Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration | Paper Citation Record

Observation fb5ffac9-d1e4-481a-9f61-b55751072243 · outbound

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

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration OpenScholar: Synthesizing Scientific Literature with Retrieval-augmented LMs

Reference 1

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Observation 64e26add-486a-43ae-888d-baa0738f236d · outbound

This paper cites PeerQA:Ascientificquestion answeringdatasetfrompeerreviews.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration PeerQA:Ascientificquestion answeringdatasetfrompeerreviews

Reference 2

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Observation fd56192d-8405-46fd-a292-09858230e06f · outbound

This paper cites HaluMem: Evaluating hallucinations in memory systems of agents.arXiv preprint arXiv:2511.03506, 2025.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration HaluMem: Evaluating hallucinations in memory systems of agents.arXiv preprint arXiv:2511.03506, 2025

Reference 3

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Observation abab0e64-90cc-4309-bfc2-435532a53efe · outbound

This paper cites Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory

Reference 4

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Observation 55331b75-4bbc-4aa1-8031-e64d845b4757 · outbound

This paper cites Cormack, Charles L.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration Cormack, Charles L

Reference 5

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Observation e4926362-fa2a-40f5-b268-8a29b6da2d3d · outbound

This paper cites DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models

Reference 6

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Observation b934be14-b8e9-4ee8-977a-5549bd5f9b49 · outbound

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

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration From Local to Global: A Graph RAG Approach to Query-Focused Summarization

Reference 7

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Observation 7145cb97-77bd-465b-ae6d-6f575ea6df20 · outbound

This paper cites LightMem: Lightweight and Efficient Memory-Augmented Generation.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration LightMem: Lightweight and Efficient Memory-Augmented Generation

Reference 8

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Observation 3b2bc9f4-2fa8-4e62-bc1e-6ab76c0a7a31 · outbound

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

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration LightRAG: Simple and Fast Retrieval-Augmented Generation

Reference 9

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Observation b91e225a-572f-40f8-aacf-1d7819c26cee · outbound

This paper cites HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T19:49:12.077379Z

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Observation 2add92fd-962e-44a1-9fb4-4fbf79fa0155 · outbound

This paper cites From RAGtomemory: Non-parametriccontinuallearningforlargelanguagemodels.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration From RAGtomemory: Non-parametriccontinuallearningforlargelanguagemodels

Reference 11

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Observation ad53c684-e4b0-440b-bf89-ccde450949d0 · outbound

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

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration From RAG to Memory: Non-Parametric Continual Learning for Large Language Models

Reference 13

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Observation 3be83734-24e0-489c-9f1a-c5e833ff28d8 · outbound

This paper cites Every tokencounts: Generalizing16Multra-longcontextinlargelanguagemodels.arXiv preprintarXiv:2511.23319,2025.URL https://arxiv.org/abs/2511.23319.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration Every tokencounts: Generalizing16Multra-longcontextinlargelanguagemodels.arXiv preprintarXiv:2511.23319,2025.URL https://arxiv.org/abs/2511.23319

Reference 14

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Observation e15da2fc-225e-4440-bba4-baa2185578eb · outbound

This paper cites Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions

Reference 15

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Observation c872467e-7276-410b-9f10-73380410ace2 · outbound

This paper cites EverMemOS: A self-organizing memory operating system for structured long-horizon reasoning.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration EverMemOS: A self-organizing memory operating system for structured long-horizon reasoning

Reference 16

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Observation 28bb53b1-499a-4976-bcec-99155e2ce8f1 · outbound

This paper cites Anatomy of Agentic Memory: Taxonomy and Empirical Analysis of Evaluation and System Limitations.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration Anatomy of Agentic Memory: Taxonomy and Empirical Analysis of Evaluation and System Limitations

Reference 18

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Observation e9da8f9e-83c0-4c21-ba24-955ffdfb345e · outbound

This paper cites Memory in the Age of AI Agents.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration Memory in the Age of AI Agents

Reference 20

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Observation 7180ca2a-3454-44bf-84e3-7a1b0f8b5a4b · outbound

This paper cites MAGMA: A Multi-Graph based Agentic Memory Architecture for AI Agents.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration MAGMA: A Multi-Graph based Agentic Memory Architecture for AI Agents

Reference 22

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Observation 8517c869-e43c-4148-8cc8-b399caaafde6 · outbound

This paper cites Letta: The stateful agents framework with memory, reasoning, and context management.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration Letta: The stateful agents framework with memory, reasoning, and context management

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Resolution: unresolved; no resolver link, observed 2026-08-01T19:49:14.242758Z

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Observation 6fb9605b-e2b5-4030-aece-0a5c40263d72 · outbound

This paper cites MemPalace: An open-source AI memory sys- tem.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration MemPalace: An open-source AI memory sys- tem

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Observation f1f013e8-402b-4073-bf80-5e11e636ebd8 · outbound

This paper cites Kimi Linear: An Expressive, Efficient Attention Architecture.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration Kimi Linear: An Expressive, Efficient Attention Architecture

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Observation a4ab6b48-2b72-4230-9cdc-13d79d72911d · outbound

This paper cites Lost in the Middle: How Language Models Use Long Contexts.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration Lost in the Middle: How Language Models Use Long Contexts

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Observation e9f94734-5c7e-4797-8be7-fc39af3b326d · outbound

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Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration Unresolved cited work

Reference 27

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Observation ab82a4ae-396f-4a99-bac8-897a2ec2fe33 · outbound

This paper cites QASA: Advanced question answering on scientific articles.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration QASA: Advanced question answering on scientific articles

Reference 28

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Observation 146afeae-32e7-453f-a894-59bb45ed0293 · outbound

This paper cites Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks

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Observation eeb7b9fe-f140-4b97-83f5-2b4c2d257f2a · outbound

This paper cites Every attention matters: An efficient hybrid architecture for long- contextreasoning.arXivpreprintarXiv:2510.19338,2025.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration Every attention matters: An efficient hybrid architecture for long- contextreasoning.arXivpreprintarXiv:2510.19338,2025

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Observation d2343bb2-4421-42ae-a7ba-f92c729debaf · outbound

This paper cites Generative Agents: Interactive Simulacra of Human Behavior.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration Generative Agents: Interactive Simulacra of Human Behavior

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Observation de855dd0-1fd5-48a5-91b4-5bcaa46346e5 · outbound

This paper cites Evaluating Very Long-Term Conversational Memory of LLM Agents.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration Evaluating Very Long-Term Conversational Memory of LLM Agents

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Observation ce655f17-a08a-43b4-986c-9dc6a816db62 · outbound

This paper cites SALS: Sparse attention in latent space for KV cache compression.arXiv preprint arXiv:2510.24273, 2025.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration SALS: Sparse attention in latent space for KV cache compression.arXiv preprint arXiv:2510.24273, 2025

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Observation b7251c07-3944-48a8-872e-e8af8c64af34 · outbound

This paper cites RAPTOR: Recursive Abstractive Processing for Tree-Organized Retrieval.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration RAPTOR: Recursive Abstractive Processing for Tree-Organized Retrieval

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Observation bfa66304-8eab-4a34-9e0e-f98cc671bf02 · outbound

This paper cites What Deserves Memory: Adaptive Memory Distillation for LLM Agents.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration What Deserves Memory: Adaptive Memory Distillation for LLM Agents

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Observation 92e3142f-353d-4053-add9-09269ed86f80 · outbound

This paper cites MinerU: A one-stop, high-quality open-source pdf extraction tool.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration MinerU: A one-stop, high-quality open-source pdf extraction tool

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Observation 060a3bdb-ee4a-4672-a493-52b4174e836d · outbound

This paper cites MemGPT: Towards LLMs as Operating Systems.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration MemGPT: Towards LLMs as Operating Systems

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Observation c91aeef3-87cc-4452-869b-de4e26a9a7f0 · outbound

This paper cites Ross Mitchell.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration Ross Mitchell

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Observation 6a5cd50b-42c4-4617-8e0a-b98d7045e388 · outbound

This paper cites Zep: A Temporal Knowledge Graph Architecture for Agent Memory.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration Zep: A Temporal Knowledge Graph Architecture for Agent Memory

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Observation 8594157e-6cf0-4e39-972f-b7df163b8a36 · outbound

This paper cites The probabilistic relevance framework: BM25andbeyond.FoundationsandTrendsinInformationRetrieval,3(4):333–389,.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration The probabilistic relevance framework: BM25andbeyond.FoundationsandTrendsinInformationRetrieval,3(4):333–389,

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Observation a67e57d0-d240-4702-af1d-d6ab8e0f0019 · outbound

This paper cites MemMachine: A Ground-Truth-Preserving Memory System for Personalized AI Agents.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration MemMachine: A Ground-Truth-Preserving Memory System for Personalized AI Agents

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Observation f2d096b5-3dfb-49dc-a301-568a80c9fa43 · outbound

This paper cites LongMemEval: Benchmarking Chat Assistants on Long-Term Interactive Memory.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration LongMemEval: Benchmarking Chat Assistants on Long-Term Interactive Memory

Reference 43

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Observation ff046524-d691-4f29-9546-b3198fb02efe · outbound

This paper cites Mem2ActBench: A benchmark for evaluating long-term memory utilization in task-oriented autonomous agents.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration Mem2ActBench: A benchmark for evaluating long-term memory utilization in task-oriented autonomous agents

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Observation cc56fcce-6f92-46e8-8048-e5b726dd56ba · outbound

This paper cites Reflexion: Language agents with verbal reinforce- ment learning.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration Reflexion: Language agents with verbal reinforce- ment learning

Reference 45

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Observation e768b0b1-9e84-4d80-828f-6c623853acfa · outbound

This paper cites A-MEM: Agentic Memory for LLM Agents.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration A-MEM: Agentic Memory for LLM Agents

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Observation 226666d0-8022-4b08-a15f-f2197ea8b2fa · outbound

This paper cites Cognitive Architectures for Language Agents.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration Cognitive Architectures for Language Agents

Reference 47

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Observation c7dc3de8-e922-4665-8acf-8d7662c03587 · outbound

This paper cites Cognee: Knowledge engine for AI agent memory in 6 lines of code.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration Cognee: Knowledge engine for AI agent memory in 6 lines of code

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Observation 6eb55f71-b5c0-4205-b036-1c524eece890 · outbound

This paper cites FromLouvaintoLeiden: Guaranteeing well-connected communities.Scientific Reports, 9(1):5233, 2019.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration FromLouvaintoLeiden: Guaranteeing well-connected communities.Scientific Reports, 9(1):5233, 2019

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Observation 82473031-d62d-49d2-80c4-9390ca0c8ae0 · outbound

This paper cites URL https://arxiv.org/abs/2506.05690.IntroducestheGraphRAG-Bench benchmark.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration URL https://arxiv.org/abs/2506.05690.IntroducestheGraphRAG-Bench benchmark

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Observation 22b071f9-bcd3-40cb-9ff9-e6b1f06d9f21 · outbound

This paper cites Learning to forget: Sleep-inspired memory consolidation for resolving proactive interference in large language models, 2026.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration Learning to forget: Sleep-inspired memory consolidation for resolving proactive interference in large language models, 2026

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Observation db4ff193-d1c9-4c40-907f-a34f49465310 · outbound

This paper cites FSA: An Alternative Efficient Implementation of Native Sparse Attention Kernel.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration FSA: An Alternative Efficient Implementation of Native Sparse Attention Kernel

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Observation 92664144-8754-4184-bfd8-dc1b35a4dc8f · outbound

This paper cites Memory-R1: Enhancing Large Language Model Agents to Manage and Utilize Memories via Reinforcement Learning.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration Memory-R1: Enhancing Large Language Model Agents to Manage and Utilize Memories via Reinforcement Learning

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Observation 314cb469-0839-4f39-83e6-c5dfd70713a0 · outbound

This paper cites Yifei, Allen Chang, Chaitanya Malaviya, and Mark Yatskar.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration Yifei, Allen Chang, Chaitanya Malaviya, and Mark Yatskar

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Observation 1b37ff86-16be-4288-a117-18fb8afd5fdf · outbound

This paper cites A Survey on the Memory Mechanism of Large Language Model based Agents.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration A Survey on the Memory Mechanism of Large Language Model based Agents

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Observation 1c146515-fc88-46a9-98c6-e6df25cf7993 · outbound

This paper cites What Judge score does MAGMA report on LoCoMo, and by what margin does it beat prior systems according to the paper?.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration What Judge score does MAGMA report on LoCoMo, and by what margin does it beat prior systems according to the paper?

Reference 62

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Observation 8aabe2e4-df79-470f-b924-b582819123c7 · outbound

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Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration Unresolved cited work

Reference 2009

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Observation e3611c65-e354-4d1a-9f89-7efadafb3eeb · outbound

This paper cites Reflexion: Language Agents with Verbal Reinforcement Learning.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration Reflexion: Language Agents with Verbal Reinforcement Learning

Reference 2023

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Observation 283f861e-e57f-4657-be26-c77c0f47e088 · outbound

This paper cites PeerQA: A Scientific Question Answering Dataset from Peer Reviews.

Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration PeerQA: A Scientific Question Answering Dataset from Peer Reviews

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-01T19:49:11.066388Z

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Observation 167d34ef-8b0a-4118-a657-8f0498d6a191 · outbound

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Beyond Memory Leaderboards: Evaluating Scientific Memory as Budgeted Context Restoration Unresolved cited work

Reference 2026

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