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Question Answering on ESGenius

86.88AccuracyMOCA-AGENT
22.795239.432656.0772.7074Jun 10, 2026
Updated 4mo ago

Evaluation results

MethodLinks
MOCA-AGENTSize=27B, IT (Instruction-tuned)=no, Reasoning-focused=no, RAG setting=true2026.0686.88
Gemma-3Size=12B, IT (Instruction-tuned)=no, Reasoning-focused=yes, RAG setting=true2026.0683.8
Gemma-3Size=27B, IT (Instruction-tuned)=no, Reasoning-focused=yes, RAG setting=true2026.0683.36
Qwen2.5Size=72B, IT (Instruction-tuned)=no, Reasoning-focused=yes, RAG setting=true2026.0682.57
Qwen2.5Size=32B, IT (Instruction-tuned)=no, Reasoning-focused=yes, RAG setting=true2026.0682.47
Qwen2.5Size=14B, IT (Instruction-tuned)=no, Reasoning-focused=no, RAG setting=true2026.0682.31
R1-Distill-LlamaSize=70B, IT (Instruction-tuned)=no, Reasoning-focused=yes, RAG setting=true2026.0681.7
R1-Distill-QwenSize=32B, IT (Instruction-tuned)=no, Reasoning-focused=yes, RAG setting=true2026.0681.43
Qwen2.5Size=32B, IT (Instruction-tuned)=no, Reasoning-focused=no, RAG setting=true2026.0680.81
Qwen2.5Size=7B, IT (Instruction-tuned)=no, Reasoning-focused=no, RAG setting=true2026.0680.55
R1-Distill-QwenSize=14B, IT (Instruction-tuned)=no, Reasoning-focused=yes, RAG setting=true2026.0680.46
Llama-3.1Size=8B, IT (Instruction-tuned)=no, Reasoning-focused=yes, RAG setting=true2026.0679.93
Qwen2.5Size=7B, IT (Instruction-tuned)=no, Reasoning-focused=yes, RAG setting=true2026.0679.67
Qwen3Size=4B, IT (Instruction-tuned)=no, Reasoning-focused=no, RAG setting=true2026.0679.05
Llama-3.3Size=70B, IT (Instruction-tuned)=no, Reasoning-focused=yes, RAG setting=true2026.0678.87
Llama-3.1Size=8B, IT (Instruction-tuned)=no, Reasoning-focused=no, RAG setting=true2026.0676.5
Qwen2.5Size=3B, IT (Instruction-tuned)=no, Reasoning-focused=no, RAG setting=true2026.0676.32
QwQSize=32B, IT (Instruction-tuned)=no, Reasoning-focused=yes, RAG setting=true2026.0676.14
Gemma-3Size=4B, IT (Instruction-tuned)=no, Reasoning-focused=yes, RAG setting=true2026.0675.18
Llama-3Size=8B, IT (Instruction-tuned)=no, Reasoning-focused=no, RAG setting=true2026.0673.24
Llama-3.2Size=3B, IT (Instruction-tuned)=no, Reasoning-focused=yes, RAG setting=true2026.0672.18
Qwen2.5Size=72B, IT (Instruction-tuned)=no, Reasoning-focused=no, RAG setting=true2026.0672.01
Qwen2.5Size=1.5B, IT (Instruction-tuned)=no, Reasoning-focused=yes, RAG setting=true2026.0669.72
Qwen3Size=1.7B, IT (Instruction-tuned)=no, Reasoning-focused=no, RAG setting=true2026.0669.37
Qwen2.5Size=1.5B, IT (Instruction-tuned)=no, Reasoning-focused=no, RAG setting=true2026.0669.28
Gemma-3Size=4B, IT (Instruction-tuned)=no, Reasoning-focused=no, RAG setting=true2026.0668.6
Gemma-3Size=12B, IT (Instruction-tuned)=no, Reasoning-focused=no, RAG setting=true2026.0668.57
Llama-3.2Size=3B, IT (Instruction-tuned)=no, Reasoning-focused=no, RAG setting=true2026.0668.31
Qwen3Size=8B, IT (Instruction-tuned)=no, Reasoning-focused=no, RAG setting=true2026.0667.08
R1-Distill-QwenSize=7B, IT (Instruction-tuned)=no, Reasoning-focused=yes, RAG setting=true2026.0665.05
Llama-3.2Size=1B, IT (Instruction-tuned)=no, Reasoning-focused=yes, RAG setting=true2026.0664.52
R1-Distill-LlamaSize=8B, IT (Instruction-tuned)=no, Reasoning-focused=yes, RAG setting=true2026.0662.5
Gemma-3Size=1B, IT (Instruction-tuned)=no, Reasoning-focused=yes, RAG setting=true2026.0659.77
Qwen2.5Size=0.5B, IT (Instruction-tuned)=no, Reasoning-focused=no, RAG setting=true2026.0653.96
Gemma-3Size=27B, IT (Instruction-tuned)=no, Reasoning-focused=no, RAG setting=true2026.0652.29
R1-Distill-QwenSize=1.5B, IT (Instruction-tuned)=no, Reasoning-focused=yes, RAG setting=true2026.0643.05
Llama-3.2Size=1B, IT (Instruction-tuned)=no, Reasoning-focused=no, RAG setting=true2026.0636.8
Gemma-3Size=1B, IT (Instruction-tuned)=no, Reasoning-focused=no, RAG setting=true2026.0625.26