Scalable Qualitative Coding with LLMs: Chain-of-Thought Reasoning Matches Human Performance in Some Hermeneutic Tasks

26 January 2024

Papers citing "Scalable Qualitative Coding with LLMs: Chain-of-Thought Reasoning Matches Human Performance in Some Hermeneutic Tasks"

13 / 13 papers shown

Title
A Systematic Evaluation of LLM Strategies for Mental Health Text Analysis: Fine-tuning vs. Prompt Engineering vs. RAG Arshia Kermani Veronica Perez-Rosas Vangelis Metsis AI4MH 31 0 0 31 Mar 2025
Aristotle: Mastering Logical Reasoning with A Logic-Complete Decompose-Search-Resolve Framework Jundong Xu Hao Fei Meng Luo Qian Liu Liangming Pan William Yang Wang Preslav Nakov M. Lee W. Hsu LRM 71 1 0 22 Dec 2024
The Evolution of LLM Adoption in Industry Data Curation Practices Crystal Qian Michael Xieyang Liu Emily Reif Grady Simon Nada Hussein Nathan Clement James Wexler Carrie J. Cai Michael Terry Minsuk Kahng AILaw ELM 70 4 0 20 Dec 2024
Using Instruction-Tuned Large Language Models to Identify Indicators of Vulnerability in Police Incident Narratives Sam Relins Daniel Birks Charlie Lloyd 59 0 0 16 Dec 2024
Large Language Model for Qualitative Research -- A Systematic Mapping Study Cauã Ferreira Barros Bruna Borges Azevedo Valdemar Vicente Graciano Neto Mohamad Kassab Marcos Kalinowski Hugo Alexandre D. do Nascimento Michelle C. G. S. P. Bandeira LM&MA 72 0 0 18 Nov 2024
Large Language Models Know What To Say But Not When To Speak Muhammad Umair Vasanth Sarathy JP de Ruiter 16 2 0 21 Oct 2024
Faithful Logical Reasoning via Symbolic Chain-of-Thought Jundong Xu Hao Fei Liangming Pan Qian Liu M. Lee W. Hsu OffRL LRM LLMAG 14 46 0 28 May 2024
QuaLLM: An LLM-based Framework to Extract Quantitative Insights from Online Forums Varun Nagaraj Rao Eesha Agarwal Samantha Dalal D. Calacci Andrés Monroy-Hernández 17 6 0 08 May 2024
Self-Rewarding Language Models Weizhe Yuan Richard Yuanzhe Pang Kyunghyun Cho Xian Li Sainbayar Sukhbaatar Jing Xu Jason Weston ReLM SyDa ALM LRM 215 291 0 18 Jan 2024
Towards Reasoning in Large Language Models via Multi-Agent Peer Review Collaboration Zhenran Xu Senbao Shi Baotian Hu Jindi Yu Dongfang Li Min Zhang Yuxiang Wu LRM LLMAG ALM 47 19 0 14 Nov 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 197 2,953 0 22 Mar 2023
ReAct: Synergizing Reasoning and Acting in Language Models Shunyu Yao Jeffrey Zhao Dian Yu Nan Du Izhak Shafran Karthik Narasimhan Yuan Cao LLMAG ReLM LRM 208 2,413 0 06 Oct 2022
Text and Patterns: For Effective Chain of Thought, It Takes Two to Tango Aman Madaan Amir Yazdanbakhsh LRM 130 115 0 16 Sep 2022