ResearchBenchmarksQuestion Answering on SQuAD (Context Relevance, Coherence, Compression)Follow74.3Context RelevanceQ-KVComm70.55671.52872.573.472Nov 27, 2025Evaluation ResultsMethodMethodLinksContext RelevanceCoherenceCompression Ratio (x)Memory Saved (MB)Q-KVCommBits=8-bitBits=8-bit2025.1174.394.35.061,858.8Q-KVCommBits=6-bitBits=6-bit2025.1172.793.55.681,928Q-KVCommBits=4-bitBits=4-bit2025.1170.792.56.931,997.2