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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.
Passed 20 of 21 test cases with the skill, and 15 of 21 without it.
and 2 more in the full report
5 fixed16 passed either way1 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 4 test cases the skill fixed. Same model, same prompt, with and without the skill.
When analyzing papers using the paper-search SOP, what specific tool call must be executed for every paper under evaluation?
| Checked | Without skill | With skill |
|---|---|---|
| Require calling get_paper_content for every analyzed paper. | Missed | Passed |
The instructions your model reads when the skill loads.
Expand paper coverage by tracing citation networks in both directions.
paper-overview (import) — quick scan of discovered paperspaper-search (import) — AI summary of promising paperspaper-research (import) — deep reading of key paperssaturation-detection (subagent) — determine when to stopOptional, no fixed order; the final leaf is always a sop.
| SOP | When to use |
|---|---|
| knowledge-acquisition-paper-overview | Abstract-level paper scanning for broad coverage. Import of literature-engine/literature-overview skill. Abstract-level only — no methodology conclusions from abstracts. |
| knowledge-acquisition-paper-research | Full-depth paper reading with raw text extraction. Import of literature-engine/literature-research skill. Must read fullText (true) — equations, hyperparameters, specific claims extracted. |
| knowledge-acquisition-paper-search | AI-summarized paper reading for intermediate depth. Import of literature-engine/literature-search skill. Must call get_paper_content for every analyzed paper. |
| knowledge-acquisition-saturation-detection | 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. |
test cases passed, vs 15 / 21 without
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