Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T19:48:44.405224Z
Paper Citation Record · LEDGER
As of 21 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 1 inbound Pith citation observation for arXiv:2507.16826.
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 2026-08-06T19:48:44.405224Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-05-07T07:19:44.756174Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-12T10:11:28.063750Z
42 of 42 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 433ecdfa-d662-48e1-8c66-8f2cb140c258 · outbound
A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models Collaboration between intelligent agents and large language models: A novel approach for enhancing code generation capability
Reference 1
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A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models Rouge metric evaluation for text summarization techniques
Reference 2
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A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models Chatlaw: A Multi-Agent Legal Assistant based on a Role-Aligned Mixture-of-Experts Architecture
Reference 3
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Observation de3fbb74-013d-4823-8be2-d30b09734ef6 · outbound
A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models Unresolved cited work
Reference 4
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Observation cbde038e-de72-4ee1-854f-b783a0a7e400 · outbound
A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models From Local to Global: A Graph RAG Approach to Query-Focused Summarization
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Observation 06e382ff-d4ce-41f5-8b36-1235da575a04 · outbound
A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models IIRC: A Dataset of Incomplete Information Reading Comprehension Questions
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Observation 0d8ffd0a-e073-4495-a1c9-7cacca898690 · outbound
A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models Cuerag: Dynamic multi-output cue memory under h framework for retrieval- augmented generation
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Observation 0a62a081-f89d-4cf5-bcd3-f16031a9bf3c · outbound
A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models Retrieval-Augmented Generation for Large Language Models: A Survey
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Observation dab3ba3b-3620-4cb8-bccb-3c293161646a · outbound
A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models Retrieval augmented language model pre-training, in: International conference on machine learning, PMLR
Reference 9
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A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models Active retrieval augmented generation, in: Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing, pp
Reference 10
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Observation f7b53566-f118-462c-ba9b-bd0dc596dc56 · outbound
A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models A two-stage proactive dialogue generator for efficient clinical information collec- tion using large language model
Reference 11
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Observation b621706a-0338-4c6e-899b-905a84d0d1a9 · outbound
A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models Graph Learning in the Era of LLMs: A Survey from the Perspective of Data, Models, and Tasks
Reference 12
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Observation 7f5f7cf2-fe90-4c7b-9038-bb0baf4a02df · outbound
A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models BGE Landmark Embedding: A Chunking-Free Embedding Method For Retrieval Augmented Long-Context Large Language Models
Reference 13
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Observation 6733bf7f-dc3a-41df-a521-ab11e0c28845 · outbound
A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models Bcembedding: Bilingual and crosslingual embedding for rag.https://github.com/netease-youdao/BCEmbedding
Reference 14
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Observation 32f0e026-a632-43ae-b64d-e1b3df959460 · outbound
A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models Coregen: Contextualized code representation learning for commit message generation
Reference 15
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Observation 88d02a52-c2c2-4dc5-9563-7b5f3fdeeaea · outbound
A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models Training language models to follow instructions with human feedback
Reference 16
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Observation 4c882a02-f0c1-445d-a216-a169758b3abf · outbound
A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models Assessing llms in mali- cious code deobfuscation of real-world malware campaigns
Reference 17
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Observation 383f9136-8d88-4c5a-b740-5bb83f540734 · outbound
A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models Check Your Facts and Try Again: Improving Large Language Models with External Knowledge and Automated Feedback
Reference 18
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Observation dae724cc-5f3a-4bc7-91b0-ca99c99bdcb5 · outbound
A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models SQuAD: 100,000+ Questions for Machine Comprehension of Text
Reference 19
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Observation 987412a3-fda2-4a06-8abc-c9d97d748a38 · outbound
A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models A structured review of the validity of bleu
Reference 20
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Observation 84877bfe-a6f8-443d-b575-16dd9e6aa4f7 · outbound
A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models The probabilistic relevance framework: Bm25 and beyond
Reference 21
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A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models BLEU, METEOR, BERTScore: Evaluation of Metrics Performance in Assessing Critical Translation Errors in Sentiment-oriented Text
Reference 22
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Observation 641e98eb-1bb6-4e78-98e8-179f1ce875fd · outbound
A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models Generate-then-Ground in Retrieval-Augmented Generation for Multi-hop Question Answering
Reference 23
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Observation 9a8ef5fd-3b4a-4cb7-8780-a4e2d54f1d6a · outbound
A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models ERNIE: Enhanced Representation through Knowledge Integration
Reference 24
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Observation 083892bf-9176-4093-90b3-65cdfb756916 · outbound
A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models Unresolved cited work
Reference 25
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Observation 8cdc241a-9964-4e3f-a7ad-1a1bb8fbb1a9 · outbound
A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models Transactions of the Association for Computational Linguistics 10, 539–554
Reference 26
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Observation b32ea2c9-32db-412d-abc9-54be40217af4 · outbound
A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models Query2doc: Query Expansion with Large Language Models
Reference 27
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Observation ad87454a-67db-4ceb-ab8e-add36e7dab55 · outbound
A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models QCG-Rerank: Chunks Graph Rerank with Query Expansion in Retrieval-Augmented LLMs for Tourism Domain
Reference 28
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Observation 6f7cdbfc-8aa3-4924-9fae-35cc4117ccce · outbound
A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models CTourLLM: Enhancing LLMs with Chinese Tourism Knowledge
Reference 29
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Observation 211ef47f-27c5-425f-8bb8-a4f00b300b7f · outbound
A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models Effective Bug Detection in Graph Database Engines: An LLM-based Approach
Reference 30
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Observation 7767dad8-e981-4768-9604-52aec1f7e36c · outbound
A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models Medical Graph RAG: Towards Safe Medical Large Language Model via Graph Retrieval-Augmented Generation
Reference 31
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Observation f6f15d62-dc4b-4e4c-ba50-da6e58666280 · outbound
A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models Tpke-qa: A gapless few-shot extractive question answering approach via task-aware post-training and knowledge enhancement
Reference 32
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Observation 783a9d03-a382-4ad8-8399-dd5dc7394c98 · outbound
A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models C-Pack: Packed Resources For General Chinese Embeddings
Reference 33
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Observation c9d2391e-db66-4376-8111-604c9815e303 · outbound
A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models Search-in-the-Chain: Interactively Enhancing Large Language Models with Search for Knowledge-intensive Tasks
Reference 34
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Observation 052d472a-30c3-41ff-bea0-bce7863337c2 · outbound
A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models Staf-llm: A scalable and task-adaptive fine-tuning framework for large language models in medical domain
Reference 35
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Observation df19d1b1-b8fa-41f2-b67a-9665a52b33da · outbound
A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering
Reference 36
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Observation d87c619e-8e64-45f9-b4d7-ded2df9ad670 · outbound
A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models Evalua- tionofretrieval-augmentedgeneration:Asurvey,in:CCFConference on Big Data, Springer
Reference 37
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Observation 3c2daf9e-986e-454d-838c-4cf059fb8934 · outbound
A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models Lgkgr:Aknowledge graphreasoningmodelusingllmsaugmentedgnns
Reference 38
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Observation e9c9c9a6-1190-417d-86e4-0a86c2758a92 · outbound
A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models Retrieval-Augmented Generation for AI-Generated Content: A Survey
Reference 40
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Observation 5688a97c-d2c7-433e-aa7d-256935f031b4 · outbound
A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models Knowledge Graph-Guided Retrieval Augmented Generation
Reference 41
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A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models Legn:A large language model-guided event graph network for intraoperative hypotension prediction
Reference 42
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Observation 73be7522-90e6-4482-8add-fb67baac400d · outbound
A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models LLaMA: Open and Efficient Foundation Language Models
Reference 2023
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Observation d2c93306-d3b2-46ba-8584-4e3b1fc42d67 · inbound
NeocorRAG: Less Irrelevant Information, More Explicit Evidence, and More Effective Recall via Evidence Chains A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models
Reference 49
Source-reported events for the cited work
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