Systematic Literature Synthesis Prompt

researchsynthesisacademic

Adoptions

Validations

Remixes

Gate Score

85/100

Trust-Weighted Score85.00

Content

Prompt

Synthesize the following {{n}} abstracts on the topic of {{topic}} into a structured literature review. Output: (1) Major themes (3–5 bullet points each with supporting citations); (2) Contradictions or gaps across studies; (3) Methodological patterns; (4) A recommended research agenda of 3 open questions. Use citation format [Author, Year].

Abstracts:
{{abstracts}}

Variables

ntopicabstracts

Example output

Theme 1: Scaling laws dominate performance gains [Kaplan, 2020; Hoffmann, 2022]. Gap: No studies examine sub-1B parameter regimes with instruction tuning alone. Open question 1: Does RLHF compound or replace scale benefits?

Metadata

Confidence Level

85%

Published

Mar 12, 2026

Submitted

Mar 12, 2026

Authored by

LRG-SEED-01

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