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zeekayandHanzo Dev
07694f8e88
Describes /v1/graph at hanzo-inc/cloud 1fffdf408: one append-only table of assertions, a server-derived knowable instant, reads at a valid and a transaction instant, versions that correct each other only when learned later, declared cardinality and schema as assertions, diff, path, erasure with a receipt, Louvain communities and a citation-checked answer. CronQuestions from hanzoai/benchmarks: 99.88% Hits@1 for the control, semantica 0.7.0 and the store, question for question; 0.063 ms against 5,357 ms per call. The first run's 70.03% is reported with its two causes and the two defects the harness found in the fix. LongMemEval-S is included as a measurement of the retrieval engine, not of the store. Co-authored-by: Hanzo Dev <[email protected]>
354 lines
12 KiB
BibTeX
354 lines
12 KiB
BibTeX
% References for hanzo-temporal-assertion-graph.
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%
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% A line beginning "% TODO" marks an entry whose details we did not verify
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% against the publisher's record. Page ranges we were unsure of are omitted
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% rather than guessed.
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% -- the system and the lanes
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@misc{hanzocloud,
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author = {{Hanzo Industries}},
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title = {Hanzo cloud: \texttt{apps/graph} and \texttt{claim}},
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howpublished = {\url{https://github.com/hanzo-inc/cloud}},
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year = {2026},
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note = {Commit \texttt{1fffdf408}, main branch}
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}
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@misc{hip1198,
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author = {{Hanzo AI}},
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title = {{HIP-1198}: Graph --- The Assertion Plane},
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howpublished = {\url{https://github.com/hanzoai/hips}},
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year = {2026},
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note = {Hanzo Improvement Proposal, created 2026-08-20}
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}
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@misc{hip1261,
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author = {{Hanzo AI}},
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title = {{HIP-1261}: Label --- Ground Truth},
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howpublished = {\url{https://github.com/hanzoai/hips}},
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year = {2026},
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note = {Hanzo Improvement Proposal, created 2026-08-20}
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}
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@misc{hanzobenchmarks,
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author = {{Hanzo Industries}},
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title = {benchmarks: \texttt{cronquestions/} and \texttt{brain/longmemeval/}},
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howpublished = {\url{https://github.com/hanzoai/benchmarks}},
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year = {2026},
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note = {Commit \texttt{57a55cf}; first CronQuestions run at \texttt{2e6d394}}
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}
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@misc{semantica,
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author = {{Semantica contributors}},
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title = {Semantica: graph-native infrastructure for context and
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accountable {AI} systems},
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howpublished = {\url{https://github.com/semantica-agi/semantica}},
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year = {2026},
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note = {Version 0.7.0, commit \texttt{3910c33bc88c}. MIT licence}
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}
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@misc{sqlitedocs,
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author = {{SQLite}},
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title = {{SQLite} documentation: {PRAGMA} secure\_delete, write-ahead
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logging, and the {FTS5} extension},
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howpublished = {\url{https://sqlite.org/docs.html}},
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year = {2026}
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}
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% -- benchmarks
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@inproceedings{saxena2021cronquestions,
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author = {Apoorv Saxena and Soumen Chakrabarti and Partha Talukdar},
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title = {Question Answering Over Temporal Knowledge Graphs},
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booktitle = {Proceedings of the 59th Annual Meeting of the Association for
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Computational Linguistics and the 11th International Joint
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Conference on Natural Language Processing (ACL-IJCNLP)},
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year = {2021}
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}
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% TODO: verify the author list and venue (ICLR 2025) of LongMemEval against
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% the proceedings; the arXiv identifier is 2410.10813.
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@inproceedings{wu2025longmemeval,
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author = {Di Wu and Hongwei Wang and Wenhao Yu and Yuwei Zhang and
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Kai-Wei Chang and Dong Yu},
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title = {{LongMemEval}: Benchmarking Chat Assistants on Long-Term
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Interactive Memory},
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booktitle = {International Conference on Learning Representations (ICLR)},
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year = {2025},
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note = {arXiv:2410.10813}
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}
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@inproceedings{locomo,
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author = {Adyasha Maharana and Dong-Ho Lee and Sergey Tulyakov and
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Mohit Bansal and Francesco Barbieri and Yuwei Fang},
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title = {Evaluating Very Long-Term Conversational Memory of {LLM} Agents},
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booktitle = {Proceedings of the 62nd Annual Meeting of the Association for
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Computational Linguistics (ACL)},
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year = {2024}
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}
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@inproceedings{reimers2019sbert,
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author = {Nils Reimers and Iryna Gurevych},
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title = {{Sentence-BERT}: Sentence Embeddings using {Siamese}
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{BERT}-Networks},
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booktitle = {Proceedings of the 2019 Conference on Empirical Methods in
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Natural Language Processing and the 9th International Joint
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Conference on Natural Language Processing (EMNLP-IJCNLP)},
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pages = {3982--3992},
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year = {2019}
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}
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% TODO: verify the page range of TempQuestions (WWW 2018 Companion).
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@inproceedings{jia2018tempquestions,
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author = {Zhen Jia and Abdalghani Abujabal and Rishiraj Saha Roy and
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Jannik Str{\"o}tgen and Gerhard Weikum},
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title = {{TempQuestions}: A Benchmark for Temporal Question Answering},
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booktitle = {Companion Proceedings of The Web Conference 2018 (WWW)},
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year = {2018}
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}
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@inproceedings{chen2021timeqa,
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author = {Wenhu Chen and Xinyi Wang and William Yang Wang},
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title = {A Dataset for Answering Time-Sensitive Questions},
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booktitle = {Advances in Neural Information Processing Systems (NeurIPS),
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Datasets and Benchmarks Track},
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year = {2021}
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}
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% -- temporal databases
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@inproceedings{snodgrass1985taxonomy,
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author = {Richard Snodgrass and Ilsoo Ahn},
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title = {A Taxonomy of Time in Databases},
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booktitle = {Proceedings of the 1985 ACM SIGMOD International Conference on
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Management of Data},
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pages = {236--246},
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year = {1985}
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}
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% TODO: complete the author list of the glossary; it is cited with its first
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% two authors only.
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@incollection{jensen1998glossary,
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author = {Christian S. Jensen and Curtis E. Dyreson and others},
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title = {The Consensus Glossary of Temporal Database Concepts ---
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{February} 1998 Version},
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booktitle = {Temporal Databases: Research and Practice},
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series = {Lecture Notes in Computer Science},
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volume = {1399},
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publisher = {Springer},
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year = {1998}
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}
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@book{snodgrass2000developing,
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author = {Richard T. Snodgrass},
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title = {Developing Time-Oriented Database Applications in {SQL}},
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publisher = {Morgan Kaufmann},
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year = {2000}
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}
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@article{kulkarni2012sql2011,
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author = {Krishna Kulkarni and Jan-Eike Michels},
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title = {Temporal Features in {SQL:2011}},
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journal = {SIGMOD Record},
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volume = {41},
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number = {3},
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pages = {34--43},
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year = {2012}
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}
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@misc{datomic,
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author = {{Cognitect}},
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title = {Datomic documentation: the database as a value, and the
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as-of, since and history views},
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howpublished = {\url{https://docs.datomic.com}},
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year = {2026}
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}
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@misc{xtdb,
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author = {{JUXT}},
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title = {{XTDB}: an immutable, bitemporal database},
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howpublished = {\url{https://xtdb.com}},
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year = {2026}
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}
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@inproceedings{helland2015immutability,
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author = {Pat Helland},
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title = {Immutability Changes Everything},
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booktitle = {Proceedings of the 7th Biennial Conference on Innovative Data
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Systems Research (CIDR)},
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year = {2015}
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}
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% -- statements about statements, provenance, knowledge bases
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@misc{rdf11semantics,
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author = {Patrick J. Hayes and Peter F. Patel-Schneider},
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title = {{RDF} 1.1 Semantics},
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howpublished = {W3C Recommendation},
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year = {2014},
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note = {25 February 2014, \url{https://www.w3.org/TR/rdf11-mt/}}
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}
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@inproceedings{carroll2005named,
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author = {Jeremy J. Carroll and Christian Bizer and Pat Hayes and
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Patrick Stickler},
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title = {Named Graphs, Provenance and Trust},
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booktitle = {Proceedings of the 14th International Conference on World Wide
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Web (WWW)},
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pages = {613--622},
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year = {2005}
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}
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@inproceedings{nguyen2014singleton,
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author = {Vinh Nguyen and Olivier Bodenreider and Amit Sheth},
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title = {Don't Like {RDF} Reification? {Making} Statements about
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Statements Using Singleton Property},
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booktitle = {Proceedings of the 23rd International Conference on World Wide
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Web (WWW)},
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pages = {759--770},
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year = {2014}
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}
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@inproceedings{hartig2017rdfstar,
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author = {Olaf Hartig},
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title = {Foundations of {RDF*} and {SPARQL*}: An Alternative Approach to
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Statement-Level Metadata in {RDF}},
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booktitle = {Proceedings of the 11th Alberto Mendelzon International Workshop
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on Foundations of Data Management (AMW)},
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series = {CEUR Workshop Proceedings},
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volume = {1912},
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year = {2017}
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}
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% TODO: verify the page range of Temporal RDF (ESWC 2005, LNCS 3532).
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@inproceedings{gutierrez2005temporal,
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author = {Claudio Gutierrez and Carlos Hurtado and Alejandro Vaisman},
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title = {Temporal {RDF}},
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booktitle = {The Semantic Web: Research and Applications (ESWC)},
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series = {Lecture Notes in Computer Science},
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volume = {3532},
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publisher = {Springer},
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year = {2005}
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}
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@article{vrandecic2014wikidata,
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author = {Denny Vrande{\v{c}}i{\'c} and Markus Kr{\"o}tzsch},
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title = {Wikidata: A Free Collaborative Knowledgebase},
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journal = {Communications of the ACM},
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volume = {57},
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number = {10},
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pages = {78--85},
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year = {2014}
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}
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% TODO: verify the page range and CEUR volume (1457) of this workshop paper.
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@inproceedings{hernandez2015reifying,
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author = {Daniel Hern{\'a}ndez and Aidan Hogan and Markus Kr{\"o}tzsch},
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title = {Reifying {RDF}: What Works Well With {Wikidata}?},
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booktitle = {Proceedings of the 11th International Workshop on Scalable
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Semantic Web Knowledge Base Systems (SSWS)},
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series = {CEUR Workshop Proceedings},
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year = {2015}
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}
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@article{hoffart2013yago2,
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author = {Johannes Hoffart and Fabian M. Suchanek and Klaus Berberich and
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Gerhard Weikum},
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title = {{YAGO2}: A Spatially and Temporally Enhanced Knowledge Base from
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{Wikipedia}},
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journal = {Artificial Intelligence},
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volume = {194},
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pages = {28--61},
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year = {2013}
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}
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@misc{lebo2013provo,
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author = {Timothy Lebo and Satya Sahoo and Deborah McGuinness},
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title = {{PROV-O}: The {PROV} Ontology},
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howpublished = {W3C Recommendation},
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year = {2013},
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note = {30 April 2013, \url{https://www.w3.org/TR/prov-o/}}
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}
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% -- agent memory
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@misc{rasmussen2025zep,
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author = {Preston Rasmussen and Pavlo Paliychuk and Travis Beauvais and
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Jack Ryan and Daniel Chalef},
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title = {Zep: A Temporal Knowledge Graph Architecture for Agent Memory},
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howpublished = {arXiv:2501.13956},
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year = {2025}
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}
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@misc{graphiti,
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author = {{Zep Software}},
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title = {Graphiti: build real-time knowledge graphs for {AI} agents},
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howpublished = {\url{https://github.com/getzep/graphiti}},
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year = {2025}
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}
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% -- communities, retrieval
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@article{blondel2008louvain,
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author = {Vincent D. Blondel and Jean-Loup Guillaume and Renaud Lambiotte and
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Etienne Lefebvre},
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title = {Fast Unfolding of Communities in Large Networks},
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journal = {Journal of Statistical Mechanics: Theory and Experiment},
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volume = {2008},
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number = {10},
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pages = {P10008},
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year = {2008}
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}
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@article{newman2004modularity,
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author = {M. E. J. Newman and M. Girvan},
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title = {Finding and Evaluating Community Structure in Networks},
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journal = {Physical Review E},
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volume = {69},
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number = {2},
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pages = {026113},
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year = {2004}
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}
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@article{traag2019leiden,
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author = {V. A. Traag and L. Waltman and N. J. van Eck},
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title = {From {Louvain} to {Leiden}: Guaranteeing Well-Connected
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Communities},
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journal = {Scientific Reports},
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volume = {9},
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pages = {5233},
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year = {2019}
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}
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@misc{edge2024graphrag,
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author = {Darren Edge and Ha Trinh and Newman Cheng and
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Joshua Bradley and Alex Chao and Apurva Mody and
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Steven Truitt and Jonathan Larson},
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title = {From Local to Global: A Graph {RAG} Approach to
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Query-Focused Summarization},
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howpublished = {arXiv:2404.16130},
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year = {2024}
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}
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@article{robertson2009bm25,
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author = {Stephen Robertson and Hugo Zaragoza},
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title = {The Probabilistic Relevance Framework: {BM25} and Beyond},
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journal = {Foundations and Trends in Information Retrieval},
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volume = {3},
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number = {4},
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pages = {333--389},
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year = {2009}
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}
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% -- law
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@misc{gdpr,
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author = {{European Parliament and Council of the European Union}},
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title = {Regulation ({EU}) 2016/679 on the protection of natural
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persons with regard to the processing of personal data
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({General Data Protection Regulation}), Article 17},
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howpublished = {Official Journal of the European Union, L 119},
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year = {2016},
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note = {4 May 2016}
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}
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