Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T17:54:29.324294Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T17:54:29.324294Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-03T20:21:05.679971Z
A source-named dated measurement, never combined with another source.
Source: cited_works
53 of 53 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 12e0ddb6-35f5-4846-9a78-a8e304bf3021 · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 209b626b-1b23-43c4-a7ac-bcfcfb601229 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f4191ccf-a891-4289-8ebd-a5be5dd8f057 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 68d8c947-913a-409b-b6eb-6f12c089a83f · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 331c3a2f-ef5d-4c18-a417-3ce8087ca5fe · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be47eb32-a450-4b4b-8be9-17b2ee60f18a · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Prompt-to-Leaderboard
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 75994b96-4520-4607-9a7f-0275a67e4eea · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation The Llama 3 Herd of Models
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e7b7d363-3fe1-4e2b-91d6-f4adfa69cb41 · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c72b9cbc-8a4d-431d-9ff4-1a91ecfbdd58 · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work
Reference 9
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.
Observation e6918694-bdbe-4e67-ae2f-0ec5c4c3231f · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation GPT-4o System Card
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d84c998d-ced1-46d8-8f88-c8df023c6823 · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6ab8bd09-bd85-413a-b6b7-1b4a4fae25a5 · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 28b4e5bd-a6ad-48ea-a838-fa0559f366f1 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ea09faa0-d0ec-43b2-9d19-fbd90df1f187 · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c3249d60-389b-47f4-b1dd-aff3bd23d9fc · outbound
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
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.
Observation 00ec3c82-f522-4741-aa33-ff06ca6a50cf · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9754dc66-0a78-4771-98d6-e7020ce49b78 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e87cd7aa-c34d-4857-b079-cd738e8c0deb · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9b970f58-6edc-42e8-acaf-f989aac45d3a · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation DeepSeek-V3 Technical Report
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e643e791-e092-4698-b69f-a96d9cd5ccf9 · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work
Reference 20
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.
Observation be7825ea-740e-4db3-befc-e0f2e1e0225e · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bbae5e6e-565f-4a58-97ea-b827b4671bf6 · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work
Reference 22
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.
Observation a55b362d-4450-4e8e-9f59-de68cc693fe6 · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work
Reference 23
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.
Observation 55657b11-4258-491d-811e-76aee5129954 · outbound
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
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.
Observation f3b8f403-f4a6-41a2-a5c4-36916055b291 · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c2d9f64c-390a-481d-905b-1f8ae709e8a7 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1e1bb4f4-9a79-45c6-83a1-049becc5d877 · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d701f901-e439-444c-92d1-3bdce4190e39 · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work
Reference 28
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.
Observation 6a1a6d3d-4af5-430e-b7a0-26507d426b60 · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation ReasonIR: Training Retrievers for Reasoning Tasks
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d93ea4ab-0d06-4012-9a9e-a1be75574d82 · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5d382b20-1740-4ad5-a37b-3c2fed527ed6 · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 912de295-8310-4bc5-bcfe-78d927caa870 · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work
Reference 32
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.
Observation 15baf47e-0e26-4b42-b2cb-9283ca8fd426 · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work
Reference 33
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.
Observation 3f3754e2-5e1d-49dc-8d03-d5925a99a259 · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5c9026c7-078e-4082-a150-21ee6bc3c8d2 · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5a0bf185-2366-49ac-b548-c113ddc6ef99 · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work
Reference 36
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.
Observation 469bc87b-11d9-4711-8630-64820a91cc2e · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e5ec9ea6-e1bc-4a63-a3fc-c85cb118b350 · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 18233f17-db1b-404a-a005-a3339089f087 · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Crowdsourcing Multiple Choice Science Questions
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e862095f-2d6e-4921-8be6-ce9f1916290f · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0cd8a4fb-afc9-4a75-97f8-fefce6ef3145 · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b1cdf559-fce3-4da2-bc5c-8de8ad55d82e · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 71edbab1-7c82-41b6-8394-2960e6d60b93 · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Ho, Chao Zhang, and Carl Yang
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d775b31f-a2a3-4f62-bde4-fb4d36309ef0 · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a941bb35-b45f-42c3-9aba-db3b8e6a8697 · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Qwen3 Technical Report
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 56188ae6-5eef-4095-9c2a-240a2d247734 · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work
Reference 46
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.
Observation e0abd276-720b-4eb5-97ba-aa71d9e57217 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 44755930-63bf-466f-a261-7c5fb8f9f524 · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e9b6cb28-e8b7-4b4c-bcb9-7ed5f7aa26df · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Unresolved cited work
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 697dfd14-14bf-4ec4-9dda-16bb2e1326c7 · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Gonzalez
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f68cf35d-38a0-4765-9982-3c985a212225 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 02e6b2f6-3499-403f-bf34-6bade2e850bf · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation online" 'onlinestring :=
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c55bd727-b585-462b-9ea8-3e26b3ad6593 · outbound
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation write newline
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 554f6d55-8e42-4bdf-adca-da777f58aa48 · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.