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Paper Citation Record · LEDGER

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems

As of 8 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2505.22571.

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

pith.paper-citation-record.v1
2505.22571 v3

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:09:54.793858Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

37 of 37 outbound references displayed

  • verified exact0
  • verified fuzzy12
  • unresolved25
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ff297b82-637d-4256-871f-b26fe93aa001 · outbound

This paper cites an unresolved cited work.

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:10:04.455545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:09:50.395763Z digest=sha256:268df0d01744acfa31ab3ef029b8fc3b6a113bc613aa0a99e9fc6d531fb3d62e

Observation aedc9b6f-8c7c-4fde-a78f-c1db111d69f2 · outbound

This paper cites rationale.

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems rationale

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:10:04.074858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:09:50.563041Z digest=sha256:2a3a85a531fa7fa4eb9c75f644bc7385a618dceb4a30dfb08e742cccdf5440fd

Observation 8b3a8f33-fbdd-4965-b603-ebec8584e0f1 · outbound

This paper cites ### Clarification:.

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems ### Clarification:

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:10:03.715820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:09:50.677490Z digest=sha256:0667ecedfb8c804e9c052675e07517bbf4f89715cf6b6fcfe1d27a6d69862aa6

Observation b656c469-d443-4ac6-ad2b-10548a1cfeaa · outbound

This paper cites article_title.

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems article_title

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:10:01.692201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:09:51.657575Z digest=sha256:708738d3533d6ff9403ea55130be6d6f52aa5aeb35d2a5c0a1c4a8c080e5ef42

Observation e683cbcd-5a8a-4ef2-962f-7884da5194c6 · outbound

This paper cites question.

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems question

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:10:00.236513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:09:52.264759Z digest=sha256:dbd8ab190442f9c673397471f270e5bb4c4d11e32651506178470f71aeedb6ad

Observation c7d09960-cd04-4ec0-90fd-b0a80ccef199 · outbound

This paper cites an unresolved cited work.

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:10:03.420675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:09:50.825037Z digest=sha256:165efdab2a359149932340253939aa80c8dace4f46649fd3407cf8e313e0da93

Observation 1f39f30e-7ccc-4cd5-8c68-74b2de723589 · outbound

This paper cites article_title.

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems article_title

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:10:03.131584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:09:50.967297Z digest=sha256:e366cc0345ca46f53660d5aec6f1a211e3827f09599ee7ccfb44dec2a2b1b3cb

Observation a08f9476-9382-461c-b8c2-78bf2f7bf273 · outbound

This paper cites an unresolved cited work.

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:10:02.856753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:09:51.127270Z digest=sha256:a17dcbffa7a879d2323b3914645cd96d484ce8caf96b4a7b3b4fd7966d2b34e6

Observation b6482b7e-9fc4-40ab-85de-9d07c49bfa92 · outbound

This paper cites an unresolved cited work.

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:10:02.512649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:09:51.319382Z digest=sha256:d0f32a5f3077c0ab9f10fb2d42d58e9f758a55607f7c44f5f9b3e9d2a6862cea

Observation 49dd9e0a-220e-41df-b83f-6547808054ab · outbound

This paper cites question.

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems question

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:10:01.917095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:09:51.549952Z digest=sha256:796a9d4efe8c347aff296a506443504ff5be313062e72fb164b86854e4b1bbe3

Observation a47e669a-5796-44e9-9ec8-be5aa28d8dd5 · outbound

This paper cites an unresolved cited work.

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:10:01.465285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:09:51.747493Z digest=sha256:1a1ead86bdd678d33c0be7551c7c661d227a103a182aaa0a21f9471626c9ee03

Observation aa7d144f-b6c9-4e3b-aac7-99f608f5b57d · outbound

This paper cites an unresolved cited work.

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:10:01.017833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:09:51.881565Z digest=sha256:1bbc98cb9a023f5883c82619b724e96e1d596d96aa17b1581e92f70ceb17fcdf

Observation a5d389c4-487f-4673-b1b9-ff76ee5da12a · outbound

This paper cites an unresolved cited work.

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:10:00.619275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:09:51.951249Z digest=sha256:301a8a3cfde1771d311383eb82e174fc1652d52a59a0c926e14896bb0ad06868

Observation 735c6c4e-ff8e-4cf9-84c4-6e510e11ec7b · outbound

This paper cites an unresolved cited work.

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:10:02.240944Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:09:52.010270Z digest=sha256:7a3f70d8a4825e4a6daa89fe5a245b0895ff406fd93291a653f90298bb97c9e5

Observation 27699507-8eab-4100-8d18-7869fd6c96b3 · outbound

This paper cites an unresolved cited work.

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:10:00.014126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:09:52.373207Z digest=sha256:4cd6fec04a0494f31eae0f7c07ee11a461fe9f994eb98deacc4eb4c63e700f95

Observation 174c60a6-bb89-46ed-9550-17b63da3dbde · outbound

This paper cites an unresolved cited work.

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:09:59.769531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:09:52.487291Z digest=sha256:d3d46bfc9d1660e625d7ce4d69bcd543dd093c61281598656fd9ae68cbcd8313

Observation ca922aba-9d99-464b-93b0-768d879fd519 · outbound

This paper cites an unresolved cited work.

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:09:59.550961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:09:52.628266Z digest=sha256:fe9b4a62ecfdf32a31d3ad3d1d0355c91bee0c84c38bcbf22940ee8e65edd28b

Observation e396673e-eb24-492c-bc4c-f748057fca06 · outbound

This paper cites an unresolved cited work.

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:09:59.441937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:09:52.767507Z digest=sha256:79ddc75d571258721cf5dfd906d7dcb4322b3341bfeb67639563decdd5252491

Observation 913f6f09-d7a7-47ff-a82e-f940bc0e7945 · outbound

This paper cites evidence.

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems evidence

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:09:59.181290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:09:52.887709Z digest=sha256:b6e886756ec2cc1e095ee0581e0e74fd6d68297a98f67b07eb7af7caa2ff4a1c

Observation 65540b12-3c46-4ebe-84f0-790d2b685595 · outbound

This paper cites an unresolved cited work.

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:09:58.981368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:09:53.083926Z digest=sha256:4f2bd60b7b746966348cce92f620f4054be38f1ea37b8d834c13073e00da21df

Observation a2fbb643-2c3e-45a3-8c68-a8f1319a137a · outbound

This paper cites an unresolved cited work.

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:09:58.784983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:09:53.197852Z digest=sha256:e0b19d501cab91e12b18d3356a97989a4a7ee4cd8b32147fd1781bdf3cc22b7a

Observation d4d9c538-166b-4284-83bc-660fea555fa1 · outbound

This paper cites an unresolved cited work.

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:09:58.359573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:09:53.317406Z digest=sha256:2f3754d85858176402af6cc575058cefe709232a1f0ae091030e169cd21a0c53

Observation 2b32566e-1684-4a6d-ac25-af5311388222 · outbound

This paper cites an unresolved cited work.

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:09:58.110194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:09:53.403100Z digest=sha256:442509bc42326e7be50dee64bd8a36ceae2d3eb65bbfb8758a713d8feda9482d

Observation 2e09c6e0-194a-46eb-83b0-8759b63e7919 · outbound

This paper cites (one sentence) ### Search Input: Format the search query input for the search_engine tool as a JSON object, correctly representing input parameters.

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems (one sentence) ### Search Input: Format the search query input for the search_engine tool as a JSON object, correctly representing input parameters

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:09:57.911045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:09:53.510409Z digest=sha256:f64f7b9de57f3eaeabff99ff0831a4b9f4dc4a43a4a999f0bd52b1d9afdfaf1e

Observation e78cd8c3-a18c-4fbc-bb79-c2dedb5178b1 · outbound

This paper cites short_extracted_answers.

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems short_extracted_answers

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:09:57.565939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:09:53.658938Z digest=sha256:0ca372c0a65bd8ab0915423ecfc04fbb9d96e81a780823195e31e324c5c25d9e

Observation a2ab517d-ca14-40e3-a7b2-842ff033f113 · outbound

This paper cites an unresolved cited work.

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:09:57.301992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:09:53.807637Z digest=sha256:f4597d3ae130f1db1426350214d3998a0ce40058225f929e277dbc70f6efbed1

Observation e104e3b9-e2ad-423e-8423-f413336df0e4 · outbound

This paper cites an unresolved cited work.

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:09:57.006005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:09:53.949639Z digest=sha256:36f05e9dc35642df2b870bfcc9172b6a56abace0416cc7beba139105fc74511b

Observation b577c3ff-2929-4623-9b88-9e1ba82f88c1 · outbound

This paper cites an unresolved cited work.

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:09:56.730357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:09:54.107641Z digest=sha256:1bb868ef91937583788206c686d4a147d17216bad4873378a93f790f08f9a9a2

Observation 8f5e8814-6817-4a47-ab76-dee1776b500a · outbound

This paper cites short_extracted_answers.

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems short_extracted_answers

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:09:56.376871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:09:54.281727Z digest=sha256:5bbfd616245af624cf8319e7f8739a1371655a683e7b4b188c74fb433a7941e3

Observation 4ebc023c-dbf3-487e-9512-84dcf407d950 · outbound

This paper cites an unresolved cited work.

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:09:56.139493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:09:54.389301Z digest=sha256:b06799eb258488536da8c1dc007c4a5d84b1168b45e7a430c4d698c7190f447f

Observation bead50f8-952f-4165-9a00-4bda3a062e4a · outbound

This paper cites an unresolved cited work.

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:09:55.856026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:09:54.555611Z digest=sha256:601e524778dfceeee838be1b69032ae531b0c6a4b1ef5a846a7ce0c01823ff4b

Observation 14b7f909-19f8-44bb-8271-7a3ebbce1022 · outbound

This paper cites an unresolved cited work.

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:09:55.512993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:09:54.662621Z digest=sha256:82dbe0d3df6b557c8225d01ec194b4c7d9de1306a2ee09a5b51ea29d3196f9b1

Observation f2bb077e-fd50-497b-becb-fa8b760038cb · outbound

This paper cites rationale.

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems rationale

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:09:55.227224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:09:54.793858Z digest=sha256:6a5ba3153396da7533cd8feba3a23617670e565875916cd9ae9c36e241f7d861

Observation b529b7a6-4e6e-45d0-bc04-7e06b940e2fb · outbound

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

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems Dense Passage Retrieval for Open-Domain Question Answering

Reference 2020

Resolution
unresolved
no resolver link, observed 2026-08-07T13:09:50.014578Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:09:50.014578Z digest=sha256:75fac88d31001af8ccb9b9b738f1b0243fc69024c009d0b05740faad25c8f903

Observation 2c63e342-06d5-41c9-ab90-c2cfa8473ef9 · outbound

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

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 2022

Resolution
unresolved
no resolver link, observed 2026-08-07T13:09:49.865954Z

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source=pdf_text observed=2026-08-07T13:09:49.865954Z digest=sha256:95aa9ba9e21d5e51a759fdf8098db65f455a9808fdb2c8562817f481be86cdfe

Observation fc43addf-24b8-4cbc-b900-ee946142675c · outbound

This paper cites MultiHop-RAG: Benchmarking Retrieval-Augmented Generation for Multi-Hop Queries.

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems MultiHop-RAG: Benchmarking Retrieval-Augmented Generation for Multi-Hop Queries

Reference 2023

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source=pdf_text observed=2026-08-07T13:09:50.228260Z digest=sha256:9bcd882a479596993f519fbe97d17321af5a0cefdb0ce572e8351909b2277206

Observation c021f232-f4a9-4302-afaf-e4413a29c021 · outbound

This paper cites Yongliang Shen, Kaitao Song, Xu Tan, Dong- sheng Li, Weiming Lu, and Yueting Zhuang.

Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems Yongliang Shen, Kaitao Song, Xu Tan, Dong- sheng Li, Weiming Lu, and Yueting Zhuang

Reference 2413

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verified fuzzy
raw_fallback, observed 2026-08-07T13:10:04.728673Z

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source=pdf_text observed=2026-08-07T13:09:50.159668Z digest=sha256:bf96bbc57ba8bfe0f08287c243325c958c5be182073057e5ebc24f2e81d32092

Pith citing papers

No inbound Pith citation observations are available.