Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T16:18:24.314687Z
Paper Citation Record · LEDGER
As of 17 August 2026, this Paper Citation Record lists 91 of 91 outbound references and 0 inbound Pith citation observations for arXiv:2509.07122.
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 2026-08-15T16:18:24.314687Z
One-hop event checks from named stored sources.
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Pith citing papers itemized under the disclosed page cap.
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A source-named dated measurement, never combined with another source.
Source: cited_works
91 of 91 outbound references displayed
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Neuro-Symbolic Frameworks: Conceptual Characterization and Empirical Comparative Analysis Foundations of Databases: The Logical Level
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Neuro-Symbolic Frameworks: Conceptual Characterization and Empirical Comparative Analysis Symbol- LLM : Towards foundational symbol-centric interface for large language models
Reference 84
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Observation ede68b5b-7a01-4ff0-99a1-8c1748615294 · outbound
Neuro-Symbolic Frameworks: Conceptual Characterization and Empirical Comparative Analysis A semantic loss function for deep learning with symbolic knowledge
Reference 85
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Observation 9c062542-9f59-4fa3-8e25-5d42cb1bad15 · outbound
Neuro-Symbolic Frameworks: Conceptual Characterization and Empirical Comparative Analysis Faithful Logical Reasoning via Symbolic Chain-of-Thought
Reference 86
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Observation ea421a54-4d4c-4eea-a489-8f00359d0ea4 · outbound
Neuro-Symbolic Frameworks: Conceptual Characterization and Empirical Comparative Analysis Arithmetic reasoning with LLM : P rolog generation & permutation
Reference 87
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Observation 65a95235-c677-42b6-b72e-2851a942f54c · outbound
Neuro-Symbolic Frameworks: Conceptual Characterization and Empirical Comparative Analysis Exploring Large Language Models for Knowledge Graph Completion
Reference 88
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Observation 2c0e0bb3-684f-47f9-8c4b-d9a1fff88d4e · outbound
Neuro-Symbolic Frameworks: Conceptual Characterization and Empirical Comparative Analysis Tenenbaum
Reference 89
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Observation bcbebe9c-8d2b-4171-8ab0-db7fa9f61e8e · outbound
Neuro-Symbolic Frameworks: Conceptual Characterization and Empirical Comparative Analysis Improved Logical Reasoning of Language Models via Differentiable Symbolic Programming
Reference 90
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Observation eee25137-ffd0-4ac0-8523-04c81ccf8f57 · outbound
Neuro-Symbolic Frameworks: Conceptual Characterization and Empirical Comparative Analysis How Reliable are LLMs as Knowledge Bases? Re-thinking Facutality and Consistency
Reference 91
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No inbound Pith citation observations are available.