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Paper Citation Record · LEDGER

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems

As of 8 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 0 inbound Pith citation observations for arXiv:2512.15922.

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

pith.paper-citation-record.v1
2512.15922 v3

Coverage vector

measured 64 of 64 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T15:45:19.022779Z

measured 64 of 64 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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measured 0 of 1 external citation measurements

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Source: cited_works

Reference resolution

64 of 64 outbound references displayed

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  • verified fuzzy0
  • unresolved63
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  • malformed identifier1
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Outbound references

Observation 8c3c338a-9aa2-4e2b-8cd7-5f772dca278c · outbound

This paper cites Retrieval augmented language model pre-training.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Retrieval augmented language model pre-training

Reference 1

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Observation 18612d66-ec2a-4999-af6d-71a05e224175 · outbound

This paper cites Retrieval-augmented generation for knowledge- intensive nlp tasks.Advances in neural information processing systems, 33:9459–9474, 2020.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Retrieval-augmented generation for knowledge- intensive nlp tasks.Advances in neural information processing systems, 33:9459–9474, 2020

Reference 2

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Observation e7a065bf-169d-4fca-a6b2-089f954b68c2 · outbound

This paper cites Retrieval-Augmented Generation for AI-Generated Content: A Survey.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Retrieval-Augmented Generation for AI-Generated Content: A Survey

Reference 3

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Observation e73e4e3a-1777-4732-932a-baa74b6d0058 · outbound

This paper cites A survey on rag meeting llms: Towards retrieval-augmented large language models.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems A survey on rag meeting llms: Towards retrieval-augmented large language models

Reference 4

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source=pdf_text observed=2026-08-03T15:45:14.092998Z digest=sha256:abb2e834e0b2a0cee7976fcd4f5d47c0766e64efeb723ba3186f8fe58efc09f2

Observation 25e1584f-2afd-4845-b5ed-07cde640e203 · outbound

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

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 5

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source=pdf_text observed=2026-08-03T15:45:14.184810Z digest=sha256:04a52ccfc81376a9c44f8e045f6ccdea98b4334b7da112a08fbc9c88f1820f16

Observation 8043200b-5af8-495c-af76-e9e0b5eb4f39 · outbound

This paper cites A Comprehensive Survey of Retrieval-Augmented Generation (RAG): Evolution, Current Landscape and Future Directions.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems A Comprehensive Survey of Retrieval-Augmented Generation (RAG): Evolution, Current Landscape and Future Directions

Reference 6

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Observation 772628b0-37ab-4bd0-954a-7f2bd8b09f37 · outbound

This paper cites Graph Retrieval-Augmented Generation: A Survey.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Graph Retrieval-Augmented Generation: A Survey

Reference 7

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source=pdf_text observed=2026-08-03T15:45:14.365530Z digest=sha256:4edf4743f30d5e5fbb73274eb7dffe4da70811bb57daec8d303ba11e7bacb931

Observation f0dd5def-2010-4e86-8466-603960b7c032 · outbound

This paper cites Retrieval-Augmented Generation with Graphs (GraphRAG).

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Retrieval-Augmented Generation with Graphs (GraphRAG)

Reference 8

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source=pdf_text observed=2026-08-03T15:45:14.451284Z digest=sha256:7514b9b7474fdc90e61a5e2d1db7d0b4fc37b3f467a5c7c95f27378a44b32b23

Observation 759287d2-609c-403f-9947-2442ba596d84 · outbound

This paper cites Neural, symbolic and neural-symbolic reasoning on knowledge graphs.AI Open, 2:14–35, 2021.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Neural, symbolic and neural-symbolic reasoning on knowledge graphs.AI Open, 2:14–35, 2021

Reference 9

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Observation 39b51380-4b49-4566-a8c7-5e732377e1e9 · outbound

This paper cites Knowledge graphs, large language models, and hallucinations: An nlp perspective.Journal of Web Semantics, 85:100844, 2025.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Knowledge graphs, large language models, and hallucinations: An nlp perspective.Journal of Web Semantics, 85:100844, 2025

Reference 10

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Observation 868034b7-853c-4dbd-90c4-ad1899e92b6c · outbound

This paper cites Unifying large language models and knowledge graphs: A roadmap.IEEE Transactions on Knowledge and Data Engineering, 36(7):3580–3599, 2024.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Unifying large language models and knowledge graphs: A roadmap.IEEE Transactions on Knowledge and Data Engineering, 36(7):3580–3599, 2024

Reference 11

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Observation 83e64805-4bbe-41bb-a91e-7ce915bd2c3d · outbound

This paper cites End-to-End Beam Retrieval for Multi-Hop Question Answering.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems End-to-End Beam Retrieval for Multi-Hop Question Answering

Reference 12

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Observation 0680d1d3-8aed-4da7-84dd-3c0709d83594 · outbound

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

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Adaptive-RAG: Learning to Adapt Retrieval-Augmented Large Language Models through Question Complexity

Reference 13

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Observation 4bd10b9d-a791-44d7-8388-3a82b567d7c4 · outbound

This paper cites Knowledge graph prompting for multi-document question answering.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Knowledge graph prompting for multi-document question answering

Reference 14

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Observation bd06d4da-b18a-4221-b704-e83caf525ba0 · outbound

This paper cites Hipporag: Neurobiologically inspired long-term memory for large language models.Advances in Neural Information Processing Systems, 37:59532–59569, 2024.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Hipporag: Neurobiologically inspired long-term memory for large language models.Advances in Neural Information Processing Systems, 37:59532–59569, 2024

Reference 15

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Observation bc048b27-f3f2-4015-aace-51af2d3bd6d8 · outbound

This paper cites Agentic Retrieval-Augmented Generation: A Survey on Agentic RAG.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Agentic Retrieval-Augmented Generation: A Survey on Agentic RAG

Reference 16

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Observation 8e607789-9c83-4216-895d-538cbd0ff188 · outbound

This paper cites Application of spreading activation techniques in information retrieval.Artificial Intelligence Review, 11(6):453–482, 1997.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Application of spreading activation techniques in information retrieval.Artificial Intelligence Review, 11(6):453–482, 1997

Reference 17

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Observation fb775d5a-97a6-44e9-9341-b2d8f47b885c · outbound

This paper cites Natural language processlng using spreading activation and lateral inhibition.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Natural language processlng using spreading activation and lateral inhibition

Reference 18

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Observation 8b169a63-f835-4832-8f7b-fbf95123d37d · outbound

This paper cites Word sense disambiguation with spreading activation networks generated from thesauri.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Word sense disambiguation with spreading activation networks generated from thesauri

Reference 19

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Observation 080992d1-299d-4389-ba50-4ff63d3521bd · outbound

This paper cites an unresolved cited work.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Unresolved cited work

Reference 20

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Observation 56a5430c-a6f6-4939-9f63-be158dc3a828 · outbound

This paper cites Kg-infused rag: Augmenting corpus- based rag with external knowledge graphs.arXiv preprint arXiv:2506.09542, 2025.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Kg-infused rag: Augmenting corpus- based rag with external knowledge graphs.arXiv preprint arXiv:2506.09542, 2025

Reference 21

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Observation 46b1a4b1-f57f-4098-bd13-982937ebcf16 · outbound

This paper cites Multi-hop question answering.Foundations and Trends® in Information Retrieval, 17(5):457–586, 2024.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Multi-hop question answering.Foundations and Trends® in Information Retrieval, 17(5):457–586, 2024

Reference 22

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Observation 0bec95b3-8c98-4e1c-9e62-37b0f85288a4 · outbound

This paper cites Query2doc: Query Expansion with Large Language Models.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Query2doc: Query Expansion with Large Language Models

Reference 23

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Observation d4085e0c-57ac-45a9-a6aa-177df1cd7951 · outbound

This paper cites Precise zero-shot dense retrieval without relevance labels.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Precise zero-shot dense retrieval without relevance labels

Reference 24

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Observation 62513763-4209-4167-b3f4-7ab976c2ee06 · outbound

This paper cites Query rewriting in retrieval-augmented large language models.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Query rewriting in retrieval-augmented large language models

Reference 25

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Observation 95fc4217-f37a-43e9-9f54-5b31aab8a365 · outbound

This paper cites Decomposing Complex Questions Makes Multi-Hop QA Easier and More Interpretable.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Decomposing Complex Questions Makes Multi-Hop QA Easier and More Interpretable

Reference 26

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Observation df69ecda-3861-475c-9715-e9cab7809821 · outbound

This paper cites Interleaving Retrieval with Chain-of-Thought Reasoning for Knowledge-Intensive Multi-Step Questions.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Interleaving Retrieval with Chain-of-Thought Reasoning for Knowledge-Intensive Multi-Step Questions

Reference 27

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Observation d73b1c36-641a-4ff7-95ba-c8518513d8f6 · outbound

This paper cites Tree of clarifications: Answering ambiguous questions with retrieval-augmented large language models.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Tree of clarifications: Answering ambiguous questions with retrieval-augmented large language models

Reference 28

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source=pdf_text observed=2026-08-03T15:45:15.919706Z digest=sha256:e498b1963ca8fb39993fbef166bf12817a98e0223dbe47fa507aed713f9b98a6

Observation b3ec2b50-5eae-4ffd-8296-5b33c74c6b4c · outbound

This paper cites Self-Knowledge Guided Retrieval Augmentation for Large Language Models.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Self-Knowledge Guided Retrieval Augmentation for Large Language Models

Reference 29

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source=pdf_text observed=2026-08-03T15:45:16.003002Z digest=sha256:de4da735daf02a1942f387d294a5064f9b8f7e24d62cab1de7e1d38970746e33

Observation 4635d66c-0407-4474-9838-b9c84ffce721 · outbound

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

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection

Reference 30

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source=pdf_text observed=2026-08-03T15:45:16.060303Z digest=sha256:75fcc9d5417b2c9e8162b6cf4da467139d0e3179d4f59554851721f87bfbee38

Observation df505f9a-3a43-48b7-bf47-042add39a527 · outbound

This paper cites Corrective retrieval augmented generation.arXiv e-prints, pages arXiv–2401, 2024.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Corrective retrieval augmented generation.arXiv e-prints, pages arXiv–2401, 2024

Reference 31

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source=pdf_text observed=2026-08-03T15:45:16.144764Z digest=sha256:a06649e6b5e2ce182de26cee10adf9df63fe5fc6446c2409048dd075aefac4d3

Observation 613870c6-3139-45cf-b389-53007f9f2898 · outbound

This paper cites From Local to Global: A Graph RAG Approach to Query-Focused Summarization.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems From Local to Global: A Graph RAG Approach to Query-Focused Summarization

Reference 32

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source=pdf_text observed=2026-08-03T15:45:16.204260Z digest=sha256:e91a9727153cb078da7cf911ab3071abf5b456b5e2cbf74b06f5cae45f8aad01

Observation 0d4b68e4-0c33-4bec-8015-bdd6d9e207c1 · outbound

This paper cites LightRAG: Simple and Fast Retrieval-Augmented Generation.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems LightRAG: Simple and Fast Retrieval-Augmented Generation

Reference 33

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source=pdf_text observed=2026-08-03T15:45:16.289867Z digest=sha256:6c29064c904b6d9738ca6384b0729b1facdba4e1ecadab8f2236b7f9d2b2ed45

Observation 1bc5718f-1718-47dd-b3fc-bfdc2d287a10 · outbound

This paper cites G-retriever: Retrieval-augmented generation for textual graph understanding and question answering.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems G-retriever: Retrieval-augmented generation for textual graph understanding and question answering

Reference 34

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source=pdf_text observed=2026-08-03T15:45:16.379829Z digest=sha256:dff993ca16d70a2f7fca0829a0b39f771f14c4c4975d68258e8e25b5efdd2469

Observation 0b9c5781-0454-4344-b5de-32b2c278e912 · outbound

This paper cites From RAG to Memory: Non-Parametric Continual Learning for Large Language Models.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems From RAG to Memory: Non-Parametric Continual Learning for Large Language Models

Reference 35

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source=pdf_text observed=2026-08-03T15:45:16.434669Z digest=sha256:6afcc7e6f1443636851bc595266030e26fef5c6059ef5677a6d7705ee9e93964

Observation d90add14-7ae7-40c5-9895-ecf538ef1db5 · outbound

This paper cites Word concepts: A theory and simulation of some basic semantic capabilities.Behavioral science, 12(5):410–430, 1967.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Word concepts: A theory and simulation of some basic semantic capabilities.Behavioral science, 12(5):410–430, 1967

Reference 36

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source=pdf_text observed=2026-08-03T15:45:16.524670Z digest=sha256:6f1d43924ae064bbf402c7c1a11581d02ed6269fca1f7852d668754c7217584c

Observation c54d9cbd-1dc5-4bd1-b493-a3657ee8a0ed · outbound

This paper cites Retrieval time from semantic memory.Journal of verbal learning and verbal behavior, 8(2):240–247, 1969.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Retrieval time from semantic memory.Journal of verbal learning and verbal behavior, 8(2):240–247, 1969

Reference 37

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source=pdf_text observed=2026-08-03T15:45:16.612522Z digest=sha256:bb40b038271055ac6d9364e98c5839b1a45be10c81084086267b8da3609efb81

Observation 6a365080-6de5-4740-ace4-898e239aa14f · outbound

This paper cites A spreading-activation theory of semantic processing.Psychological review, 82(6):407, 1975.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems A spreading-activation theory of semantic processing.Psychological review, 82(6):407, 1975

Reference 38

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source=pdf_text observed=2026-08-03T15:45:16.703960Z digest=sha256:8583047969def82e9a86bafdf1b1d3e966743efda0181e7a69a95ad741291d51

Observation a3110427-f80f-430a-bb67-fd68edb5366a · outbound

This paper cites A spreading activation theory of memory.Journal of verbal learning and verbal behavior, 22(3):261–295, 1983.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems A spreading activation theory of memory.Journal of verbal learning and verbal behavior, 22(3):261–295, 1983

Reference 39

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source=pdf_text observed=2026-08-03T15:45:16.788052Z digest=sha256:c1e0713f513601c818f36df4fe0c13ecd2a39d56b850becc74c894f3af5b3351

Observation 90554173-659c-4664-a515-84fb83d2c6d7 · outbound

This paper cites On the use of spreading activation methods in automatic information.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems On the use of spreading activation methods in automatic information

Reference 40

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source=pdf_text observed=2026-08-03T15:45:16.885285Z digest=sha256:ebc5940f7ef4ac017031763c7fae8a9d392d91be657086f915ae9d02d6f08bc6

Observation ceb07e95-e50b-4781-b976-7d6ea2ad6e6d · outbound

This paper cites Pure spreading activation is pointless.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Pure spreading activation is pointless

Reference 41

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source=pdf_text observed=2026-08-03T15:45:16.970681Z digest=sha256:72ee4cda28c9fc7c94cd0ff05515ac25029505b1c45ccaaca2b034c501818c35

Observation d1f197de-2537-41dc-82d8-ff57dd35b76d · outbound

This paper cites Discovering Latent Information By Spreading Activation Algorithm for Document Retrieval.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Discovering Latent Information By Spreading Activation Algorithm for Document Retrieval

Reference 42

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source=pdf_text observed=2026-08-03T15:45:17.066868Z digest=sha256:c9cf3b6f79432e3a5335351b582bf16f6eff45ddc581529b7a4f8f0333205565

Observation f29dde60-340f-4b53-8329-295f46c62220 · outbound

This paper cites Adapting spreading activation techniques towards a new approach to content-based recommender systems.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Adapting spreading activation techniques towards a new approach to content-based recommender systems

Reference 43

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source=pdf_text observed=2026-08-03T15:45:17.157060Z digest=sha256:90d16fd22ecb7604ce6797479fc4ee48507bedc703012d17077c3db381c503be

Observation 820de4c6-86c4-489c-8523-c1bab037463f · outbound

This paper cites Context aware personalized content recommendation using ontology based spreading activation.International Journal of Information Technology, 10(2):133–138, 2018.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Context aware personalized content recommendation using ontology based spreading activation.International Journal of Information Technology, 10(2):133–138, 2018

Reference 44

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source=pdf_text observed=2026-08-03T15:45:17.254108Z digest=sha256:80b2f3405c947c0f2ae614f76a87349ae6f33a7ee31f23d67ecf1af3b2fd7933

Observation a848e803-c67f-4002-aacd-70896970fa0a · outbound

This paper cites Musique: Multihop questions via single-hop question composition.Transactions of the Association for Computational Linguistics, 10:539–554, 2022.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Musique: Multihop questions via single-hop question composition.Transactions of the Association for Computational Linguistics, 10:539–554, 2022

Reference 45

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source=pdf_text observed=2026-08-03T15:45:17.379358Z digest=sha256:04a130b4cd027b4c9f438609685f367c91ca181b24711c88538f4b9687d31652

Observation f322f208-5048-4895-9dba-2754ff805845 · outbound

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

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Constructing A Multi-hop QA Dataset for Comprehensive Evaluation of Reasoning Steps

Reference 46

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source=pdf_text observed=2026-08-03T15:45:17.483759Z digest=sha256:d8ae084e1de1817c91329f22f6b61c88f7a095d43e1053c777ee904d78680945

Observation ce08ae01-fad7-41aa-a797-917742a475a1 · outbound

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

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering

Reference 47

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source=pdf_text observed=2026-08-03T15:45:17.532084Z digest=sha256:19fa214c6a44eea0ee10a2784680ce21f8b9edd9f499d2536098ceb1f856d6be

Observation f5020713-c528-4db4-9fac-3c795c293a0b · outbound

This paper cites Understanding Dataset Design Choices for Multi-hop Reasoning.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Understanding Dataset Design Choices for Multi-hop Reasoning

Reference 48

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source=pdf_text observed=2026-08-03T15:45:17.640792Z digest=sha256:825337494921864471ee7fc632ac0bafb86d7ca125f59b30ba06a4dc2c9ca155

Observation 3b040f80-d143-4404-bae9-85031b7c44fb · outbound

This paper cites Is Multihop QA in DiRe Condition? Measuring and Reducing Disconnected Reasoning.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Is Multihop QA in DiRe Condition? Measuring and Reducing Disconnected Reasoning

Reference 49

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source=pdf_text observed=2026-08-03T15:45:17.822634Z digest=sha256:f04c292efda47458b332b5a90683f08752c72b9a1869a3a1d3143d7f01dd4565

Observation 04dab354-5a84-46f5-a7f2-d18142094b1a · outbound

This paper cites Compositional Questions Do Not Necessitate Multi-hop Reasoning.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Compositional Questions Do Not Necessitate Multi-hop Reasoning

Reference 50

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source=pdf_text observed=2026-08-03T15:45:17.912070Z digest=sha256:da29f23ccd4517aee4efc06389702eed674797d45b4087ff33240886168147e5

Observation 0dff7759-5daf-4008-bb17-5d8ebf10d90b · outbound

This paper cites John Phan,.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems John Phan,

Reference 51

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source=pdf_text observed=2026-08-03T15:45:17.981666Z digest=sha256:359bf4b415124770b1bf129916439da23832f81d541c940bbdd8290cabef5fd6

Observation a8d8d4c9-e669-4cc0-9757-7a3e13291145 · outbound

This paper cites * Prefer single-hop, factual questions (entity→attribute, entity→location, entity→relation).

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems * Prefer single-hop, factual questions (entity→attribute, entity→location, entity→relation)

Reference 52

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source=pdf_text observed=2026-08-03T15:45:18.055192Z digest=sha256:051645157c19b5089bd71e3a0fcb154955e3593cd63cd4fa5654c15504223636

Observation fa4bcf7b-ec52-4d93-a6db-dd1cb556d22c · outbound

This paper cites * Stop decomposing when the main query becomes answerable.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems * Stop decomposing when the main query becomes answerable

Reference 53

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source=pdf_text observed=2026-08-03T15:45:18.118990Z digest=sha256:801907cc707766917642c5153c3d7b90193817218cd762d7269679df32931706

Observation 22f44e1e-190b-4bb2-9867-ba24c94a8cd8 · outbound

This paper cites * Number the subquestions in the order they should be executed.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems * Number the subquestions in the order they should be executed

Reference 54

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source=pdf_text observed=2026-08-03T15:45:18.193278Z digest=sha256:de17269ecd16df423b10e4f3ce767a1a0d58efe43e8ed1fbefbb5131e473bca8

Observation 4804df41-576a-4a81-af56-547ab3414efc · outbound

This paper cites original_question.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems original_question

Reference 55

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source=pdf_text observed=2026-08-03T15:45:18.260149Z digest=sha256:841bacc42a91a38263a0af2fc3b222bbbda20e5b73ae9a6bbeefcf2778798dd0

Observation 5f3f4c9d-4a2e-456e-8a81-71180b7c4b12 · outbound

This paper cites The Argentine PGA Championship record holder has won how many tournaments worldwide?.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems The Argentine PGA Championship record holder has won how many tournaments worldwide?

Reference 56

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source=pdf_text observed=2026-08-03T15:45:18.344038Z digest=sha256:f794628f2f0794303a65e54d011268864e06440a9fa1c6dca57a2ae18388d4c7

Observation 512a0607-64c4-4829-897b-1f2b8928918d · outbound

This paper cites born in,.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems born in,

Reference 57

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source=pdf_text observed=2026-08-03T15:45:18.444043Z digest=sha256:a6553519b6cda5b5670b66ac8ba7533785cdbe890b7db7573cd74dc72084af0d

Observation 9d2f8349-166d-4917-a7b1-5b6519c30426 · outbound

This paper cites Jack Parsons was ,→born in Los Angeles.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Jack Parsons was ,→born in Los Angeles

Reference 58

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source=pdf_text observed=2026-08-03T15:45:18.556111Z digest=sha256:328104a6e2e654c3d89ca5a3b07ddccbe231d91cc5e6767640d1d306f274ded9

Observation cf2766fc-0b93-467f-9d35-1dcc085077eb · outbound

This paper cites triples": [ [.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems triples": [ [

Reference 59

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source=pdf_text observed=2026-08-03T15:45:18.577072Z digest=sha256:89bc5a2b2a9e6ac1ab0abc8e223deb6e3292b5f24363d87d74f58e6cc83f2e26

Observation e9a3d21f-6fa7-4e16-8840-09ca441019e1 · outbound

This paper cites an unresolved cited work.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Unresolved cited work

Reference 60

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source=pdf_text observed=2026-08-03T15:45:18.633452Z digest=sha256:96b251ef5418d696fcca8907c8350095489d2cd2e834fabddffc63fef43acc12

Observation 0a145aac-df2d-4514-8b60-f38a5cdb5944 · outbound

This paper cites ## Task description Your goal is to **understand and reason through the question** using only the information provided.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems ## Task description Your goal is to **understand and reason through the question** using only the information provided

Reference 61

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source=pdf_text observed=2026-08-03T15:45:18.677700Z digest=sha256:b418815106c5bd8d98bd23f4e3722e83ab7881faabe16c71661de4fe2500dfa1

Observation 1c83f483-3245-48aa-8d44-97466fb39bf1 · outbound

This paper cites an unresolved cited work.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems Unresolved cited work

Reference 62

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source=pdf_text observed=2026-08-03T15:45:18.795741Z digest=sha256:e873cb2074e75d0dbfb329d1e132b4dd6b462d809ef3509f6503ad0314e8ad37

Observation 2d8513fd-7c04-4ee8-8501-e31d0c538121 · outbound

This paper cites - Write in full sentences.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems - Write in full sentences

Reference 63

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source=pdf_text observed=2026-08-03T15:45:18.895888Z digest=sha256:69817b4da2ede8a85aa097ba9c4e259c4aef79f5145e6bc322df4940b49e9823

Observation 4af97dca-db12-4c07-9dfa-1e70f425b3d7 · outbound

This paper cites answer_possible.

Leveraging Spreading Activation for Improved Document Retrieval in Knowledge-Graph-Based RAG Systems answer_possible

Reference 64

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source=pdf_text observed=2026-08-03T15:45:19.022779Z digest=sha256:a027d53785d847d6b7afe313708c697d5f847fc4d7d34da85ed72868b47f7554

Pith citing papers

No inbound Pith citation observations are available.