LLM text evaluation complement for Arabic ASR pipeline post-processing

#3
by vigneshwar234 - opened

Hi ELM Research Center team πŸ‘‹

Universal Arabic ASR evaluation is important work. For teams building Arabic ASR pipelines with LLM post-processing (diacritization, summarization, QA), I built an evaluation framework for the LLM layer.

LLM Evaluation Framework covers the text generation component:

β†’ πŸ” Hallucination Rate β€” LLMs processing Arabic ASR output can hallucinate when transcription is unclear
β†’ 🎯 Accuracy β€” text task accuracy on Arabic content
β†’ πŸ’° Cost per 1K tokens β€” Arabic text processing at scale, cost planning
β†’ ⚑ Latency p95 β€” real-time Arabic speech + LLM pipeline latency budget
β†’ 🧠 Reasoning Quality β€” for summarization and explanation tasks

Live demo: https://huggingface.co/spaces/vigneshwar234/llm-eval-demo
GitHub: https://github.com/vignesh2027/LLM-Evaluation-Framework

Would love to discuss Arabic ASR + LLM pipeline evaluation!

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