A Benchmark Framework for Screening Automation in Systematic Reviews

arXiv:2609.30298 · cs.CL · Submitted 2026-09-16 · Read on arXiv

cs.CL

Submitted: 2026-09-16

Updated: 2026-09-28

Terminology

Benchmark — 33× in this paper · explained in 2 episodes
Accuracy — 12× in this paper · explained in 1 episode
F1 Score — 7× in this paper · explained in 3 episodes
Ablation — 3× in this paper · explained in 1 episode
Benchmarking — 3× in this paper · explained in 3 episodes
Consistency — 3× in this paper · explained in 3 episodes
Generalizability — 3× in this paper · explained in 6 episodes
Prompt Engineering — 3× in this paper · explained in 4 episodes
Large Language Models (LLMs) — 2× in this paper · explained in 6 episodes
Ablation Studies — 1× in this paper · explained in 1 episode
Calibration — 1× in this paper · explained in 7 episodes
Generative Model — 1× in this paper · explained in 2 episodes
Generative Models — 1× in this paper · explained in 2 episodes
Human-in-the-Loop — 1× in this paper · explained in 3 episodes
Large Language Model (LLM) — 1× in this paper · explained in 3 episodes
MSR28 Use of Large Language Model — 1× in this paper
Matthews Correlation Coefficient — 1× in this paper
Modular Architecture — 1× in this paper · explained in 4 episodes
Reinforcement Learning — 1× in this paper · explained in 4 episodes

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