Cross-Family Speculative Prefill: Training-Free Long-Context Compression with Small Draft Models. - Shubhangi Upasani; Ravi Shanker Raju; Bo Li 005; Mengmeng Ji; John Long; Chen Wu; Urmish Thakker; Guangtao Wang (CoRR, 2026)