KinyaMed: Seeds, Not Rows -- What a Corpus Requirement Written in the Wrong Unit Fails to Constrain

arXiv:2609.32234 · cs.CL · Submitted 2026-09-26 · Read on arXiv

cs.CL

Submitted: 2026-09-26

Updated: 2026-09-26

Code: https://github.com/mariusbayizere/healthguard-ai

Terminology

• Provenance — 16× in this paper · explained in 4 episodes
• Accuracy — 7× in this paper · explained in 1 episode
• Degeneracy — 7× in this paper · explained in 3 episodes
• Calibration — 6× in this paper · explained in 7 episodes
• Failure Modes — 6× in this paper · explained in 3 episodes
• Core — 4× in this paper · explained in 2 episodes
• Lexical Diversity — 3× in this paper · explained in 2 episodes
• Verification — 3× in this paper · explained in 2 episodes
• Transformer — 2× in this paper · explained in 2 episodes
• Aggregation — 1× in this paper · explained in 1 episode
• Benchmarking — 1× in this paper · explained in 3 episodes
• Clustering — 1× in this paper · explained in 2 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• F1 Score — 1× in this paper · explained in 3 episodes
• Fine-Tuning — 1× in this paper · explained in 5 episodes
• Trace — 1× in this paper · explained in 2 episodes
• Transfer Learning — 1× in this paper · explained in 10 episodes
• WHO Emergency Triage Assessment and Treatment — 1× in this paper

Sources

• AfriqueLLM: How Data Mixing and Model Architecture Impact Continued Pre-training for African Languages

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