ResearchBenchmarksAcceleration Querying on CoP-QA-FAcceleration Querying on CoP-QA-FFollow93.56ACTalk2DM56.109665.832375.55585.2777Feb 12, 2026Evaluation resultsMethodMethodLinksACAQTalk2DMLLM Backbone=Gemma3:27BLLM Backbone=Gemma3:27B2026.0293.5691.95Talk2DMLLM Backbone=GPT-oss:20BLLM Backbone=GPT-oss:20B2026.0290.0588.36Talk2DMLLM Backbone=Deepseek-...LLM Backbone=Deepseek-r1:32B2026.0282.8381.31Talk2DMLLM Backbone=Qwen3:30BLLM Backbone=Qwen3:30B2026.0276.675.53Talk2DMLLM Backbone=Magistral...LLM Backbone=Magistral:24B2026.026650.7Talk2DMLLM Backbone=Llama3.1:8BLLM Backbone=Llama3.1:8B2026.0257.5554.53