From Qualitative Text to Integrated Evidence: The Parallel-Then-Integrated (PTI) Procedure

cs.CL

Submitted: 2026-10-13

Updated: 2026-10-13

Comments: 23 pages, 1 figure, 7 tables. Code available at https://github.com/Elyasirankhah/PTI

Code: https://github.com/Elyasirankhah/PTI

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Sources

• TAB-PO: Preference Optimization with a Token-Level Adaptive Barrier for Token-Critical Structured Generation
• Theme and Topic: How Qualitative Research and Topic Modeling Can Be Brought Together
• Machine-assisted quantitizing designs: augmenting humanities and social sciences with artificial intelligence
• Redefining Qualitative Analysis in the AI Era: Utilizing ChatGPT for Efficient Thematic Analysis

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