PolitNuggets: Ground Truth for Political Elite Biographies from LLM Research

Replication artifacts for a paper on LLM-based extraction of political-elite biographies. The dataset includes a Consolidated Ground Truth table for 398 entities, produced by a synthesis pipeline that deduplicates entries. It was created by author frankyifei and last updated on 2026-05-18.

Use Cases

• Benchmarking LLM-based information extraction systems based on the described ground truth data for 398 entities.
• Training models for political biography generation based on the structured ground truth artifacts.
• Studying entity deduplication and data synthesis techniques based on the described pipeline methodology.
• Analyzing the characteristics of political elites based on the consolidated biographical information.

Strengths

• Consolidated Ground Truth table contains data for 398 distinct political entities.
• Data is produced by a described synthesis pipeline that handles near-duplicate entries.

Limitations

• Column-level documentation is absent; field semantics must be inferred after download.
• Row count and file size are unknown, which may limit suitability assessment.
• Description metadata is limited; actual data quality requires manual inspection after download.

Provenance

Source

huggingface

Collection Method

Created as replication artifacts for a research paper on LLM-based extraction; includes a ground truth synthesis pipeline.

Freshness

Last updated 2026-05-18 20:26:44; freshness should be verified.