docs: rewrite dataset card to 5-line federation (3 agent-design + 2 cross-cutting clusters)
Browse files
README.md
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- agent-knowledge-cycle
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- contemplative-ai
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- agent-accountability
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- ecosystem-index
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pretty_name: shimo4228 Research Program Hub — Knowledge Graph
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size_categories:
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# shimo4228 Research Program Hub — Knowledge Graph
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JSON-LD **federation index** linking the
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## What this dataset is
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Why the dataset name `research-program-hub` rather than `shimo4228` (the GitHub repo name): on Hugging Face, content is read primarily by its name, not by an account context. `research-program-hub` makes the dataset's role (federation index for a research program) legible at first glance, while the GitHub origin remains in the canonical-source link below.
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- **Primary canonical source**: <https://github.com/shimo4228/shimo4228>
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- **Sibling lines** (cited via DOI in the graph):
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- Agent
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- **License**: CC BY 4.0
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- **Hub-itself DOI**: none. The hub is a federation index; the citable artifacts are the
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## Files
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| File | Purpose |
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|---|---|
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| `graph.jsonld` | Canonical JSON-LD form (hand-curated). Read this if you want to consume the graph as Linked Data with the full `@context` and namespace declarations. |
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| `graph.jsonl` | Row-wise flattened version of the `@graph` array (
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The two files contain identical data. `graph.jsonl` is generated mechanically from `graph.jsonld` via:
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## What the graph encodes
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A federation index across
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- **
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- *
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- *
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## Why JSON-LD
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## Why a "hub" at all
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Each sibling line
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The federation pattern is the same as the role `schema.org` plays for the open web, or `SKOS` plays for thesauri: a hub vocabulary that other vocabularies declare alignment with.
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## Sibling datasets (on Hugging Face)
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| Sibling | Hugging Face dataset | Role |
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| Agent Knowledge Cycle | [Shimo4228/agent-knowledge-cycle](https://huggingface.co/datasets/Shimo4228/agent-knowledge-cycle) | Mechanism — six-phase bidirectional growth loop |
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| Contemplative Agent | [Shimo4228/contemplative-agent](https://huggingface.co/datasets/Shimo4228/contemplative-agent) | Reference implementation — four axioms + memory dynamics |
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| Agent Attribution Practice (AAP) | [Shimo4228/agent-attribution-practice](https://huggingface.co/datasets/Shimo4228/agent-attribution-practice) | Content — ADRs + Business AI Quadrants on accountability distribution |
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## Citation
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The hub itself is not a citable artifact. Cite the relevant sibling line(s) instead:
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```bibtex
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@software{shimomoto_akc_2026,
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author = {Shimomoto, Tatsuya},
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title = {Agent Knowledge Cycle (AKC)},
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doi = {10.5281/zenodo.19200726},
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url = {https://github.com/shimo4228/agent-knowledge-cycle}
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}
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@software{shimomoto_contemplative_2026,
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author = {Shimomoto, Tatsuya},
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title = {Contemplative Agent},
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doi = {10.5281/zenodo.19212118},
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url = {https://github.com/shimo4228/contemplative-agent}
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}
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@software{shimomoto_aap_2026,
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author = {Shimomoto, Tatsuya},
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title = {Agent Attribution Practice (AAP)},
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doi = {10.5281/zenodo.19652013},
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url = {https://github.com/shimo4228/agent-attribution-practice}
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}
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```
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- agent-knowledge-cycle
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- contemplative-ai
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- agent-accountability
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- authorship-strategy
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- attention-not-self
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- computational-phenomenology
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- ecosystem-index
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pretty_name: shimo4228 Research Program Hub — Knowledge Graph
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size_categories:
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# shimo4228 Research Program Hub — Knowledge Graph
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JSON-LD **federation index** linking the five sibling research lines of the shimo4228 research program — three agent-design lines (Agent Knowledge Cycle, Contemplative Agent, Agent Attribution Practice) and two cross-cutting lines (Authorship Strategy, Attention Not Self) — together with their ecosystem repositories.
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## What this dataset is
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Why the dataset name `research-program-hub` rather than `shimo4228` (the GitHub repo name): on Hugging Face, content is read primarily by its name, not by an account context. `research-program-hub` makes the dataset's role (federation index for a research program) legible at first glance, while the GitHub origin remains in the canonical-source link below.
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- **Primary canonical source**: <https://github.com/shimo4228/shimo4228>
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- **Sibling lines** (cited via concept DOI in the graph):
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- **Agent-design lines** (three):
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- Agent Knowledge Cycle (AKC): [10.5281/zenodo.19200726](https://doi.org/10.5281/zenodo.19200726)
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- Contemplative Agent: [10.5281/zenodo.19212118](https://doi.org/10.5281/zenodo.19212118)
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- Agent Attribution Practice (AAP): [10.5281/zenodo.19652013](https://doi.org/10.5281/zenodo.19652013)
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- **Cross-cutting lines** (two):
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- Authorship Strategy: [10.5281/zenodo.20263316](https://doi.org/10.5281/zenodo.20263316)
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- Attention, Not Self: [10.5281/zenodo.20262112](https://doi.org/10.5281/zenodo.20262112)
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- **License**: CC BY 4.0
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- **Hub-itself DOI**: none. The hub is a federation index; the citable artifacts are the five sibling DOIs above. Cite the relevant sibling rather than the hub.
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## Files
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| File | Purpose |
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|---|---|
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| `graph.jsonld` | Canonical JSON-LD form (hand-curated). Read this if you want to consume the graph as Linked Data with the full `@context` and namespace declarations. |
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| `graph.jsonl` | Row-wise flattened version of the `@graph` array (one per line). Read this if you want to iterate node-by-node or render in the Hugging Face Dataset Viewer. |
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The two files contain identical data. `graph.jsonl` is generated mechanically from `graph.jsonld` via:
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## What the graph encodes
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A federation index across five sibling research lines and their ecosystem repos:
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- **Five sibling research lines, in two clusters**:
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- *Agent-design cluster*: Agent Knowledge Cycle (mechanism — six-phase bidirectional growth loop), Contemplative Agent (reference implementation — four axioms + memory dynamics), Agent Attribution Practice (content — ADRs + Four Business AI Quadrants on accountability distribution).
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- *Cross-cutting cluster*: Authorship Strategy (normative framework + tactical catalog for AI-era authenticity inversion, with empirical grounding in the program's own operating ecosystem), Attention Not Self (Buddhist Abhidharma traditions mapped onto contemporary computational phenomenology — predictive processing, active inference, Global Workspace Theory, Parallel Distributed Processing).
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- Each line is encoded with concept DOI, sibling links, and a one-paragraph description.
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- **Ecosystem repositories**: component skills and supporting repos (the four `claude-skill-*` repos operationalizing the Authorship Strategy framework, the `contemplative-agent-rules` four-axiom values layer, the `agent-knowledge-cycle` ADR notebook, and others). Each links back to its parent sibling via `derivesFrom` or `siblingOf`.
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- **Sibling-not-dependency relationships at the schema level**: the graph schema deliberately has **no** `dependsOn` edge type. Sibling research lines are independent enough that none `depends on` another; they `sibling` each other. Any reader assuming a dependency tree across the five lines is reading wrong.
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- **Concept anchors**: shared concepts referenced across sibling lines (six-phase loop, three-layer structure, scaffold dissolution, prohibition-strength hierarchy, three-axis inversion, four-layer judgment stack, attention-as-precision-weighting, etc.) are encoded as concept nodes that any sibling can `definesConcept` independently.
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## Why JSON-LD
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## Why a "hub" at all
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Each sibling line is independently DOI-versioned and citable. The hub does not duplicate that content; it provides a **machine-readable navigation index** so that an LLM, after picking up any one sibling, can discover the other four without keyword search. Several siblings might end up consumed in isolation; the hub closes the loop.
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The federation pattern is the same as the role `schema.org` plays for the open web, or `SKOS` plays for thesauri: a hub vocabulary that other vocabularies declare alignment with.
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## Sibling datasets (on Hugging Face)
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| Sibling | Cluster | Hugging Face dataset | Role |
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|---|---|---|---|
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| Agent Knowledge Cycle | agent-design | [Shimo4228/agent-knowledge-cycle](https://huggingface.co/datasets/Shimo4228/agent-knowledge-cycle) | Mechanism — six-phase bidirectional growth loop |
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| Contemplative Agent | agent-design | [Shimo4228/contemplative-agent](https://huggingface.co/datasets/Shimo4228/contemplative-agent) | Reference implementation — four axioms + memory dynamics |
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| Agent Attribution Practice (AAP) | agent-design | [Shimo4228/agent-attribution-practice](https://huggingface.co/datasets/Shimo4228/agent-attribution-practice) | Content — ADRs + Business AI Quadrants on accountability distribution |
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| Authorship Strategy | cross-cutting | [Shimo4228/authorship-strategy](https://huggingface.co/datasets/Shimo4228/authorship-strategy) | Doctrine — three-axis inversion + four-layer judgment stack for AI-era authorship |
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| Attention, Not Self | cross-cutting | [Shimo4228/attention-not-self](https://huggingface.co/datasets/Shimo4228/attention-not-self) | Cross-tradition mapping — Buddhist Abhidharma meets computational phenomenology |
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## Citation
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The hub itself is not a citable artifact. Cite the relevant sibling line(s) instead. Use the **concept DOI** (which always resolves to the latest version) rather than a per-version DOI:
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```bibtex
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@software{shimomoto_akc_2026,
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author = {Shimomoto, Tatsuya},
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title = {Agent Knowledge Cycle (AKC)},
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doi = {10.5281/zenodo.19200726},
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url = {https://github.com/shimo4228/agent-knowledge-cycle},
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orcid = {0009-0002-6168-4162}
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}
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@software{shimomoto_contemplative_2026,
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author = {Shimomoto, Tatsuya},
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title = {Contemplative Agent},
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doi = {10.5281/zenodo.19212118},
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url = {https://github.com/shimo4228/contemplative-agent},
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orcid = {0009-0002-6168-4162}
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}
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@software{shimomoto_aap_2026,
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author = {Shimomoto, Tatsuya},
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title = {Agent Attribution Practice (AAP)},
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doi = {10.5281/zenodo.19652013},
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url = {https://github.com/shimo4228/agent-attribution-practice},
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orcid = {0009-0002-6168-4162}
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}
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@software{shimomoto_authorship_strategy_2026,
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author = {Shimomoto, Tatsuya},
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title = {Authorship Strategy: A Normative Framework and Tactical
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Catalog for AI-Era Authenticity Inversion, with
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Empirical Grounding from a Four-Repository Research
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Ecosystem},
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doi = {10.5281/zenodo.20263316},
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url = {https://github.com/shimo4228/authorship-strategy},
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orcid = {0009-0002-6168-4162}
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}
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@misc{shimomoto_attention_not_self_2026,
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author = {Shimomoto, Tatsuya},
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title = {Attention, Not Self: Buddhist Abhidharma Meets
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Computational Phenomenology},
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doi = {10.5281/zenodo.20262112},
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url = {https://github.com/shimo4228/attention-not-self},
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orcid = {0009-0002-6168-4162}
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}
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```
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