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citation-chaining

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Mis à jour16 mai 2026 à 08:14

Forward and backward citation tracing tactic — expand paper coverage by tracing citation networks in both directions from seed/key papers. Alternates forward (who cited this) and backward (what this cited) passes until saturation.

Installation

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Source

yogsoth-ai

yogsoth-ai/literature-survey

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Métiers associésSOC

Basé sur la classification professionnelle SOC

Enseignants en informatique, postsecondaireEnseignement et bibliothèques·SOC 25-1021

SKILL.md

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name	citation-chaining
description	Forward and backward citation tracing tactic — expand paper coverage by tracing citation networks in both directions from seed/key papers. Alternates forward (who cited this) and backward (what this cited) passes until saturation.
execution	tactic
used-by	systematic-survey, snowball

Citation Chaining

Expand paper coverage by tracing citation networks in both directions.

Operations

Backward chaining: ss_references — what does this paper cite?
Forward chaining: ss_citations — what cites this paper?

Available SOPs

paper-overview (import) — quick scan of discovered papers
paper-search (import) — AI summary of promising papers
paper-research (import) — deep reading of key papers
saturation-detection (subagent) — determine when to stop

Execution Guidance

Start from seed/key papers
Alternate forward and backward passes
After each pass: filter by relevance, add to reading queue
Use saturation-detection to stop when new papers aren't adding information
Track the chain: paper A → cites B → cites C (provenance)
Deduplicate across passes — same paper may appear in multiple chains

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saturation-detection

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Determine when additional searching yields diminishing returns. Analyzes the latest expansion batch against existing corpus to judge continue/near-saturation/saturated. Used by snowball and systematic-survey.

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name	citation-chaining
description	Forward and backward citation tracing tactic — expand paper coverage by tracing citation networks in both directions from seed/key papers. Alternates forward (who cited this) and backward (what this cited) passes until saturation.
execution	tactic
used-by	systematic-survey, snowball

Citation Chaining

Expand paper coverage by tracing citation networks in both directions.

Operations

Backward chaining: ss_references — what does this paper cite?
Forward chaining: ss_citations — what cites this paper?

Available SOPs

paper-overview (import) — quick scan of discovered papers
paper-search (import) — AI summary of promising papers
paper-research (import) — deep reading of key papers
saturation-detection (subagent) — determine when to stop

Execution Guidance

Start from seed/key papers
Alternate forward and backward passes
After each pass: filter by relevance, add to reading queue
Use saturation-detection to stop when new papers aren't adding information
Track the chain: paper A → cites B → cites C (provenance)
Deduplicate across passes — same paper may appear in multiple chains