data extraction

Structured Legal Summarisation of Constitutional Court Decisions from PDF Using Gemini 2.5 Pro

This post presents a structured application of the Gemini 2.5 Pro language model for the bilingual summarisation of selected Hungarian Constitutional Court decisions. Working exclusively from an official PDF file containing full-text rulings, the model was prompted to generate parallel summaries in Hungarian and UK English, along with a

Prompt-Based Disease Mention Extraction with DeepSeek-V3: A Biomedical NER Case Study on a Structured NCBI Test Set

Prompt-based methods are becoming increasingly relevant in biomedical text mining, offering flexible ways to perform tasks such as named entity recognition without explicit model training. In this case study, we assess the performance of DeepSeek-V3 on a structured disease mention extraction task using a curated subset of the NCBI Disease