A benchmark is the market index a fund measures itself against - for example a large-cap fund vs the Nifty 50. SEBI requires every scheme to declare one.
Beating the benchmark (after costs) = genuine outperformance; trailing it consistently means an index fund might serve you better. Always compare a fund to the right benchmark for its category.