Paper Citation Record · LEDGER

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation

As of 19 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 0 inbound Pith citation observations for arXiv:2506.12494.

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

pith.paper-citation-record.v1
2506.12494 v2

Coverage vector

measured 50 of 50 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:51:21.264963Z

measured 50 of 50 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 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

50 of 50 outbound references displayed

verified exact4
verified fuzzy0
unresolved46
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 525eb6c6-3826-4424-a003-4e95e6088a24 · outbound

This paper cites ANN-Benchmarks: A Benchmarking Tool for Approximate Nearest Neighbor Algorithms.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation ANN-Benchmarks: A Benchmarking Tool for Approximate Nearest Neighbor Algorithms

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.027420Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fe37947-a065-4d30-90b0-5b5cd37ff8a2 · outbound

This paper cites MS MARCO: A Human Generated MAchine Reading COmprehension Dataset.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation MS MARCO: A Human Generated MAchine Reading COmprehension Dataset

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.032627Z

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Observation bedc88b6-d320-4bd1-bd0f-c412683dc0a2 · outbound

This paper cites M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.037817Z

Source-reported events for the cited work

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Observation d998c15b-da45-4d1a-9f53-29048742b0a5 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.043710Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d621f5bc-dfe0-4ac6-82d7-7dae2cbd1060 · outbound

This paper cites The Faiss library.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation The Faiss library

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.048656Z

Source-reported events for the cited work

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Observation 4fd121c2-c3db-4042-abfb-a6da108168c0 · outbound

This paper cites The Llama 3 Herd of Models.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation The Llama 3 Herd of Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.053536Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dfabc149-c3d2-414b-bf3c-93a5275f7d3c · outbound

This paper cites EasyRAG: Efficient Retrieval-Augmented Generation Framework for Automated Network Operations.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation EasyRAG: Efficient Retrieval-Augmented Generation Framework for Automated Network Operations

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-08-07T00:51:21.827810Z

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 f7bc9c12-d2da-4ce2-971f-72845468d245 · outbound

This paper cites AutoRAG-HP: Automatic Online Hyper-Parameter Tuning for Retrieval-Augmented Generation.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation AutoRAG-HP: Automatic Online Hyper-Parameter Tuning for Retrieval-Augmented Generation

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.063718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76fa03a2-8fb7-41a6-8a7e-d0d91df1b0d3 · outbound

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

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.068768Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8176a4f6-69ea-47bf-a467-d7ae6c5d7c09 · outbound

This paper cites Accelerating Large-Scale Inference with Anisotropic Vector Quantization.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation Accelerating Large-Scale Inference with Anisotropic Vector Quantization

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.073577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99305390-41ce-463b-b2fa-f6dd24f67a79 · outbound

This paper cites RaLLe: A Framework for Developing and Evaluating Retrieval-Augmented Large Language Models.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation RaLLe: A Framework for Developing and Evaluating Retrieval-Augmented Large Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.080580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f67b6962-db1b-4071-be8b-8612196ebfae · outbound

This paper cites Unsupervised Dense Information Retrieval with Contrastive Learning.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation Unsupervised Dense Information Retrieval with Contrastive Learning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.085004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f0b4c66-e2da-4f51-9f43-b2c761b1cb4a · outbound

This paper cites Jina-ColBERT-v2: A General-Purpose Multilingual Late Interaction Retriever.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation Jina-ColBERT-v2: A General-Purpose Multilingual Late Interaction Retriever

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.090097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c5a549d-9018-4a50-b4d0-2c77f65bbe5e · outbound

This paper cites an unresolved cited work.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.094515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 968033c6-dcc9-402e-bdc3-f0848e529fe4 · outbound

This paper cites an unresolved cited work.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.099624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research.

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 54db72eb-a206-4552-8ace-b45a33bf68f8 · outbound

This paper cites an unresolved cited work.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.108735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7eaa42d1-353e-4c76-8f73-ff4eefeace2c · outbound

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

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation Dense Passage Retrieval for Open-Domain Question Answering

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.113055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation deaafe6d-f287-4051-94f7-1b6fd245c8f9 · outbound

This paper cites MTRAG: A Multi-Turn Conversational Benchmark for Evaluating Retrieval-Augmented Generation Systems.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation MTRAG: A Multi-Turn Conversational Benchmark for Evaluating Retrieval-Augmented Generation Systems

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.117679Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a055af6-3e85-4544-b1c5-d11106b7a343 · outbound

This paper cites ColBERT: Efficient and Effective Passage Search via Contextualized Late Interaction over BERT.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation ColBERT: Efficient and Effective Passage Search via Contextualized Late Interaction over BERT

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.122405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61c3062b-c2b5-490a-aa2a-b1b49ca619e3 · outbound

This paper cites AutoRAG: Automated Framework for optimization of Retrieval Augmented Generation Pipeline.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation AutoRAG: Automated Framework for optimization of Retrieval Augmented Generation Pipeline

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.127378Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2aaca5e4-3e30-4d82-85f7-6cdb3d924db6 · outbound

This paper cites SuRe: Summarizing Retrievals using Answer Candidates for Open-domain QA of LLMs.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation SuRe: Summarizing Retrievals using Answer Candidates for Open-domain QA of LLMs

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.131956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a93125a3-6a47-4d26-9ecb-4edc11d5ed71 · outbound

This paper cites Dai, Jakob Uszkoreit, Quoc Le, and Slav Petrov.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation Dai, Jakob Uszkoreit, Quoc Le, and Slav Petrov

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.137079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d000a97-00e7-48e5-8b78-915cf85f3c63 · outbound

This paper cites InRanker: Distilled Rankers for Zero-shot Information Retrieval.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation InRanker: Distilled Rankers for Zero-shot Information Retrieval

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-08-07T00:51:21.981150Z

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 72798ca7-7b83-42dd-bb49-303502252741 · outbound

This paper cites Compressing Context to Enhance Inference Efficiency of Large Language Models.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation Compressing Context to Enhance Inference Efficiency of Large Language Models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.145644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b118bd9c-cdca-487e-a8c9-94afbb991aca · outbound

This paper cites How to Train Your DRAGON: Diverse Augmentation Towards Generalizable Dense Retrieval.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation How to Train Your DRAGON: Diverse Augmentation Towards Generalizable Dense Retrieval

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.149980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9708ab0a-2bd8-4445-88f4-a12e49cfd018 · outbound

This paper cites BM25S: Orders of magnitude faster lexical search via eager sparse scoring.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation BM25S: Orders of magnitude faster lexical search via eager sparse scoring

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.154554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de70a7e5-fa8c-45e7-ac23-5e08329cd489 · outbound

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

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation When Not to Trust Language Models: Investigating Effectiveness of Parametric and Non-Parametric Memories

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.159063Z

Source-reported events for the cited work

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Observation 20c67749-13e3-4646-8230-214909a24919 · outbound

This paper cites MTEB: Massive Text Embedding Benchmark.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation MTEB: Massive Text Embedding Benchmark

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.163544Z

Source-reported events for the cited work

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Observation 72d2d520-daab-4d61-afba-f5970a2dbd57 · outbound

This paper cites Document Ranking with a Pretrained Sequence-to-Sequence Model.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation Document Ranking with a Pretrained Sequence-to-Sequence Model

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.168054Z

Source-reported events for the cited work

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Observation 0f410c9f-5c85-4bee-86fc-480e291e8dba · outbound

This paper cites GPT-4 Technical Report.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation GPT-4 Technical Report

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.173061Z

Source-reported events for the cited work

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Observation 6fbcf710-382c-468f-bdf3-0b8f1b32b903 · outbound

This paper cites Vicky Zhao, Lili Qiu, and Dongmei Zhang.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation Vicky Zhao, Lili Qiu, and Dongmei Zhang

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.177988Z

Source-reported events for the cited work

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Observation fd4fa678-d434-4089-b8b7-f6e865bcd201 · outbound

This paper cites KILT: a Benchmark for Knowledge Intensive Language Tasks.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation KILT: a Benchmark for Knowledge Intensive Language Tasks

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.182581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3ad0ffd-fad6-4bc4-a2fa-d76ada505ebe · outbound

This paper cites Learning Transferable Visual Models From Natural Language Supervision.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation Learning Transferable Visual Models From Natural Language Supervision

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.187288Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 241d6d7f-7dc2-4847-9ddf-1b72083fe4a9 · outbound

This paper cites ColBERTv2: Effective and Efficient Retrieval via Lightweight Late Interaction.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation ColBERTv2: Effective and Efficient Retrieval via Lightweight Late Interaction

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.192068Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a142a00-6a48-48d9-9d9f-e472a47b95eb · outbound

This paper cites Large Language Models Can Be Easily Distracted by Irrelevant Context.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation Large Language Models Can Be Easily Distracted by Irrelevant Context

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.196956Z

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Observation a6a8ad13-ad8c-4b4b-95ce-7c7911faa8b4 · outbound

This paper cites PaliGemma 2: A Family of Versatile VLMs for Transfer.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation PaliGemma 2: A Family of Versatile VLMs for Transfer

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.201715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 461f8e51-e759-4db2-8154-91ab0772f293 · outbound

This paper cites Is ChatGPT Good at Search? Investigating Large Language Models as Re-Ranking Agents.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation Is ChatGPT Good at Search? Investigating Large Language Models as Re-Ranking Agents

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.206638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40ce3837-58aa-42ff-9334-6acf360bc255 · outbound

This paper cites Text Embeddings by Weakly-Supervised Contrastive Pre-training.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation Text Embeddings by Weakly-Supervised Contrastive Pre-training

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.211717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b84a4625-40fc-43ea-8d2c-696366cb2ee8 · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.216380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 986d770d-4c18-4fb2-9bca-ad93b47ead79 · outbound

This paper cites RECOMP: Improving Retrieval-Augmented LMs with Compression and Selective Augmentation.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation RECOMP: Improving Retrieval-Augmented LMs with Compression and Selective Augmentation

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.222076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2b1f43f-cd5a-443e-a791-24890fea6a78 · outbound

This paper cites ChatQA 2: Bridging the Gap to Proprietary LLMs in Long Context and RAG Capabilities.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation ChatQA 2: Bridging the Gap to Proprietary LLMs in Long Context and RAG Capabilities

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.226766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 437ad394-0fb0-484b-b755-e1a43cfa0fe5 · outbound

This paper cites Qwen2 Technical Report.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation Qwen2 Technical Report

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.232337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6352a441-272d-4767-992d-ff66e6dfb37f · outbound

This paper cites an unresolved cited work.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:51:22.065558Z

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 efd1be74-4054-41ee-a4e2-a2feaab9d5c6 · outbound

This paper cites LocalRQA: From Generating Data to Locally Training, Testing, and Deploying Retrieval-Augmented QA Systems.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation LocalRQA: From Generating Data to Locally Training, Testing, and Deploying Retrieval-Augmented QA Systems

Reference 45

Resolution: verified exact; local_arxiv, observed 2026-08-07T00:51:21.344274Z

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 e6bad5bb-f35c-4cfa-913f-fb40a5e7523c · outbound

This paper cites R4: Reinforced Retriever-Reorder-Responder for Retrieval-Augmented Large Language Models.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation R4: Reinforced Retriever-Reorder-Responder for Retrieval-Augmented Large Language Models

Reference 46

Resolution: verified exact; local_arxiv, observed 2026-08-07T00:51:21.911414Z

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 03b6bfb0-0c75-438d-8f04-deb9eae3733b · outbound

This paper cites RAGLAB: A Modular and Research-Oriented Unified Framework for Retrieval-Augmented Generation.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation RAGLAB: A Modular and Research-Oriented Unified Framework for Retrieval-Augmented Generation

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.250228Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbb81562-206d-4cae-8a9a-f1826387d5c4 · outbound

This paper cites Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.255177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3431ed50-8875-441b-bd0c-888893d8e2f3 · outbound

This paper cites online" 'onlinestring :=.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation online" 'onlinestring :=

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.259757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a22f714-61e2-4e5b-a77a-f2ed188e0bed · outbound

This paper cites write newline.

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation write newline

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-07T00:51:21.264963Z

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Pith citing papers

No inbound Pith citation observations are available.