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engineerkong/RL4LLM-Finetuning-SLR: RL4LLM Fine-Tuning SLR: Structured Extraction Dataset (Publications 2022–September 2025)

Authors: lingxiao-kong;

engineerkong/RL4LLM-Finetuning-SLR: RL4LLM Fine-Tuning SLR: Structured Extraction Dataset (Publications 2022–September 2025)

Abstract

This release contains the structured data extraction sheets compiled during the systematic literature review of 230 peer-reviewed publications on Reinforcement Learning for Large Language Model (RL4LLM) fine-tuning, covering the period from 2022 to September 2025. The extraction was conducted following PRISMA guidelines and a hybrid human–LLM methodology.

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    selected citations
    These citations are derived from selected sources.
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    0
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Average
Powered by OpenAIRE graph
Found an issue? Give us feedback
selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average