Tariq is followed by @hendrik_meyer who presents an elegant pipeline incorporating human codebook construction, LLMs for small sample to save environmental, financial, and normative costs, and classification of the larger sample with SetFit (a framework leveraging transformers for prompt-free few-shot classification). Find this promising framework and the model that focuses on climate protests, here: https://huggingface.co/cbpuschmann/MiniLM-klimacoder_v0.1/blob/main/model_head.pkl