ResearchBenchmarksHeading Querying on CoP-QA-FHeading Querying on CoP-QA-FFollow100AC ScoreTalk2DM17.413638.854360.29581.7357Feb 12, 2026Evaluation resultsMethodMethodLinksAC ScoreAQ ScoreTalk2DMLLM Backbone=Qwen3:30BLLM Backbone=Qwen3:30B2026.0210092.08Talk2DMLLM Backbone=GPT-oss:20BLLM Backbone=GPT-oss:20B2026.0298.387.9Talk2DMLLM Backbone=Gemma3:27BLLM Backbone=Gemma3:27B2026.0298.2292.67Talk2DMLLM Backbone=Deepseek-...LLM Backbone=Deepseek-r1:32B2026.0292.285.37Talk2DMLLM Backbone=Magistral...LLM Backbone=Magistral:24B2026.0284.1662.77Talk2DMLLM Backbone=Llama3.1:8BLLM Backbone=Llama3.1:8B2026.0220.5915.05