Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T12:24:18.802896Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 9 inbound Pith citation observations for arXiv:2505.24478.
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 2026-08-07T12:24:18.802896Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T19:36:05.728667Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T17:09:59.351425Z
42 of 42 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 13b970ca-5ec4-4f1d-a599-47212dcd0e20 · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning The Impact of Large Language Models on Scientific Discovery: a Preliminary Study using GPT-4
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7f7c3f8a-c4ea-4443-90ef-9d67223fc2b2 · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning Self-rag: Learning to retrieve, generate, and critique through self-reflection
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1ddf2c30-4d09-48b0-ac33-6694f1967f6f · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning Faster, Cheaper, Better: Multi-Objective Hyperparameter Optimization for LLM and RAG Systems
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4e8e2b57-6643-4e89-8eef-fafe7868b77f · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning Neural Legal Judgment Prediction in English
Reference 4
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Unavailable: canonical work link unavailable.
Observation 3468f81f-d668-451e-a5ab-19e42217a5b0 · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning Improving Retrieval-Augmented Generation through Multi-Agent Reinforcement Learning
Reference 5
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Unavailable: canonical work link unavailable.
Observation 653020b7-5afe-4380-aaa1-c792bbb8d605 · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning Complex Logical Reasoning over Knowledge Graphs using Large Language Models
Reference 6
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Unavailable: canonical work link unavailable.
Observation e3eb510d-0c23-470d-afa1-c4f20985f876 · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning From Local to Global: A Graph RAG Approach to Query-Focused Summarization
Reference 7
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Unavailable: canonical work link unavailable.
Observation 168a576e-ddf3-469b-b389-29f15ac2727b · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning A survey on rag meeting llms: Towards retrieval-augmented large language models
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 14d0529d-6641-49a6-868c-c94eac904311 · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning AutoRAG-HP: Automatic Online Hyper-Parameter Tuning for Retrieval-Augmented Generation
Reference 9
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Unavailable: canonical work link unavailable.
Observation a7b54448-36d7-4a6a-8dfc-21757aea9973 · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning Retrieval-Augmented Generation for Large Language Models: A Survey
Reference 10
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Unavailable: canonical work link unavailable.
Observation d36934c4-3c63-46c1-92c8-ac7bbe1b127a · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning A Comprehensive Survey of Retrieval-Augmented Generation (RAG): Evolution, Current Landscape and Future Directions
Reference 11
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Unavailable: canonical work link unavailable.
Observation 2744a68d-46fc-46c5-9b5d-15c04255c481 · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning Hipporag: Neurobiologically inspired long-term memory for large language models
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e4c734d6-27ff-4373-b574-f69416052ff6 · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning Retrieval augmented language model pre-training
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 72c44a39-afad-43ef-88a5-8b5a8dc1ae98 · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning Retrieval-Augmented Generation with Graphs (GraphRAG)
Reference 14
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Unavailable: canonical work link unavailable.
Observation cb2fe11f-47e1-4d7d-a3aa-5788beec09e9 · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning G-retriever: Retrieval-augmented generation for textual graph understanding and question answering
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b6918372-803c-41a9-981e-114b841b3793 · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning Constructing A Multi-hop QA Dataset for Comprehensive Evaluation of Reasoning Steps
Reference 16
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Unavailable: canonical work link unavailable.
Observation 29d3fffd-0d56-4536-bd52-9d9718053f70 · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning A survey on hallucination in large language models: Principles, taxonomy, challenges, and open questions
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 09d65a32-0caf-4344-b9a8-8c67e77a417a · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning Introducing a new hyper-parameter for RAG: Context Window Utilization
Reference 18
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Unavailable: canonical work link unavailable.
Observation 976ca581-a21d-4f6a-bf93-24468deb30ab · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning Knowledge Graphs, Large Language Models, and Hallucinations: An NLP Perspective
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9dd9e6d9-48f7-425d-a75a-729674dfebe5 · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning Retrieval-augmented generation for knowledge-intensive nlp tasks
Reference 20
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Unavailable: canonical work link unavailable.
Observation b7df3a95-87d7-46a9-93f2-564b19cae85e · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning The Dawn After the Dark: An Empirical Study on Factuality Hallucination in Large Language Models
Reference 21
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Unavailable: canonical work link unavailable.
Observation 65861c8d-207e-4a18-a465-dc6613b5c3a8 · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning
Reference 22
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Unavailable: canonical work link unavailable.
Observation 00f9c8f2-110f-469a-b766-744277affe30 · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning When Not to Trust Language Models: Investigating Ef- fectiveness of Parametric and Non-Parametric Memories
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation fe7a1125-1416-423b-ba73-b89292065dbd · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning Unifying large language models and knowledge graphs: A roadmap
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b57a5a8f-ebe4-41f8-97c3-5a8b9727a356 · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning Graph Retrieval-Augmented Generation: A Survey
Reference 25
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Unavailable: canonical work link unavailable.
Observation d53a9a2a-4f87-45e8-b897-943741a11f4c · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning Language Models as Knowledge Bases?
Reference 26
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Unavailable: canonical work link unavailable.
Observation 17ffbb01-9f3a-43d5-be5d-dc0c5a91fd26 · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning How Much Knowledge Can You Pack Into the Parameters of a Language Model?
Reference 27
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Unavailable: canonical work link unavailable.
Observation f6918fe1-2120-4680-af76-75ee7be95807 · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning Toward expert-level medical question answering with large language models
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b75b0161-a6a3-493b-a1f5-dc42df55badf · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning The Web as a Knowledge-base for Answering Complex Questions
Reference 29
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Unavailable: canonical work link unavailable.
Observation d60689bb-0d9b-49cb-a55a-bbfb3403cc81 · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning From Lou- vain to Leiden: guaranteeing well-connected communities
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 22b16d43-7936-4bd3-885e-1df58a8bd070 · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning MuSiQue: Multihop Questions via Single-hop Ques- tion Composition
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 949562c3-cef3-4cc3-aa9b-1e29b9573dc3 · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning Attention is all you need
Reference 32
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 46123b5f-ed33-4cb4-9ce2-a0fdbb7876d3 · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning Cost-effective hyperparameter optimization for large language model generation infer- ence
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6935cda2-fb46-4dd2-ba85-21845a939417 · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning Knowledge graph prompting for multi-document question answering
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d72ae51a-1b6f-41ba-a68c-72cf4ba3c543 · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning BloombergGPT: A Large Language Model for Finance
Reference 35
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Unavailable: canonical work link unavailable.
Observation 7c4c4ca7-5098-4e5a-8126-77db7d6b5885 · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning Corrective retrieval augmented generation
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d1df7672-1a54-4408-80bc-b4fb07a2f919 · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering
Reference 37
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Unavailable: canonical work link unavailable.
Observation 2af00f6f-54a5-4490-a1f3-ddcc4df41b99 · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning The value of semantic parse labeling for knowledge base question answering
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 11d6f940-e636-4097-a90e-87c56c88b3c3 · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning Neural, symbolic and neural-symbolic reasoning on knowledge graphs
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4e82ef37-86fd-45c0-a6e3-a5e100cda4e7 · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning Subgraph Retrieval Enhanced Model for Multi-hop Knowledge Base Question Answering
Reference 40
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Unavailable: canonical work link unavailable.
Observation 47e9bedb-7279-4a58-8b51-d5879210ac96 · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning Variational reasoning for question answering with knowledge graph
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 927811b4-bd0b-4a9b-a46d-5cd5d03ea687 · outbound
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning Retrieval-Augmented Generation for AI-Generated Content: A Survey
Reference 42
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Unavailable: canonical work link unavailable.
Observation a78d5bc6-a3db-4831-9126-6a2abe05f783 · inbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9f1c333d-35f2-45ee-b8a8-c5a57b44463a · inbound
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning
Reference 26
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Unavailable: canonical work link unavailable.
Observation 7fe4392a-810e-4295-8f6d-e1f826bb3582 · inbound
MIRIX: Multi-Agent Memory System for LLM-Based Agents Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning
Reference 21
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0287cc32-91d3-449b-972d-9031ccf8cfcf · inbound
Improving Language Agents through BREW: Bootstrapping expeRientially-learned Environmental knoWledge Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning
Reference 20
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Unavailable: canonical work link unavailable.
Observation f4ff70b5-66de-4ac3-aa16-26c4290dbdb2 · inbound
Cost and Accuracy of Long-Term Memory in Distributed Multi-Agent Systems Based on Large Language Models Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning
Reference 17
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Unavailable: canonical work link unavailable.
Observation 3476a04a-dfbc-411e-9db3-7ceab32c51b1 · inbound
Are We Ready For An Agent-Native Memory System? Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning
Reference 23
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 706410d7-bb8d-4148-a1fa-48cee5487d9e · inbound
Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning
Reference 8
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Unavailable: canonical work link unavailable.
Observation d32ee6b9-64e0-43ff-9e27-b027fc2765af · inbound
Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning
Reference 19
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Unavailable: canonical work link unavailable.
Observation 3fc4bf8d-bcf7-4db9-bbba-ce55c6bdaf41 · inbound
Know It, Act on It: Investigating Memory Utilization in LLM Personalization Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning
Reference 2024
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Unavailable: canonical work link unavailable.