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Paper Citation Record · LEDGER

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation

As of 18 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 1 inbound Pith citation observation for arXiv:2507.20059.

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

pith.paper-citation-record.v1
2507.20059 v1

Coverage vector

measured 53 of 53 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:54:29.324294Z

measured 54 of 54 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T20:21:05.679971Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

53 of 53 outbound references displayed

  • verified exact2
  • verified fuzzy1
  • unresolved50
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 12e0ddb6-35f5-4846-9a78-a8e304bf3021 · outbound

This paper cites an unresolved cited work.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work

Reference 1

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unresolved
no resolver link, observed 2026-08-15T17:54:29.128635Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T17:54:29.128635Z digest=sha256:5d523f5118de1156c22a54edb4b433a77917c22d0c03140456e8fbf35f52ff7e

Observation 209b626b-1b23-43c4-a7ac-bcfcfb601229 · outbound

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

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation

Reference 2

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no resolver link, observed 2026-08-15T17:54:29.133013Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T17:54:29.133013Z digest=sha256:b1223d82cf39a1be21da7fa14fee9b15361f69ab526c024b40253447e893e1f8

Observation f4191ccf-a891-4289-8ebd-a5be5dd8f057 · outbound

This paper cites Towards Omni-RAG: Comprehensive Retrieval-Augmented Generation for Large Language Models in Medical Applications.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Towards Omni-RAG: Comprehensive Retrieval-Augmented Generation for Large Language Models in Medical Applications

Reference 3

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no resolver link, observed 2026-08-15T17:54:29.137189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T17:54:29.137189Z digest=sha256:08368072a35ae60c27f54c13618830a0b74e050354047d96e66b6beeb387ddcf

Observation 68d8c947-913a-409b-b6eb-6f12c089a83f · outbound

This paper cites Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge

Reference 4

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no resolver link, observed 2026-08-15T17:54:29.141661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T17:54:29.141661Z digest=sha256:68fa0fc7a8fa986000f18132881c5f2d773239e42cd0a15aa0061c1134316afc

Observation 331c3a2f-ef5d-4c18-a417-3ce8087ca5fe · outbound

This paper cites an unresolved cited work.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work

Reference 5

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no resolver link, observed 2026-08-15T17:54:29.145701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T17:54:29.145701Z digest=sha256:2ac4a03d380bba494b6d1c6e9f56206e98b3468aecc3b224f167a67f84704d34

Observation be47eb32-a450-4b4b-8be9-17b2ee60f18a · outbound

This paper cites Prompt-to-Leaderboard.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Prompt-to-Leaderboard

Reference 6

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no resolver link, observed 2026-08-15T17:54:29.149419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T17:54:29.149419Z digest=sha256:ce373b091b891c46ce2ddf70a4d2ed21f3075672501b39acfd46b239a3cb0dd5

Observation 75994b96-4520-4607-9a7f-0275a67e4eea · outbound

This paper cites The Llama 3 Herd of Models.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation The Llama 3 Herd of Models

Reference 7

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no resolver link, observed 2026-08-15T17:54:29.153745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T17:54:29.153745Z digest=sha256:10f4ffc57edf4b8521955dc7ddc7ff549418df346886fe66e81043b7c9caa73c

Observation e7b7d363-3fe1-4e2b-91d6-f4adfa69cb41 · outbound

This paper cites an unresolved cited work.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work

Reference 8

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no resolver link, observed 2026-08-15T17:54:29.157300Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T17:54:29.157300Z digest=sha256:bd72db84e2a110a60c7a9ec6f12ff1251fcb5f89de702c08ae550c13d6ed8359

Observation c72b9cbc-8a4d-431d-9ff4-1a91ecfbdd58 · outbound

This paper cites an unresolved cited work.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work

Reference 9

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raw_fallback, observed 2026-08-15T17:54:29.916235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T17:54:29.160757Z digest=sha256:d66caa7a207d19c32eee0ec3ca867edfb328f69ed52c9b8d043856d8710b561a

Observation e6918694-bdbe-4e67-ae2f-0ec5c4c3231f · outbound

This paper cites GPT-4o System Card.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation GPT-4o System Card

Reference 10

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no resolver link, observed 2026-08-15T17:54:29.164419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T17:54:29.164419Z digest=sha256:36fa1b4ba9b86879c90d119a2088ee438ee7fc63ce97936f31e260b63f9fd77d

Observation d84c998d-ced1-46d8-8f88-c8df023c6823 · outbound

This paper cites an unresolved cited work.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work

Reference 11

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no resolver link, observed 2026-08-15T17:54:29.168227Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T17:54:29.168227Z digest=sha256:ad7c7d6c28bed1221c61a97c8396e619aeed433e07a3d582e254b6007cc8f06b

Observation 6ab8bd09-bd85-413a-b6b7-1b4a4fae25a5 · outbound

This paper cites an unresolved cited work.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work

Reference 12

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no resolver link, observed 2026-08-15T17:54:29.171845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T17:54:29.171845Z digest=sha256:f88a4d37f7b7b083e3633ddc851d64c791eceb2419a1df0c8a81e4098ced5939

Observation 28b4e5bd-a6ad-48ea-a838-fa0559f366f1 · outbound

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

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Reference 13

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T17:54:29.175122Z digest=sha256:b8b59551d625e65b85b3d714bcddce6462974a4a5c4d5fe08996bbc5ce6bc850

Observation ea09faa0-d0ec-43b2-9d19-fbd90df1f187 · outbound

This paper cites an unresolved cited work.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work

Reference 14

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no resolver link, observed 2026-08-15T17:54:29.178812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T17:54:29.178812Z digest=sha256:b21e5773b8584cab60eb1a044f7556d08e281bf37a0053278b9a9ace3461d627

Observation c3249d60-389b-47f4-b1dd-aff3bd23d9fc · outbound

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

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Dai, Jakob Uszkoreit, Quoc Le, and Slav Petrov

Reference 15

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verified fuzzy
raw_fallback, observed 2026-08-15T17:54:29.897556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T17:54:29.182300Z digest=sha256:7f3ad65c0cc0a4656e08ab9d9ec87f24bf602a24fc9a5efd476e814b883bbff2

Observation 00ec3c82-f522-4741-aa33-ff06ca6a50cf · outbound

This paper cites u ttler, Mike Lewis, Wen-tau Yih, Tim Rockt \.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation u ttler, Mike Lewis, Wen-tau Yih, Tim Rockt \

Reference 16

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T17:54:29.186041Z digest=sha256:5dfd08d87118617d30b0604179affa06eaf03d19494cd6c38b0f846fc015d761

Observation 9754dc66-0a78-4771-98d6-e7020ce49b78 · outbound

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

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Search-o1: Agentic Search-Enhanced Large Reasoning Models

Reference 17

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Source-reported events for the cited work

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source=arxiv_source observed=2026-08-15T17:54:29.189558Z digest=sha256:f419925fc26607ec593f9febd875a357b8c61e1f26af3f0dcfdfa86ee18afecc

Observation e87cd7aa-c34d-4857-b079-cd738e8c0deb · outbound

This paper cites an unresolved cited work.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work

Reference 18

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no resolver link, observed 2026-08-15T17:54:29.193730Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T17:54:29.193730Z digest=sha256:b18aa57e039a7d31a7425cf9c2e37226457bd376f2a6e23b4fdb54569515615b

Observation 9b970f58-6edc-42e8-acaf-f989aac45d3a · outbound

This paper cites DeepSeek-V3 Technical Report.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation DeepSeek-V3 Technical Report

Reference 19

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no resolver link, observed 2026-08-15T17:54:29.197183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T17:54:29.197183Z digest=sha256:f448f371d85649e0ad304ff7e496c29360e59685957ccd04d2afdb3b3fd779bb

Observation e643e791-e092-4698-b69f-a96d9cd5ccf9 · outbound

This paper cites an unresolved cited work.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work

Reference 20

Resolution
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raw_fallback, observed 2026-08-15T17:54:29.870742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T17:54:29.201345Z digest=sha256:4f2aefd5da4e5a84cd2c1f36026b1d1aae3ed93d03514af36a99d0b3736bed73

Observation be7825ea-740e-4db3-befc-e0f2e1e0225e · outbound

This paper cites an unresolved cited work.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work

Reference 21

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no resolver link, observed 2026-08-15T17:54:29.205055Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T17:54:29.205055Z digest=sha256:de308811093bdac225f0d92298beba4228275099f085abc1d814eed14e62752c

Observation bbae5e6e-565f-4a58-97ea-b827b4671bf6 · outbound

This paper cites an unresolved cited work.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work

Reference 22

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raw_fallback, observed 2026-08-15T17:54:29.858916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T17:54:29.208751Z digest=sha256:5e8140824c020dfce4393545a07ebfc46bd171e29e96b2aac8f580724260acdf

Observation a55b362d-4450-4e8e-9f59-de68cc693fe6 · outbound

This paper cites an unresolved cited work.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work

Reference 23

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verified exact
doi, observed 2026-08-15T17:54:29.427360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T17:54:29.212301Z digest=sha256:25c95bfb2ed64b213ceedf407477d86455b921630b6f2076c5046b2dd564270f

Observation 55657b11-4258-491d-811e-76aee5129954 · outbound

This paper cites Unsupervised Query Routing for Retrieval Augmented Generation.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unsupervised Query Routing for Retrieval Augmented Generation

Reference 24

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local_arxiv, observed 2026-08-15T17:54:29.643658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T17:54:29.216054Z digest=sha256:7e828e1f2c74815d98a47d12f22a5e9bbcd2e864606b062f985bd631e2d2aa95

Observation f3b8f403-f4a6-41a2-a5c4-36916055b291 · outbound

This paper cites an unresolved cited work.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work

Reference 25

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no resolver link, observed 2026-08-15T17:54:29.219736Z

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source=arxiv_source observed=2026-08-15T17:54:29.219736Z digest=sha256:14c3e47cfd1a0b2bc25b009919396781970d207c1879fe6a12e4e9f028d0bf48

Observation c2d9f64c-390a-481d-905b-1f8ae709e8a7 · outbound

This paper cites Gonzalez, M Waleed Kadous, and Ion Stoica.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Gonzalez, M Waleed Kadous, and Ion Stoica

Reference 26

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source=arxiv_source observed=2026-08-15T17:54:29.223345Z digest=sha256:b9fbc72e5552e08d0a406c952993e4d6fb4ba46778f25129131395a9a00c909e

Observation 1e1bb4f4-9a79-45c6-83a1-049becc5d877 · outbound

This paper cites an unresolved cited work.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work

Reference 27

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T17:54:29.226928Z digest=sha256:76f9fb6a85f2aeb9c210d4f2beca2afab74769084b134cd1e968004f58afb2c2

Observation d701f901-e439-444c-92d1-3bdce4190e39 · outbound

This paper cites an unresolved cited work.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work

Reference 28

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raw_fallback, observed 2026-08-15T17:54:29.841198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T17:54:29.230743Z digest=sha256:87bd0f6c47720859281d4bd87866667a2e2c81bee1ea3bb381376e3ba5aa0b17

Observation 6a1a6d3d-4af5-430e-b7a0-26507d426b60 · outbound

This paper cites ReasonIR: Training Retrievers for Reasoning Tasks.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation ReasonIR: Training Retrievers for Reasoning Tasks

Reference 29

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T17:54:29.234315Z digest=sha256:d6acd1d757696df7b0ba56a81c89004988698dbaf8abbc671ad99b706b12e379

Observation d93ea4ab-0d06-4012-9a9e-a1be75574d82 · outbound

This paper cites an unresolved cited work.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work

Reference 30

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source=arxiv_source observed=2026-08-15T17:54:29.238089Z digest=sha256:daaf6ea1fa76a1999a8518408697f1ed92366d6c7961ffab600946897ba7e36a

Observation 5d382b20-1740-4ad5-a37b-3c2fed527ed6 · outbound

This paper cites an unresolved cited work.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work

Reference 31

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T17:54:29.241674Z digest=sha256:6e26885a88e87685d621c543e1c22b058eb9c4bcb8c239ba2462ad9ce2d8d6fc

Observation 912de295-8310-4bc5-bcfe-78d927caa870 · outbound

This paper cites an unresolved cited work.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work

Reference 32

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raw_fallback, observed 2026-08-15T17:54:29.829728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T17:54:29.245193Z digest=sha256:3e5a747ec6dfe3dfae568f0d363fce476993214318b1e418425cd2c23e59152f

Observation 15baf47e-0e26-4b42-b2cb-9283ca8fd426 · outbound

This paper cites an unresolved cited work.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work

Reference 33

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raw_fallback, observed 2026-08-15T17:54:29.817518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T17:54:29.248539Z digest=sha256:4fd92e20acef601c1d1014e6b518ac36870b545baa9641b91ca65201e5ce2b28

Observation 3f3754e2-5e1d-49dc-8d03-d5925a99a259 · outbound

This paper cites an unresolved cited work.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work

Reference 34

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no resolver link, observed 2026-08-15T17:54:29.252151Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T17:54:29.252151Z digest=sha256:d77372026544917bbed5924aea033875079861b2dfe99c01ac1bca06ef330a04

Observation 5c9026c7-078e-4082-a150-21ee6bc3c8d2 · outbound

This paper cites an unresolved cited work.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work

Reference 35

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T17:54:29.255750Z digest=sha256:db91fdc228e2730893051cebf931cd99f339bb906668a0a7c1ae4f5caa3dde04

Observation 5a0bf185-2366-49ac-b548-c113ddc6ef99 · outbound

This paper cites an unresolved cited work.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work

Reference 36

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unresolved
raw_fallback, observed 2026-08-15T17:54:29.804955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation 469bc87b-11d9-4711-8630-64820a91cc2e · outbound

This paper cites Measuring short-form factuality in large language models.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Measuring short-form factuality in large language models

Reference 37

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Source-reported events for the cited work

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Observation e5ec9ea6-e1bc-4a63-a3fc-c85cb118b350 · outbound

This paper cites an unresolved cited work.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work

Reference 38

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Source-reported events for the cited work

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Observation 18233f17-db1b-404a-a005-a3339089f087 · outbound

This paper cites Crowdsourcing Multiple Choice Science Questions.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Crowdsourcing Multiple Choice Science Questions

Reference 39

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source=arxiv_source observed=2026-08-15T17:54:29.270663Z digest=sha256:84e91d40effdb1f57a494efb9a41a68e32b7dffdc9ad51dc72596e2c0ae1938a

Observation e862095f-2d6e-4921-8be6-ce9f1916290f · outbound

This paper cites an unresolved cited work.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work

Reference 40

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Observation 0cd8a4fb-afc9-4a75-97f8-fefce6ef3145 · outbound

This paper cites an unresolved cited work.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work

Reference 41

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Observation b1cdf559-fce3-4da2-bc5c-8de8ad55d82e · outbound

This paper cites an unresolved cited work.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work

Reference 42

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Observation 71edbab1-7c82-41b6-8394-2960e6d60b93 · outbound

This paper cites Ho, Chao Zhang, and Carl Yang.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Ho, Chao Zhang, and Carl Yang

Reference 43

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Observation d775b31f-a2a3-4f62-bde4-fb4d36309ef0 · outbound

This paper cites an unresolved cited work.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work

Reference 44

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source=arxiv_source observed=2026-08-15T17:54:29.290296Z digest=sha256:1ffc78950974400e0944d56588096118f77927c07a2c4934d67a3f89c551cd23

Observation a941bb35-b45f-42c3-9aba-db3b8e6a8697 · outbound

This paper cites Qwen3 Technical Report.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Qwen3 Technical Report

Reference 45

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T17:54:29.293860Z digest=sha256:066e777581b42c11cc9d0f57869dc30bf7f1be3a7945e7ef03b14409ac2f12a1

Observation 56188ae6-5eef-4095-9c2a-240a2d247734 · outbound

This paper cites an unresolved cited work.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work

Reference 46

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raw_fallback, observed 2026-08-15T17:54:29.786253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T17:54:29.297564Z digest=sha256:3c421c9b0e46e169d319b6c9614e9d06e8be52e8a6dc8e88bfce603daa8f3d40

Observation e0abd276-720b-4eb5-97ba-aa71d9e57217 · outbound

This paper cites SeaKR: Self-aware Knowledge Retrieval for Adaptive Retrieval Augmented Generation.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation SeaKR: Self-aware Knowledge Retrieval for Adaptive Retrieval Augmented Generation

Reference 47

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no resolver link, observed 2026-08-15T17:54:29.301192Z

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source=arxiv_source observed=2026-08-15T17:54:29.301192Z digest=sha256:9acb05f23ef2220e089bd1e678abcbbaf1aa4e3fdd96e9dbb9df495086d0d013

Observation 44755930-63bf-466f-a261-7c5fb8f9f524 · outbound

This paper cites an unresolved cited work.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work

Reference 48

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source=arxiv_source observed=2026-08-15T17:54:29.305083Z digest=sha256:6366e993ae0b33a27f935dc2d54030913f1a82b2a32f53b1ba1532b3d5c59bc0

Observation e9b6cb28-e8b7-4b4c-bcb9-7ed5f7aa26df · outbound

This paper cites an unresolved cited work.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work

Reference 49

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no resolver link, observed 2026-08-15T17:54:29.308832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T17:54:29.308832Z digest=sha256:37e47652b1654b0d8ca0fc711719951bc7aa177e05ba8fc87f0601b70f71b1b4

Observation 697dfd14-14bf-4ec4-9dda-16bb2e1326c7 · outbound

This paper cites Gonzalez.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Gonzalez

Reference 50

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T17:54:29.312215Z digest=sha256:3d78f07be5d298651423fdda835165d55bd662a0443eee767760ff372c86d038

Observation f68cf35d-38a0-4765-9982-3c985a212225 · outbound

This paper cites Rank-R1: Enhancing Reasoning in LLM-based Document Rerankers via Reinforcement Learning.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Rank-R1: Enhancing Reasoning in LLM-based Document Rerankers via Reinforcement Learning

Reference 51

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no resolver link, observed 2026-08-15T17:54:29.315693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T17:54:29.315693Z digest=sha256:9eae8d8dcd770868aa0c5a3c6e7aa5e1a6538624c831c190b1acdd889c9f4d61

Observation 02e6b2f6-3499-403f-bf34-6bade2e850bf · outbound

This paper cites online" 'onlinestring :=.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation online" 'onlinestring :=

Reference 52

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T17:54:29.320127Z digest=sha256:5f3fe1e6b56774faaacb9affaac4f3793e2f01a5ca23f659e837002abebb8ae6

Observation c55bd727-b585-462b-9ea8-3e26b3ad6593 · outbound

This paper cites write newline.

RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation write newline

Reference 53

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no resolver link, observed 2026-08-15T17:54:29.324294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T17:54:29.324294Z digest=sha256:df5c4d6a3a5ee2dff5e8a075c8b18bd4ad7f2071b2d203c06700f5349dd23875

Pith citing papers

Observation 554f6d55-8e42-4bdf-adca-da777f58aa48 · inbound

Improving Language Agents through BREW: Bootstrapping expeRientially-learned Environmental knoWledge cites this paper.

Improving Language Agents through BREW: Bootstrapping expeRientially-learned Environmental knoWledge RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation

Reference 33

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