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Paper Citation Record · LEDGER

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving

As of 8 August 2026, this Paper Citation Record lists 83 of 83 outbound references and 1 inbound Pith citation observation for arXiv:2507.09138.

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

pith.paper-citation-record.v1
2507.09138 v1

Coverage vector

measured 83 of 83 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:08:48.892782Z

measured 84 of 84 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-29T17:44:34.509337Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T17:53:47.631014Z

Reference resolution

83 of 83 outbound references displayed

  • verified exact0
  • verified fuzzy1
  • unresolved82
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6a3d422a-c663-4742-9b04-fd1fafcb4f77 · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-06T18:08:29.525227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:29.525227Z digest=sha256:c23d0848b2b1e58f5311f3e4e554e534c631d5e48a463411efbc1b5459d43f23

Observation 16607ff2-5911-47b0-8940-25e669d6a619 · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-06T18:08:29.628758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:29.628758Z digest=sha256:bf571289d210d73fc5138893956f06b4162fef10e292a4fd18f156ffd7a81206

Observation 7d5b1415-53b4-47ef-952e-3bf154c4b33d · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-06T18:08:29.808469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:29.808469Z digest=sha256:6408afd55c88ca06a70bf488a7c03a6471d85d180e2a405e31be51248a7ace5b

Observation f4b4dd29-4053-4d7b-b354-f1af2b4183dc · outbound

This paper cites OpenScholar: Synthesizing Scientific Literature with Retrieval-augmented LMs.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving OpenScholar: Synthesizing Scientific Literature with Retrieval-augmented LMs

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-06T18:08:29.988575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:29.988575Z digest=sha256:7df15ea4ddee1dd94e17cf945a0cafdfde2197f6650cf2f1fc58195613a45e24

Observation b87430a6-cb13-4a6b-9120-ec069c0814a5 · outbound

This paper cites Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-06T18:08:30.058341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:30.058341Z digest=sha256:cfc3d07c52481a201796a9b25b082bbbcfa2d5e63cfdc4e9bd02a63c0322a5ba

Observation a1b24919-9a93-4651-a7f3-59337f299745 · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T18:08:30.124856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:30.124856Z digest=sha256:c5470a78e5ec3809bdf8b25e26a6deb39a791858a3f4a793eeaf6d9b921eff9a

Observation eae35c46-a843-4de5-82f0-b602f3d864d2 · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-06T18:08:30.251834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:30.251834Z digest=sha256:50abf29861f3ad4cc552d11c167f3098d60539a1af3ac1ecc393e64f26e8541b

Observation 1c723da3-45a2-496b-a464-19d84fd38769 · outbound

This paper cites Retrieval is Accurate Generation.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Retrieval is Accurate Generation

Reference 8

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no resolver link, observed 2026-08-06T18:08:30.363102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:30.363102Z digest=sha256:bc3c84e982b98474ad405d8e987e001599b3b75eb3de2951655ba1b58421812a

Observation d571928d-fd49-4dc3-a6b1-e8826037e0a3 · outbound

This paper cites Reading Wikipedia to Answer Open-Domain Questions.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Reading Wikipedia to Answer Open-Domain Questions

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-06T18:08:30.436245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:30.436245Z digest=sha256:84fde01fa9baeca3bcc7ff2b54a3993b9b01951d6e99362078cf1da61c2bc02a

Observation 6e093ddf-b46e-462c-9003-e893176d3e2d · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-06T18:08:30.522782Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:30.522782Z digest=sha256:f6c7285855931bb595f1581452c5c7b64d78a25d24a3072808426b361346a3a2

Observation 0cc9c250-0def-4643-97f0-8cb113b7249f · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-06T18:08:30.616171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:30.616171Z digest=sha256:b86a60be207240b5fa0a69ace3ddda9219c6f182ff181e6585eff3030d62462f

Observation e0ca0a1b-159f-4161-9940-20dc3f7a5e35 · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:08:53.006263Z

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=2026-08-06T18:08:30.701693Z digest=sha256:3131272877773f3d81602eea82252c9474f5791601f8fdd3d5fe3beecab24e3e

Observation aacabad0-4c91-4ddf-8edc-e7252669e3ea · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:08:52.840554Z

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=2026-08-06T18:08:30.814096Z digest=sha256:665398b707be75c014bd1a880b2b6f2dfb80881a590b2975fae4d8598555c20a

Observation 98d5ef66-8e18-46a9-a646-5abf036bc171 · outbound

This paper cites The Faiss library.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving The Faiss library

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-06T18:08:30.880406Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:30.880406Z digest=sha256:9916e5fbb8bf7dc80b8831e6bbc8e8b5d21769294a2df3bd1d571c0d4f69f593

Observation dcf53ffc-096a-4de1-b039-09b7524e865d · outbound

This paper cites The Llama 3 Herd of Models.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving The Llama 3 Herd of Models

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-06T18:08:30.940707Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:30.940707Z digest=sha256:35a0ab475562116df7786d385b3258fe95a0e58994e086ec14ca8183bc9c1251

Observation 7dd04200-f0eb-4310-9940-58543bbda1c5 · outbound

This paper cites Precise Zero-Shot Dense Retrieval without Relevance Labels.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Precise Zero-Shot Dense Retrieval without Relevance Labels

Reference 16

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unresolved
no resolver link, observed 2026-08-06T18:08:31.052917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:31.052917Z digest=sha256:c35fc126c19da1fb9f124bfa9604d2f76b06af015dba7e32baddf3db17ed188f

Observation 114fe414-5401-497e-a328-d5dd1527e014 · outbound

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

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 17

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no resolver link, observed 2026-08-06T18:08:31.161606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:31.161606Z digest=sha256:277ae8cf82f9e08cfb6311f148a485d5132c77b19d7d1bea0e38705f2ff6211b

Observation ada4dccd-6fcd-4bef-91ff-01fe83629413 · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-06T18:08:31.253461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:31.253461Z digest=sha256:daaf0bfa576519b99a4a6a939d85e08ea9afac10c9e0ce2ece4baea2fffb91eb

Observation 710b127d-e1ec-4011-a364-6c80553ff23d · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 19

Resolution
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no resolver link, observed 2026-08-06T18:08:31.379823Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:31.379823Z digest=sha256:c280afa79d821a5fb2ae3c61bb692638eef4fe8eb004c0340cbc96e076552779

Observation c776032a-4b86-450b-8332-fa3b7127f220 · outbound

This paper cites Cognify: Supercharging Gen-AI Workflows With Hierarchical Autotuning.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Cognify: Supercharging Gen-AI Workflows With Hierarchical Autotuning

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-06T18:08:31.433370Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:31.433370Z digest=sha256:0ee0a211d48c961526279f75cfc8cee9426c5d66092a5106e036ff46239a835f

Observation 7efa4012-cfc2-4164-a482-b47b391bd626 · outbound

This paper cites Constructing A Multi-hop QA Dataset for Comprehensive Evaluation of Reasoning Steps.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Constructing A Multi-hop QA Dataset for Comprehensive Evaluation of Reasoning Steps

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-06T18:08:31.529044Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:31.529044Z digest=sha256:7f76215cafdae9012d17bd5d2bde576b4d3c17e2f940785482808bdc8978d3a5

Observation 3657a22a-a3ce-43cc-8c0f-0dd98c4f18ed · outbound

This paper cites Training Compute-Optimal Large Language Models.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Training Compute-Optimal Large Language Models

Reference 22

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unresolved
no resolver link, observed 2026-08-06T18:08:31.638638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:31.638638Z digest=sha256:8841c8915d06facb6c139d3546d9a9b55573cf36e4cc39a0acaf0f7968986c08

Observation ec4a3776-4140-47e2-8920-332a4f225c3c · outbound

This paper cites MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-06T18:08:31.734400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:31.734400Z digest=sha256:dbc483f300b55c0cf8625ce0a73298b6f023b65c4b0ccaea633991a88bc4bbac

Observation f7bb78e8-7b71-4554-ad77-294637101c4e · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-06T18:08:31.816221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:31.816221Z digest=sha256:e92e2f7c8e71a4ea280389a3954aca47b6b3a4dc893a99ee3fb9ea81fa68061d

Observation 7a65bd23-99b5-4bed-98fc-ef2a1c9f825a · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 25

Resolution
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no resolver link, observed 2026-08-06T18:08:31.888758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:31.888758Z digest=sha256:c0324876ce391570bbb390c77f4226fab94e044f143e4b541cd23c56f6323ad2

Observation 6d04ca9a-6935-4927-9847-9aacca9f7288 · outbound

This paper cites LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression

Reference 26

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unresolved
no resolver link, observed 2026-08-06T18:08:32.071357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:32.071357Z digest=sha256:06c3ca905fde97bbbfbd0f5444abe21d3bde61a07f9d1639873a1cdd4acbe36e

Observation 7f5794db-aacc-4d95-ba4e-b5700b897b64 · outbound

This paper cites RAGO: Systematic Performance Optimization for Retrieval-Augmented Generation Serving.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving RAGO: Systematic Performance Optimization for Retrieval-Augmented Generation Serving

Reference 27

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unresolved
no resolver link, observed 2026-08-06T18:08:32.186688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:32.186688Z digest=sha256:9b4dcc8d7030790d5ae705bd455a27b502bc9b4104e9a9a2a48d95d4bfacbc3d

Observation 703730c0-339b-42bd-9228-e1a261efd422 · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-06T18:08:32.291292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:32.291292Z digest=sha256:46c4ac8071359f1c32853420e8a0f90447b62cef70c3c5a002090af3eae5e149

Observation 410dd671-a16a-4780-a7b4-0c5db928480d · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 29

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unresolved
no resolver link, observed 2026-08-06T18:08:32.541263Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:32.541263Z digest=sha256:3c476819f5561e00f52f88255af14f379125cd6990d5dc9153f615fa289c0791

Observation 51bfbf78-4de1-438d-89bb-0ee3c1039318 · outbound

This paper cites Active Retrieval Augmented Generation.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Active Retrieval Augmented Generation

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-06T18:08:32.765590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:32.765590Z digest=sha256:64b6211e74f72245ef2d06ad0fb74a825d16c7df1d3dd3199ef98a8f9f43ff77

Observation 3030bba9-51d7-4025-8545-8f6d73185e4d · outbound

This paper cites RAGCache: Efficient Knowledge Caching for Retrieval-Augmented Generation.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving RAGCache: Efficient Knowledge Caching for Retrieval-Augmented Generation

Reference 31

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unresolved
no resolver link, observed 2026-08-06T18:08:32.840194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:32.840194Z digest=sha256:54e1dc8f6e2c91ae35d42428910b4d8d24d6d5eb27b8479a75ac893ca6c3234a

Observation 1d756630-5985-4b91-913e-9c2a02d991c6 · outbound

This paper cites PipeRAG: Fast Retrieval-Augmented Generation via Algorithm-System Co-design.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving PipeRAG: Fast Retrieval-Augmented Generation via Algorithm-System Co-design

Reference 32

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no resolver link, observed 2026-08-06T18:08:32.686334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:32.686334Z digest=sha256:8c459d5e8ce03ad9f3b1a2199956241e143641ed0634fb1ded91ebdd2ace8518

Observation 731bd707-0df4-4a74-88ef-f411b89e8110 · outbound

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

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 35

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:33.014260Z digest=sha256:700a8b4639f3763704796619fce14a2ff5044130d189f2b2d957d17979635888

Observation c365c414-fcc6-4da8-a250-a4dc36b78bf2 · outbound

This paper cites Evaluating Open-Domain Question Answering in the Era of Large Language Models.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Evaluating Open-Domain Question Answering in the Era of Large Language Models

Reference 36

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unresolved
no resolver link, observed 2026-08-06T18:08:33.718926Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:33.718926Z digest=sha256:c37b7cd33eb6043fc26836bf97205b07a7175b3733b89fb441b4bf5343da235c

Observation 2290f094-409e-4f70-acd0-054f25764125 · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 37

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no resolver link, observed 2026-08-06T18:08:34.307485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:34.307485Z digest=sha256:105ff402cdd750a82a2f8d396b76d005f5bceac333c17949ccc7043eb4284c9a

Observation 8dfaead6-403a-4263-aa83-4da98901af76 · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 38

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unresolved
no resolver link, observed 2026-08-06T18:08:33.466460Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:33.466460Z digest=sha256:2427d6199bb8f817d8d5684993b845fdaa610fc4ce359ca726d2159449523a60

Observation 58f84af5-5e8a-4969-80e6-3a23f9216a56 · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 39

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unresolved
no resolver link, observed 2026-08-06T18:08:35.661069Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:35.661069Z digest=sha256:b8b62e3343ba5d6916d4b056c54aa38bfb582963dc40a69319e4855fef0e954e

Observation f548c814-134a-4a77-8054-80478d58d65b · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 40

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Observation b64a096c-09dc-4215-9792-ad2b69cd6127 · outbound

This paper cites InInterna- tional Conference on Machine Learning.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving InInterna- tional Conference on Machine Learning

Reference 41

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Observation 4da76f07-9c48-4edb-8c64-cf2ed2ce78f2 · outbound

This paper cites Scaling Laws for Neural Language Models.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Scaling Laws for Neural Language Models

Reference 42

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source=pdf_text observed=2026-08-06T18:08:35.448499Z digest=sha256:b79e6ee3cae50fc416630241b01f794ffcfdc64bbb5e190d45ba60116313f55f

Observation b9363ede-f0c8-464e-998a-355e42281125 · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 43

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source=pdf_text observed=2026-08-06T18:08:36.581558Z digest=sha256:7cbb82de49c77eb07ffec04897769fcba0cb0746bace0857328b8d9db3e4c367

Observation 9e7ca820-03db-4de5-a3ec-6e1fea422302 · outbound

This paper cites Tree of Clarifications: Answering Ambiguous Questions with Retrieval-Augmented Large Language Models.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Tree of Clarifications: Answering Ambiguous Questions with Retrieval-Augmented Large Language Models

Reference 44

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source=pdf_text observed=2026-08-06T18:08:35.861397Z digest=sha256:ce72621956ed5767b65a76b0ee735a80f763f43eb68cb656588721a1ea814918

Observation 1a12351a-6bd1-4d78-90b0-53cb3cc5223d · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 45

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source=pdf_text observed=2026-08-06T18:08:36.953125Z digest=sha256:3dd3a1d93f80ddc9c935c38894ee0fcf6e499f2273747e36e7039732a349bcb7

Observation 769d5f8f-9710-4e4f-810e-91253c9b2856 · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 46

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source=pdf_text observed=2026-08-06T18:08:36.257980Z digest=sha256:aeb13ff7ba9da00356a0e4f11ed5ae7175ae4f985ba7e8351f6902b8545313cb

Observation 7ed299a9-2274-44e2-9f16-692e3e2b595b · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 47

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source=pdf_text observed=2026-08-06T18:08:36.429145Z digest=sha256:0907e7beb7d573137e729ac1507ccd345d548427073ab4580aa31d2f104ed5d0

Observation 068fb750-18ae-4d75-9a57-f20ddaa8fd29 · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 48

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T18:08:37.598445Z digest=sha256:8249bc4a29c50962961ecb6575fcb70add239870688e58ed16b64ce5025d7a3a

Observation e1863e59-dc82-487f-880c-c5d0a47e1297 · outbound

This paper cites TeleRAG: Efficient Retrieval-Augmented Generation Inference with Lookahead Retrieval.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving TeleRAG: Efficient Retrieval-Augmented Generation Inference with Lookahead Retrieval

Reference 49

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source=pdf_text observed=2026-08-06T18:08:36.778482Z digest=sha256:de32b31ae815feca9dc8353639f8d5f31d3556ff39bb3b856f2a0b278e38dbe5

Observation 7d2bd05f-5ad8-4a2b-b234-cbd0a000e98b · outbound

This paper cites PyTorch: An Imperative Style, High-Performance Deep Learning Library.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving PyTorch: An Imperative Style, High-Performance Deep Learning Library

Reference 50

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source=pdf_text observed=2026-08-06T18:08:38.309444Z digest=sha256:4b21a1c9f2c5e49dd0e42b8fb5ae58d07228ab38f036fc2c5cd3ea8768e8970e

Observation 6119e4d5-4d87-4473-97fb-101f42aa13b8 · outbound

This paper cites Superposition Prompting: Improving and Accelerating Retrieval-Augmented Generation.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Superposition Prompting: Improving and Accelerating Retrieval-Augmented Generation

Reference 51

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source=pdf_text observed=2026-08-06T18:08:37.112495Z digest=sha256:aadf6f83e73159a2cc72ec0f698c674973a5188280dceda4aafd18871888a4e4

Observation aefdb718-e228-4e3d-b504-81501fd21658 · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 52

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source=pdf_text observed=2026-08-06T18:08:37.277707Z digest=sha256:50b02125ba04b554d43d74ce455f2f63ac576c1b39480ef8ee824c0c7d88539b

Observation 4014984b-2f56-4160-a5fd-30227a838190 · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 53

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source=pdf_text observed=2026-08-06T18:08:40.308973Z digest=sha256:b6dcd10b852b7f96defdd1a6b3b5f7717f890cc3dc354072020748c7ae67039b

Observation 4acc95de-f875-4925-9ffe-163de1573d7e · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 54

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source=pdf_text observed=2026-08-06T18:08:38.019200Z digest=sha256:e4318c8e468117ecdcc158e47209512bd23a7c18a3cf3a67170ac76b833235b3

Observation f67b6891-df77-42ed-bc6d-e800b1c56dd4 · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 55

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

source=pdf_text observed=2026-08-06T18:08:40.917012Z digest=sha256:ca88ffb9625c5f76baad98ab4b0957ca1a65724729e3882cc41dbc5b06b1a134

Observation 9251d417-af7e-4f95-9147-394dbe9ebcbe · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 56

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raw_fallback, observed 2026-08-06T18:08:51.413828Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T18:08:38.930862Z digest=sha256:827d68b06eee28de70e46a32e0139c2ea009857b8697a59c308037612a1efbb7

Observation 68630477-c4ae-4244-b9ea-54d163767a77 · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 57

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T18:08:39.828020Z digest=sha256:9f130ea4d883a555767cb33f23102fe01c9d2760160b6ca0d147c7aa4efb8baf

Observation f17fb44e-842e-493d-a803-52a83b29bb1e · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 58

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source=pdf_text observed=2026-08-06T18:08:41.347563Z digest=sha256:c945fbffbef84a46c774b1ff4d0d3c0a371fbb5ff7dbd7c8c1924a16152e5639

Observation cb660238-33fa-4917-9b19-9f2ada3fb904 · outbound

This paper cites Enhancing Retrieval-Augmented Large Language Models with Iterative Retrieval-Generation Synergy.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Enhancing Retrieval-Augmented Large Language Models with Iterative Retrieval-Generation Synergy

Reference 59

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source=pdf_text observed=2026-08-06T18:08:40.634695Z digest=sha256:662d543e6300fd3ba760def8ee2b1ebdfce4439c31742b6ad93030b9445ffd2e

Observation b6a3a80f-1470-4f2c-937a-0c36066b3582 · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 60

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source=pdf_text observed=2026-08-06T18:08:41.703109Z digest=sha256:6ae760f49b4a7c9291f49a4fea2f4d6bd7083d1778302d1b724862cc97512948

Observation 58fd9743-8d0d-4cb4-a011-e5f4ab116702 · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 61

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T18:08:41.105533Z digest=sha256:b6eb5676210ed1085bba1bc315e5da94d955937e69c4d50b61fc7eae37e7fc09

Observation 2bed66c1-6299-4dd2-baa3-524ae88f6419 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 62

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source=pdf_text observed=2026-08-06T18:08:41.211649Z digest=sha256:bfaacd692e373b2f04dc111924d2684e83aa42b1a9c96c6254aa76828f09dd4f

Observation 00cee4f5-40f5-4058-b60a-c9c2f6071e72 · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 63

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source=pdf_text observed=2026-08-06T18:08:42.482607Z digest=sha256:f07e11bb5342c6c8b6b576474b8e3668000190f985127ca5528983b30d88e16f

Observation dfd8b765-147e-4d18-8e6c-1ab7c19b370f · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 64

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source=pdf_text observed=2026-08-06T18:08:41.489400Z digest=sha256:634851352781c50bb7ca859a4763589e8c907b4e981a1c7b3f2908f76b23f8f6

Observation 5dc18e21-bc38-4f4a-8b25-33aefde3dbd5 · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 65

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source=pdf_text observed=2026-08-06T18:08:42.911037Z digest=sha256:2d7a007784e4c7d5bbb0e685264497bc487eaa26bb718b3f18fb493b4f392d44

Observation b3b368a8-bf02-41a0-86f3-8cd593aa5e31 · outbound

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

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Text Embeddings by Weakly-Supervised Contrastive Pre-training

Reference 66

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source=pdf_text observed=2026-08-06T18:08:42.011335Z digest=sha256:8b2ad018b4b5f7283f9923c9524036635027ad7d9b7115935990cd4ef2f79156

Observation 4a797f20-5c9d-4fd7-a7be-8a3066396ac5 · outbound

This paper cites Multilingual E5 Text Embeddings: A Technical Report.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Multilingual E5 Text Embeddings: A Technical Report

Reference 67

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source=pdf_text observed=2026-08-06T18:08:42.351157Z digest=sha256:9ff3b538ebd016d3606c4d25b917c5b54c2a8274f9cc0b22bc5cd8774450518b

Observation 7af5a87c-bf84-4f21-8815-d367ad848674 · outbound

This paper cites HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering

Reference 68

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T18:08:44.557946Z digest=sha256:c0546ff7e9914efc45dfbdfaf6cd7f14b8d88031fb9fd49b8407e16bf85591da

Observation 7b25c0b2-bfc8-4070-a9e8-4a9ae3d8c26f · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 69

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source=pdf_text observed=2026-08-06T18:08:42.638913Z digest=sha256:af57d5cc23aedca23d3dfe6526b8ec1a6ced5bb548de1ee5fe7eb2d9a0612dff

Observation 7cbf93ba-1059-4725-a1b4-80300aac91fd · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 70

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source=pdf_text observed=2026-08-06T18:08:46.036366Z digest=sha256:eefd93cc08b36ea63103a441a145be7a569602c96d62210cfc78eaa830288a22

Observation 77f995a7-a20e-49f4-a347-66722863aad7 · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 71

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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=2026-08-06T18:08:43.100568Z digest=sha256:7fa3729748ca2f3f614581462ec84b2e06bf9fe39b697b5ddf87c2402842ac6e

Observation 388fdc76-9be4-4a18-9a04-b05f403277c1 · outbound

This paper cites Corrective Retrieval Augmented Generation.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Corrective Retrieval Augmented Generation

Reference 72

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:43.532587Z digest=sha256:881a5f1bdacec96adb9329451b1fe27ed27cdf43ee7fe9da2156c04dc7405327

Observation 0e2c0beb-59b2-48a3-851f-921826b21579 · outbound

This paper cites Inference Scaling for Long-Context Retrieval Augmented Generation.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Inference Scaling for Long-Context Retrieval Augmented Generation

Reference 73

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T18:08:46.990282Z digest=sha256:0c9283f5cde7e7d8586557bc932fb377ecb60daa1b92d25091ec338512869efe

Observation dda96c1a-37dd-4069-a539-64865950232c · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 74

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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=2026-08-06T18:08:45.310322Z digest=sha256:bf639eb38eb45ef2c415f1d7825d21f961a07425850333f9071a2ed7157daedf

Observation 5b540b42-99f6-4ca3-952e-919da0544139 · outbound

This paper cites OPT: Open Pre-trained Transformer Language Models.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving OPT: Open Pre-trained Transformer Language Models

Reference 75

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:47.439160Z digest=sha256:07ec251d2246012c769215ff077c275e5f95ac9822d02f169137a72dc195479c

Observation 374d573e-918b-486b-9101-255e6dd9f926 · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 76

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:46.586299Z digest=sha256:71f490f8245950d7b5fd3a620564645f66006c3d8311a90389f387cb25cf302e

Observation a9d59230-3839-4e80-b9d7-90a48f0fe67e · outbound

This paper cites RankRAG: Unifying Context Ranking with Retrieval-Augmented Generation in LLMs.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving RankRAG: Unifying Context Ranking with Retrieval-Augmented Generation in LLMs

Reference 77

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:08:46.855418Z digest=sha256:ccd8da3e67d02b3b4a75c4681ef0f49b3bfc87adc51885fb438e0250252e2aca

Observation 50c9535e-1d58-491a-b02d-6e4cac4ffbf7 · outbound

This paper cites Accelerating Retrieval-Augmented Language Model Serving with Speculation.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Accelerating Retrieval-Augmented Language Model Serving with Speculation

Reference 78

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 558d0611-f1d5-4c80-9341-83f7fd54042a · outbound

This paper cites HoneyComb: A Flexible LLM-Based Agent System for Materials Science.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving HoneyComb: A Flexible LLM-Based Agent System for Materials Science

Reference 79

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Source-reported events for the cited work

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Observation fc27e5a3-b8ae-4edb-9afe-f6108f4f9893 · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 80

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Source-reported events for the cited work

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Observation afdfd7ac-092f-4a32-a8f3-8f0112667f7c · outbound

This paper cites Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models

Reference 81

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unresolved
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Source-reported events for the cited work

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Observation a154f3dd-4eb7-4911-b4e7-bc6540a2b05a · outbound

This paper cites an unresolved cited work.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Unresolved cited work

Reference 82

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Source-reported events for the cited work

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Observation 23496fa8-7fa8-4b57-9961-c59bb8759fa0 · outbound

This paper cites an unresolved cited work.

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Reference 84

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Observation 59eb2179-36f8-44f9-b6d4-1b50760db016 · outbound

This paper cites Chameleon: a Heterogeneous and Disaggregated Accelerator System for Retrieval-Augmented Language Models.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Chameleon: a Heterogeneous and Disaggregated Accelerator System for Retrieval-Augmented Language Models

Reference 2023

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 400ce93a-d094-4e46-a3dd-c70d9e1cd3d5 · outbound

This paper cites Adaptive-RAG: Learning to Adapt Retrieval-Augmented Large Language Models through Question Complexity.

HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving Adaptive-RAG: Learning to Adapt Retrieval-Augmented Large Language Models through Question Complexity

Reference 2024

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unresolved
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Source-reported events for the cited work

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Pith citing papers

Observation 7c24918e-8b3d-474a-aaa1-4738760ae5e3 · inbound

Natural Language Query to Configuration for Retrieval Agents cites this paper.

Natural Language Query to Configuration for Retrieval Agents HedraRAG: Coordinating LLM Generation and Database Retrieval in Heterogeneous RAG Serving

Reference 15

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verified exact
arxiv_id, observed 2026-06-29T17:53:47.632583Z

Source-reported events for the cited work

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