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Paper Citation Record · LEDGER

FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 27 inbound Pith citation observations for arXiv:2405.13576.

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

pith.paper-citation-record.v1
2405.13576 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 27 of 27 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 27 of 27 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T19:27:46.191662Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-30T02:34:13.452264Z

Reference resolution

0 of 0 outbound references displayed

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External citation measurements

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Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 934f25e7-71e3-4131-8228-9f4792071e63 · inbound

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

AirRAG: Autonomous Strategic Planning and Reasoning Steer Retrieval Augmented Generation FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 13

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no resolver link, observed 2026-08-10T19:27:46.191662Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:27:46.191662Z digest=sha256:0a550aa46eafd2e8325b0b94982f1b8adb7a07fa407c7353995e08a7cfbe39fe

Observation 3bd12ea3-2412-455f-b452-8acef480013c · inbound

Rankify: A Comprehensive Python Toolkit for Retrieval, Re-Ranking, and Retrieval-Augmented Generation cites this paper.

Rankify: A Comprehensive Python Toolkit for Retrieval, Re-Ranking, and Retrieval-Augmented Generation FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 39

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no resolver link, observed 2026-08-09T12:07:23.989796Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T12:07:23.989796Z digest=sha256:64a6c9292b88c5ca50b8502f7f9b6b8f326913a4e305bf09e1df2b2657220984

Observation e5d0c39d-f8e0-4772-a59f-b0a01e53ed8d · 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 FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 35

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verified exact
arxiv_id, observed 2026-05-13T18:37:17.787203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-13T18:37:17.725984Z digest=sha256:812643ec0825a6555a10609c53512119b5d76f340b85c37c7174e3f10c400751

Observation f50cc8c3-7682-4ef4-9d65-647c77cf79e0 · inbound

ReSearch: Learning to Reason with Search for LLMs via Reinforcement Learning cites this paper.

ReSearch: Learning to Reason with Search for LLMs via Reinforcement Learning FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 10

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arxiv_id, observed 2026-05-16T15:48:34.750065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-16T15:48:34.705881Z digest=sha256:110c6df53aa24ae6f87ca87d61938138b92f8753ce8df23a1d2eeaef6089a782

Observation 467f603e-02f7-4f18-b3f9-b85963d5d1d0 · inbound

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization cites this paper.

Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 15

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no resolver link, observed 2026-08-07T15:21:25.045823Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:21:25.045823Z digest=sha256:d223b7e0304a146c241ff11e09cedf477cfd9b37ec8fae54f0de6ad28a4c46da

Observation 83ed383c-4019-413e-a777-e91fd6877bd9 · 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 FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 24

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no resolver link, observed 2026-08-07T15:06:04.709451Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:06:04.709451Z digest=sha256:1139236f005444b58b94f09cda2ca81c5c8884168bfdad83ef42cc05280d8aa5

Observation 32dc783c-15b4-4dc7-8ed5-14183a2d0e19 · 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 FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 16

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no resolver link, observed 2026-08-07T14:55:15.589935Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:55:15.589935Z digest=sha256:78dccd074bfb397891808f4f8d3e8f50b989fecc69830bf932a0bfa9c55f9797

Observation e3930e9d-7551-46ad-b14b-e66ab494071f · inbound

Benchmarking Poisoning Attacks against Retrieval-Augmented Generation cites this paper.

Benchmarking Poisoning Attacks against Retrieval-Augmented Generation FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 39

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no resolver link, observed 2026-08-07T14:32:57.144351Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:32:57.144351Z digest=sha256:b2fa3184da8f346adc5133828629dd6b70e94ad61f31389566f3bfac02e1e83c

Observation ea9c79f4-9277-437d-815d-6dbf71ffbb40 · inbound

Removal of Hallucination on Hallucination: Debate-Augmented RAG cites this paper.

Removal of Hallucination on Hallucination: Debate-Augmented RAG FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 16

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no resolver link, observed 2026-08-07T14:32:26.201541Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:32:26.201541Z digest=sha256:43873c4697ff028c1f895faff770d25b16f9e43db21593c4054b661326de5dc9

Observation a887edc1-7636-4d14-ac8b-9af3802b5512 · inbound

ComposeRAG: A Modular and Composable RAG for Corpus-Grounded Multi-Hop Question Answering cites this paper.

ComposeRAG: A Modular and Composable RAG for Corpus-Grounded Multi-Hop Question Answering FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 14

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no resolver link, observed 2026-08-07T12:12:50.978650Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:12:50.978650Z digest=sha256:610542af2c92fcd11a91d81ca185f28f24fd276cb2f52d19bf47eca8d279c3df

Observation dbf5505a-657c-47ce-99cd-28e5008a96ce · inbound

Retrieval-Augmented Generation Systems for Intellectual Property via Synthetic Multi-Angle Fine-tuning cites this paper.

Retrieval-Augmented Generation Systems for Intellectual Property via Synthetic Multi-Angle Fine-tuning FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 36

Resolution
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no resolver link, observed 2026-08-07T12:07:47.980862Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:07:47.980862Z digest=sha256:61e7ef20adef6bc8cf04d8d1e43036a87cc88a8d05e4db2ad265341bd224a2ec

Observation 9c9dacb0-3a3c-45a9-854f-ae11ede5480e · 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 FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 17

Resolution
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no resolver link, observed 2026-08-07T10:54:30.366802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:54:30.366802Z digest=sha256:d40cff7ff51ce28ada62c394f794465b1b9fccdd2853ac35ed5aad2cf786e1c8

Observation 239fac3b-4f6e-4e57-9440-00a3b6622c60 · inbound

BioMol-MQA: A Multi-Modal Question Answering Dataset For LLM Reasoning Over Bio-Molecular Interactions cites this paper.

BioMol-MQA: A Multi-Modal Question Answering Dataset For LLM Reasoning Over Bio-Molecular Interactions FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 45

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no resolver link, observed 2026-08-07T10:19:15.289939Z

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source=pdf_text observed=2026-08-07T10:19:15.289939Z digest=sha256:6c78fc7066c77896b8215cb179ce0937d6820439a494f34dada3bde63e49b18c

Observation c4c92fc8-0297-4a36-be76-72de08752e5e · 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 FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 13

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no resolver link, observed 2026-08-07T05:37:29.281689Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T05:37:29.281689Z digest=sha256:a5a693a3f770a3d15014f3b04cc52f18393be958fe1f6f884114ecebd948556a

Observation c33277c7-46dd-4035-ac04-a501290a0b11 · inbound

Constructing and Evaluating Declarative RAG Pipelines in PyTerrier cites this paper.

Constructing and Evaluating Declarative RAG Pipelines in PyTerrier FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 16

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no resolver link, observed 2026-08-07T04:21:43.158136Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:21:43.158136Z digest=sha256:1d714846153458825eec149d67b1f810b449689d2e0ec34994c269512668ce5e

Observation 7b892344-badf-4ae0-a1f1-ebbafade3ea8 · inbound

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation cites this paper.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 16

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no resolver link, observed 2026-08-07T00:51:21.104237Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T00:51:21.104237Z digest=sha256:de4fdbb7b416cdd076b180af7c0d364f50b63c3377d8762ad4a083365a96a4d5

Observation a14e490f-a1e1-4c33-b0fe-a68a7d81baeb · inbound

KunLunBaizeRAG: Reinforcement Learning Driven Inference Performance Leap for Large Language Models cites this paper.

KunLunBaizeRAG: Reinforcement Learning Driven Inference Performance Leap for Large Language Models FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 3

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no resolver link, observed 2026-08-06T23:12:05.245732Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:12:05.245732Z digest=sha256:562e6438c057a93570f428b30106a7205a02b0c78bce852a3c4279d2a24ab768

Observation 731bd707-0df4-4a74-88ef-f411b89e8110 · inbound

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving cites this paper.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 35

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no resolver link, observed 2026-08-06T18:08:33.014260Z

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source=pdf_text observed=2026-08-06T18:08:33.014260Z digest=sha256:f8b1aa981f97b46c46051a945743b9569a639ecf254b3d43a3cd99e10a20df4b

Observation f15fe61e-5bd9-4cdd-bc51-a97a4675a1c8 · 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 FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 20

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verified exact
arxiv_id, observed 2026-05-18T20:06:49.887526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-18T20:04:52.852253Z digest=sha256:e5d03047c7297ed62fad025f239d5002d6baef1e5571f530c75666aed8dbc611

Observation 899ef19e-6c74-4783-939c-17e113f07008 · inbound

DCMI: A Differential Calibration Membership Inference Attack Against Retrieval-Augmented Generation cites this paper.

DCMI: A Differential Calibration Membership Inference Attack Against Retrieval-Augmented Generation FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 23

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no resolver link, observed 2026-08-05T04:42:13.741342Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T04:42:13.741342Z digest=sha256:48872327d9aa16a1d39d7097aba0d5169273ccc0a840ca166f035db4e813abff

Observation fa264529-929a-4f11-a60c-de63a1d9c193 · inbound

RECON: Reasoning with Condensation for Efficient Retrieval-Augmented Generation cites this paper.

RECON: Reasoning with Condensation for Efficient Retrieval-Augmented Generation FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 11

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no resolver link, observed 2026-08-04T10:20:20.409475Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T10:20:20.409475Z digest=sha256:965647bf7e9618dd0a27bb8e26b268a71ff6d8f344c4823f1f622f5ff35c671f

Observation dbcda009-6942-4649-a6bc-e349619794c6 · inbound

TeaRAG: A Token-Efficient Agentic Retrieval-Augmented Generation Framework cites this paper.

TeaRAG: A Token-Efficient Agentic Retrieval-Augmented Generation Framework FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 28

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no resolver link, observed 2026-08-03T23:33:46.023601Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T23:33:46.023601Z digest=sha256:86c8e92773108d81785992d46980aa8b6d14af115ba31acfc735649fa0b2db55

Observation 7789b05c-a736-4ee2-83e7-eb4cab30d8e5 · inbound

Finding What Matters: Anchoring Context Knowledge with Evolving Indices for Iterative Retrieval cites this paper.

Finding What Matters: Anchoring Context Knowledge with Evolving Indices for Iterative Retrieval FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 3

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malformed identifier
no resolver link, observed 2026-08-03T08:37:30.313408Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T08:37:30.313408Z digest=sha256:f34071bc783c91757f4aed6eafe5a1ce32cc28f6bf4f6b643acc26c71cdd6cfe

Observation a83ce490-8416-488c-baeb-8c0b147df23c · inbound

Mitigating Hallucination on Hallucination in RAG via Ensemble Voting cites this paper.

Mitigating Hallucination on Hallucination in RAG via Ensemble Voting FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 47

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verified exact
arxiv_id, observed 2026-05-14T22:48:13.316159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-14T22:44:18.712909Z digest=sha256:ae87dbb7cbe78af0f180e700fa4c985790fb71b2ba7a47d36c6e8f24acc4704e

Observation c762bf58-9420-41bb-ba8d-7c5a8fadf309 · inbound

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery cites this paper.

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 14

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verified exact
arxiv_id, observed 2026-05-12T05:46:31.399433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-12T04:55:22.596920Z digest=sha256:12e7b93c7c7ddd7c53097c5031bfc6d08dcf23539bbf5b81cb3868c591dd0039

Observation 5612efb8-6d18-4379-8d07-8f82cc2c8911 · inbound

Covering the Unseen: Information Demand Coverage Optimization for Retrieval-Augmented Generation cites this paper.

Covering the Unseen: Information Demand Coverage Optimization for Retrieval-Augmented Generation FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 29

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arxiv_id, observed 2026-06-30T02:34:13.454021Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-06-30T02:31:02.908220Z digest=sha256:10f8a402f6bf03eaf210a4dcef3d0ceec4d02971400129bdb74b1449810bf0b6

Observation 0a725452-126d-455b-912d-6efbb032ff8c · inbound

SearchOS-V1: Towards Robust Open-Domain Information-Seeking Agent Collaboration cites this paper.

SearchOS-V1: Towards Robust Open-Domain Information-Seeking Agent Collaboration FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 62

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no resolver link, observed 2026-08-01T23:46:21.193013Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T23:46:21.193013Z digest=sha256:d2559b6d278a3538f4fc3470e26efd481b04211e3ade830701dc5408a6fae006