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Paper Reading Quick Brief

Rapidly analyze an academic paper and output a structured quick-read brief for deep-read decisions. Use when users ask to review a full paper, summarize problem/method/findings, assess relevance to their own research, identify innovations and limitations, or recommend whether to read the paper in depth.

koen6666 estrellas

3 mar 2026

Ocupación
Categorías: Académico

Contenido de la habilidad

Goal

Read a full academic paper and produce a decision-oriented quick brief for research triage.

Workflow

Confirm required inputs before analysis.

Require: full paper content (PDF/text/markdown/notes).
Prefer: user's research direction, current topic, and what they care about most.
If research direction is missing, ask for it in one short question.

Analyze paper in this order.

Identify research problem and claimed gap.
Extract core method (model, data, experiment setup, evaluation protocol).
Extract key findings with evidence level (strong/moderate/weak).
Identify novelty claims and practical/theoretical contribution.
Identify limitations (data bias, external validity, missing baselines, weak ablation, reproducibility risks).

Assess relevance to user's research.

Use high when problem, method, and evaluation setting all overlap with user's direction.
Use when only partial overlap exists (for example same task but different data/method).

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Paper Reading Quick Brief

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Autor: koen666
estrellas: 6
Actualizado: 3 mar 2026
Ocupación

En esta página

medium

Use low when overlap is mainly background-level or tool-level.

Produce output strictly in the report structure below.

Output Structure

Use these exact sections and headings:

ExecutiveSummary
Use exactly 3 sentences: objective, method, main finding.
ResearchQuestion
State the concrete scientific question and target objective.
Methodology
List key methods/models/techniques as bullet points.
KeyFindings&Contributions
Summarize major conclusions and academic contributions.
RelevancetoMyResearch

Overall relevance: high / medium / low
Detailed match/mismatch analysis with user's research direction.

Innovations&Limitations
State major innovations and limitations/future improvements.
Recommendation
Decide whether deep reading is recommended, explain why, and specify priority sections to read first (for example method, experiments, discussion, appendix).

Quality Bar

Separate paper claims from your own inference.
Avoid generic praise; be evidence-based and specific.
Flag missing information explicitly instead of guessing.
Keep concise but complete; optimize for fast go/no-go reading decisions.

References

For a ready-to-fill scaffold, use references/report-template.md.

Workflow

03Output Structure

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Paper Reading Quick Brief | Skills Pool