ResearchBenchmarksSize Querying on CoP-QA-FSize Querying on CoP-QA-FFollow1AC ScoreTalk2DM0.9260560.9452530.964450.983647Feb 12, 2026Evaluation resultsMethodMethodLinksAC ScoreAQ ScoreTalk2DMLLM Backbone=GPT-oss:20BLLM Backbone=GPT-oss:20B2026.0210.9969Talk2DMLLM Backbone=Gemma3:27BLLM Backbone=Gemma3:27B2026.0210.9372Talk2DMLLM Backbone=Llama3.1:8BLLM Backbone=Llama3.1:8B2026.0210.8724Talk2DMLLM Backbone=Magistral...LLM Backbone=Magistral:24B2026.020.98950.7238Talk2DMLLM Backbone=Qwen3:30BLLM Backbone=Qwen3:30B2026.020.98850.9885Talk2DMLLM Backbone=Deepseek-...LLM Backbone=Deepseek-r1:32B2026.020.92890.9188