ResearchBenchmarksDistance Querying on CoP-QA-FDistance Querying on CoP-QA-FFollow1ACTalk2DM0.9054640.9300070.954550.979093Feb 12, 2026Evaluation resultsMethodMethodLinksACAQTalk2DMLLM Backbone=Qwen3:30BLLM Backbone=Qwen3:30B2026.0211Talk2DMLLM Backbone=GPT-oss:20BLLM Backbone=GPT-oss:20B2026.0210.9903Talk2DMLLM Backbone=Gemma3:27BLLM Backbone=Gemma3:27B2026.0210.9823Talk2DMLLM Backbone=Magistral...LLM Backbone=Magistral:24B2026.020.96230.7428Talk2DMLLM Backbone=Deepseek-...LLM Backbone=Deepseek-r1:32B2026.020.91710.9061Talk2DMLLM Backbone=Llama3.1:8BLLM Backbone=Llama3.1:8B2026.020.90910.8226