Evaluation is all you need. Prompting Generative Large Language Models for Annotation Tasks in the Social Sciences. A Primer using Open Models

30 December 2023

Papers citing "Evaluation is all you need. Prompting Generative Large Language Models for Annotation Tasks in the Social Sciences. A Primer using Open Models"

5 / 5 papers shown

Title
Prompt Selection Matters: Enhancing Text Annotations for Social Sciences with Large Language Models Louis Abraham Charles Arnal Antoine Marie 41 1 0 15 Jul 2024
The Parrot Dilemma: Human-Labeled vs. LLM-augmented Data in Classification Tasks Anders Giovanni Møller Jacob Aarup Dalsgaard Arianna Pera L. Aiello 61 33 0 26 Apr 2023
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 291 2,712 0 24 May 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 297 3,163 0 21 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 315 8,261 0 28 Jan 2022