Paper Citation Record · LEDGER

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

As of 18 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 36 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 36 of 36 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 36 of 36 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T04:40:04.482339Z

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

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 73a5a782-956c-4cb4-940c-20f5781adf65 · inbound

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

Auto-RAG: Autonomous Retrieval-Augmented Generation for Large Language Models FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-12T10:15:25.080472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5c1e824-03db-41a4-a007-4edccf6aab0b · inbound

RetroLLM: Empowering Large Language Models to Retrieve Fine-grained Evidence within Generation cites this paper.

RetroLLM: Empowering Large Language Models to Retrieve Fine-grained Evidence within Generation FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T14:30:06.613774Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79208290-ab4b-43fb-8ca8-e44938048e51 · inbound

Progressive Multimodal Reasoning via Active Retrieval cites this paper.

Progressive Multimodal Reasoning via Active Retrieval FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T11:55:10.278260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68d4a130-09e8-43c9-ba64-75b5d7112e08 · inbound

ReARTeR: Retrieval-Augmented Reasoning with Trustworthy Process Rewarding cites this paper.

ReARTeR: Retrieval-Augmented Reasoning with Trustworthy Process Rewarding FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-10T20:35:59.340934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: 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 2026-08-18T06:34:40.430872+00:00.

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

Resolution: verified exact; 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 2026-08-18T06:34:40.430872+00:00.

Observation 857f1108-d1e8-4e50-a254-2c9d76c6609c · inbound

Reinforced Internal-External Knowledge Synergistic Reasoning for Efficient Adaptive Search Agent cites this paper.

Reinforced Internal-External Knowledge Synergistic Reasoning for Efficient Adaptive Search Agent FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T22:17:44.759328Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df8e8a23-abf1-4809-8dda-486c8ceb0011 · inbound

Harmonia: End-to-End RAG Serving Optimization cites this paper.

Harmonia: End-to-End RAG Serving Optimization FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-16T04:40:04.482339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8587b410-20e3-45dd-98f7-692f47fec601 · inbound

SEM: Reinforcement Learning for Search-Efficient Large Language Models cites this paper.

SEM: Reinforcement Learning for Search-Efficient Large Language Models FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T22:21:55.096081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aeceafde-7dd4-4b6d-a180-73c8cdc3a1c1 · inbound

Hierarchical Document Refinement for Long-context Retrieval-augmented Generation cites this paper.

Hierarchical Document Refinement for Long-context Retrieval-augmented Generation FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T21:15:57.934268Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71d12f49-6d80-405b-b643-b19061b18335 · inbound

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents cites this paper.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T20:48:22.808912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: 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 2026-08-18T06:34:40.430872+00:00.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: 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 2026-08-18T06:34:40.430872+00:00.

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

Resolution: 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 2026-08-18T06:34:40.430872+00:00.

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

Resolution: verified exact; 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 2026-08-18T06:34:40.430872+00:00.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.