ResearchBenchmarksQuestion Answering on HotpotQA (Relevance, Coherence, Compression)Question Answering on HotpotQA (Relevance, Coherence, Compression)Follow40.2Context Relevance ScoreQ-KVComm3536.3537.739.05Nov 27, 2025Evaluation resultsMethodMethodLinksContext Relevance ScoreCoherence ScoreCompression Ratio (×)Saved Size (MB)Q-KVCommBits=8-bitBits=8-bit2025.1140.279.75.074,870.6Q-KVCommBits=6-bitBits=6-bit2025.1139.278.25.695,052Q-KVCommBits=4-bitBits=4-bit2025.1135.277.76.935,233.4