cacf5-5246-47ab-bc9d-b11d5e832cce · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-09T16:31:17.667061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f18745ff-324e-44ba-94da-9bbe774caf9d · outbound

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

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-09T16:31:17.672448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5c01fc8-6a90-49a9-b8e6-f8de333e6d7a · outbound

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DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-09T16:31:17.679299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34e5582e-27bd-4536-b639-f0e3a27c8663 · outbound

This paper cites Sutton and Andrew G.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Sutton and Andrew G

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-09T16:31:17.684426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9715d8f7-0362-49dd-9924-e8002c1b975d · outbound

This paper cites Blinded by Generated Contexts: How Language Models Merge Generated and Retrieved Contexts When Knowledge Conflicts?.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Blinded by Generated Contexts: How Language Models Merge Generated and Retrieved Contexts When Knowledge Conflicts?

Reference 36

Resolution: verified exact; local_arxiv, observed 2026-08-09T16:31:18.153276Z

Source-reported events for the cited work

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Observation bf9b3e7e-468f-4e7d-bf6f-b9b352c1af95 · outbound

This paper cites an unresolved cited work.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-09T16:31:17.694991Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f983ae7-f0f3-465a-b8d0-b1e8c716dece · outbound

This paper cites an unresolved cited work.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Unresolved cited work

Reference 38

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Source-reported events for the cited work

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Observation ba8ee53e-6604-46c9-9541-4ffeae0c6854 · outbound

This paper cites an unresolved cited work.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Unresolved cited work

Reference 39

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2362b823-65c5-4f92-8b2c-5486905c841d · outbound

This paper cites an unresolved cited work.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Unresolved cited work

Reference 40

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Unavailable: canonical work link unavailable.

Observation f37531f3-90eb-41e2-8221-d4cffac59d4e · outbound

This paper cites On-Policy Self-Alignment with Fine-grained Knowledge Feedback for Hallucination Mitigation.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models On-Policy Self-Alignment with Fine-grained Knowledge Feedback for Hallucination Mitigation

Reference 41

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Source-reported events for the cited work

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Observation 3d564ee0-bfba-4f05-8291-494fa1280fcc · outbound

This paper cites Divide-or-Conquer? Which Part Should You Distill Your LLM?.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Divide-or-Conquer? Which Part Should You Distill Your LLM?

Reference 42

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Observation f5f4c840-3f64-477a-909f-2eee6fa9c154 · outbound

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DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Qwen2 Technical Report

Reference 43

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ddb0637-18a7-44cb-bddd-e7501ef228d9 · outbound

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

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-09T16:31:17.731988Z

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Unavailable: canonical work link unavailable.

Observation c7eef821-329f-470b-81e7-932c3f3c5410 · outbound

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DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Benchmarking Knowledge Boundary for Large Language Models: A Different Perspective on Model Evaluation

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-09T16:31:17.738170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8680155-8bbe-45da-a967-bbbee10f2433 · outbound

This paper cites Do Large Language Models Know What They Don't Know?.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Do Large Language Models Know What They Don't Know?

Reference 46

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa5e0938-dd6c-45a8-a230-2f494a9270dc · outbound

This paper cites Auto-RAG: Autonomous Retrieval-Augmented Generation for Large Language Models.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Auto-RAG: Autonomous Retrieval-Augmented Generation for Large Language Models

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-09T16:31:17.749238Z

Source-reported events for the cited work

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Observation 43719403-031d-45a7-b483-16f867465c6e · outbound

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DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Generate rather than Retrieve: Large Language Models are Strong Context Generators

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-09T16:31:17.754529Z

Source-reported events for the cited work

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Observation 2e2140c2-24cd-4e71-bb0b-31c746a7fb05 · outbound

This paper cites Inference Scaling for Long-Context Retrieval Augmented Generation.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Inference Scaling for Long-Context Retrieval Augmented Generation

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-09T16:31:17.759589Z

Source-reported events for the cited work

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Observation 437cdbe8-7455-4c3c-9637-06e4cab89b3c · outbound

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DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models

Reference 50

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Unavailable: canonical work link unavailable.

Observation 658fd13d-ca17-40e1-85c0-bf3628f18c8f · outbound

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DeepRAG: Thinking to Retrieve Step by Step for Large Language Models RetrievalQA: Assessing Adaptive Retrieval-Augmented Generation for Short-form Open-Domain Question Answering

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-09T16:31:17.770243Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51ebbe14-1e1b-4a18-809c-53083426f016 · outbound

This paper cites Retrieval-Augmented Generation for AI-Generated Content: A Survey.

DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Retrieval-Augmented Generation for AI-Generated Content: A Survey

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-09T16:31:17.775648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 1295c007-6495-4f2d-893d-2a0924a6d8ec · inbound

Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models cites this paper.

Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models DeepRAG: Thinking to Retrieve Step by Step for Large Language Models

Reference 225

Resolution: verified exact; arxiv_id, observed 2026-05-12T08:40:41.410781Z

Source-reported events for the cited work

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Observation 22455c76-da20-44c0-a834-ce83a29c7375 · inbound

Large Language Model Agent: A Survey on Methodology, Applications and Challenges cites this paper.

Large Language Model Agent: A Survey on Methodology, Applications and Challenges DeepRAG: Thinking to Retrieve Step by Step for Large Language Models

Reference 49

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Source-reported events for the cited work

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Observation 1e70bbc7-e12c-4794-94b6-4ead1a44533c · inbound

Generative AI Act II: Test Time Scaling Drives Cognition Engineering cites this paper.

Generative AI Act II: Test Time Scaling Drives Cognition Engineering DeepRAG: Thinking to Retrieve Step by Step for Large Language Models

Reference 98

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Source-reported events for the cited work

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Observation 980f5dc9-254e-4e75-b4c2-6801b669df7c · inbound

Synergizing RAG and Reasoning: A Systematic Review cites this paper.

Synergizing RAG and Reasoning: A Systematic Review DeepRAG: Thinking to Retrieve Step by Step for Large Language Models

Reference 29

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12b54e85-5087-4d44-b304-8f929cd84694 · inbound

WebThinker: Empowering Large Reasoning Models with Deep Research Capability cites this paper.

WebThinker: Empowering Large Reasoning Models with Deep Research Capability DeepRAG: Thinking to Retrieve Step by Step for Large Language Models

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-16T19:14:25.361448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 27081101-bfd4-4586-b35e-e71488be15ce · inbound

ExTrans: Multilingual Deep Reasoning Translation via Exemplar-Enhanced Reinforcement Learning cites this paper.

ExTrans: Multilingual Deep Reasoning Translation via Exemplar-Enhanced Reinforcement Learning DeepRAG: Thinking to Retrieve Step by Step for Large Language Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T20:28:19.869811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ce4ef23-5c31-46d0-9eca-a6e5e9b5247a · inbound

Chain-of-Thought Poisoning Attacks against R1-based Retrieval-Augmented Generation Systems cites this paper.

Chain-of-Thought Poisoning Attacks against R1-based Retrieval-Augmented Generation Systems DeepRAG: Thinking to Retrieve Step by Step for Large Language Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T15:05:59.548315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5c7c2a5-0f11-421b-b26a-588349e60602 · inbound

Towards Better Instruction Following Retrieval Models cites this paper.

Towards Better Instruction Following Retrieval Models DeepRAG: Thinking to Retrieve Step by Step for Large Language Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T13:35:47.882950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64e117f7-de1e-43be-9a64-ddbc6da2c2b6 · inbound

Mixture-of-Retrieval Experts for Reasoning-Guided Multimodal Knowledge Exploitation cites this paper.

Mixture-of-Retrieval Experts for Reasoning-Guided Multimodal Knowledge Exploitation DeepRAG: Thinking to Retrieve Step by Step for Large Language Models

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-19T13:52:20.018274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 379e493a-c579-4d81-9e29-ba72c45e6e3e · inbound

Inter-Passage Verification for Multi-evidence Multi-answer QA cites this paper.

Inter-Passage Verification for Multi-evidence Multi-answer QA DeepRAG: Thinking to Retrieve Step by Step for Large Language Models

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-07T12:10:20.631559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aefe27e4-2382-442a-85b2-ee35c1f8f2b1 · inbound

R-Search: Empowering LLM Reasoning with Search via Multi-Reward Reinforcement Learning cites this paper.

R-Search: Empowering LLM Reasoning with Search via Multi-Reward Reinforcement Learning DeepRAG: Thinking to Retrieve Step by Step for Large Language Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T10:54:30.319046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9177bda6-30e0-4206-bffd-e1633ed25853 · inbound

Coordinating Search-Informed Reasoning and Reasoning-Guided Search in Claim Verification cites this paper.

Coordinating Search-Informed Reasoning and Reasoning-Guided Search in Claim Verification DeepRAG: Thinking to Retrieve Step by Step for Large Language Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T05:37:29.254224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a06da74-9d03-40d8-b9cf-ea996624ae41 · inbound

Deep Research Agents: A Systematic Examination And Roadmap cites this paper.

Deep Research Agents: A Systematic Examination And Roadmap DeepRAG: Thinking to Retrieve Step by Step for Large Language Models

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:56.637110Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90fe66fa-d409-4946-9453-e074136dbec2 · inbound

HiPRAG: Hierarchical Process Rewards for Efficient Agentic Retrieval Augmented Generation cites this paper.

HiPRAG: Hierarchical Process Rewards for Efficient Agentic Retrieval Augmented Generation DeepRAG: Thinking to Retrieve Step by Step for Large Language Models

Reference 4

Resolution: metadata mismatch; arxiv_id, observed 2026-05-18T09:31:11.978340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 1c08c2be-943b-4112-b284-37d27b523bbb · inbound

HGMEM: Hypergraph-based Working Memory to Improve Multi-step RAG for Long-Context Complex Relational Modeling cites this paper.

HGMEM: Hypergraph-based Working Memory to Improve Multi-step RAG for Long-Context Complex Relational Modeling DeepRAG: Thinking to Retrieve Step by Step for Large Language Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T13:34:30.872861Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b633bd12-d9e6-494e-9819-fd975d743ff1 · inbound

Agentic Reasoning for Large Language Models cites this paper.

Agentic Reasoning for Large Language Models DeepRAG: Thinking to Retrieve Step by Step for Large Language Models

Reference 257

Resolution: verified exact; arxiv_id, observed 2026-05-17T15:14:26.359702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9aaa5580-a00e-4da4-9507-541ad90ce0bc · inbound

Optimizing RAG Rerankers with LLM Feedback via Reinforcement Learning cites this paper.

Optimizing RAG Rerankers with LLM Feedback via Reinforcement Learning DeepRAG: Thinking to Retrieve Step by Step for Large Language Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-13T13:59:01.287449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e2d0acf-a8c6-46aa-897b-ddab429105cb · inbound

MG$^2$-RAG: Multi-Granularity Graph for Multimodal Retrieval-Augmented Generation cites this paper.

MG$^2$-RAG: Multi-Granularity Graph for Multimodal Retrieval-Augmented Generation DeepRAG: Thinking to Retrieve Step by Step for Large Language Models

Reference 22

Resolution: metadata mismatch; arxiv_id, observed 2026-05-13T17:13:00.945081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c5dcb331-c2af-4359-b07e-ef1af40d2c0a · inbound

MG$^2$-RAG: Multi-Granularity Graph for Multimodal Retrieval-Augmented Generation cites this paper.

MG$^2$-RAG: Multi-Granularity Graph for Multimodal Retrieval-Augmented Generation DeepRAG: Thinking to Retrieve Step by Step for Large Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-14T19:54:25.294067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 879f4645-ac09-415d-bd1f-bdde08b4a182 · inbound

Towards Trustworthy Report Generation: A Deep Research Agent with Progressive Confidence Estimation and Calibration cites this paper.

Towards Trustworthy Report Generation: A Deep Research Agent with Progressive Confidence Estimation and Calibration DeepRAG: Thinking to Retrieve Step by Step for Large Language Models

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-10T22:35:52.084169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 505f9060-99fe-4caf-9c46-a3d6708bb323 · inbound

ReflectMT: Internalizing Reflection for Efficient and High-Quality Machine Translation cites this paper.

ReflectMT: Internalizing Reflection for Efficient and High-Quality Machine Translation DeepRAG: Thinking to Retrieve Step by Step for Large Language Models

Reference 29

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T02:48:27.388550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 5457d51f-2c34-424f-8eca-c437fb2a6544 · inbound

MiA-Signature: Approximating Global Activation for Long-Context Understanding cites this paper.

MiA-Signature: Approximating Global Activation for Long-Context Understanding DeepRAG: Thinking to Retrieve Step by Step for Large Language Models

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-11T20:06:08.996618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 4944b992-d65d-49ba-9da5-eaccbc79a540 · 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 DeepRAG: Thinking to Retrieve Step by Step for Large Language Models

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-07-02T17:17:15.156968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 64aec893-a9a5-4aa7-a4e0-6571eef324f8 · inbound

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes cites this paper.

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes DeepRAG: Thinking to Retrieve Step by Step for Large Language Models

Reference 81

Resolution: verified exact; arxiv_id, observed 2026-07-03T05:57:41.458240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 71bee03b-6fbb-4f4c-87e9-b90798b5c832 · 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 DeepRAG: Thinking to Retrieve Step by Step for Large Language Models

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-01T13:54:23.027434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a09846f1-9385-43e4-9eb6-7e153ec07bd4 · inbound

PROGRESS: Coverage-guided RL to Train Search-augmented LLM Agent cites this paper.

PROGRESS: Coverage-guided RL to Train Search-augmented LLM Agent DeepRAG: Thinking to Retrieve Step by Step for Large Language Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T00:37:24.065196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1de2e671-8044-4ef8-a932-c0bc50991fb7 · inbound

Search-GRT: Guided Retrieval Training of Search Agents to Optimize for Complex Question Answering cites this paper.

Search-GRT: Guided Retrieval Training of Search Agents to Optimize for Complex Question Answering DeepRAG: Thinking to Retrieve Step by Step for Large Language Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T15:18:31.628021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.