What is Benchmark?Benchmark kya hai?

🧸 Think of it likeAise samjho

Like a board exam: every student gets the same paper, so the scores can be compared fairly.Board exam jaisa: har student ko same paper milta hai, isliye scores ko fairly compare kar sakte hain.

📘 ExplainedVistaar se

Public benchmarks (for maths, coding, reasoning, retrieval) let teams compare models on the same questions. They're useful but limited: models can be tuned to them, and a high public score doesn't guarantee good results on your task. For products, build your own eval set from real cases.Public benchmarks (maths, coding, reasoning, retrieval ke liye) teams ko same sawaalon pe models compare karne dete hain. Kaam ke hain par seemit: models unke liye tune ho sakte hain, aur ooncha public score aapke task pe acche results ki guarantee nahi. Products ke liye asli cases se apna eval set banao.

💡 Real exampleAsli example

Comparing two embedding models on the same retrieval benchmark before choosing one.Ek chunne se pehle do embedding models ko same retrieval benchmark pe compare karna.

📖 Learn it step by stepStep by step seekho

• Evaluating AI: how to know it actually worksAI ko evaluate karna: kaise pata chale ki sach mein kaam karta hai
• Reading and reproducing research papersResearch papers padhna aur reproduce karna

🔗 Related termsJude hue shabd

• EvalsA repeatable set of test cases and scoring rules that measures whether an AI system works well.Test cases aur scoring rules ka dohraaya ja sakne wala set jo naapta hai AI system acche se kaam karta hai ya nahi.
• Test setData kept aside until the very end to get an honest measure of how a model performs on new data.Data jo bilkul aakhir tak alag rakha jaata hai taaki pata chale model naye data pe sach mein kaisa karta hai.