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ResearchFormerly WizWand

Knowledge-to-action Question Answering on 50 knowledge-to-action questions

4.37Overall ScoreText-chunk RAG
3.65243.83874.0254.2113Oct 7, 2025
Updated 7mo ago

Evaluation results

MethodLinks
Text-chunk RAGModel=phi-4, Evaluator=Llama-3.3-it2025.104.37
Vanilla LLMModel=phi-4, Evaluator=Llama-3.3-it2025.104.24
KEOModel=phi-4, Evaluator=Llama-3.3-it2025.104.18
Text-chunk RAGModel=phi-4, Evaluator=GPT-4o2025.104.17
Vanilla LLMModel=phi-4, Evaluator=GPT-4o2025.104.01
Text-chunk RAGModel=mistral-nemo-it, Evaluator=Llama-3.3-it2025.104
KEOModel=phi-4, Evaluator=GPT-4o2025.103.96
Text-chunk RAGModel=gemma-3-it, Evaluator=Llama-3.3-it2025.103.96
KEOModel=gemma-3-it, Evaluator=Llama-3.3-it2025.103.93
Vanilla LLMModel=gemma-3-it, Evaluator=Llama-3.3-it2025.103.9
KEOModel=gemma-3-it, Evaluator=GPT-4o2025.103.86
Text-chunk RAGModel=gemma-3-it, Evaluator=GPT-4o2025.103.84
KEOModel=mistral-nemo-it, Evaluator=Llama-3.3-it2025.103.8
Vanilla LLMModel=mistral-nemo-it, Evaluator=Llama-3.3-it2025.103.78
Vanilla LLMModel=gemma-3-it, Evaluator=GPT-4o2025.103.75
Text-chunk RAGModel=mistral-nemo-it, Evaluator=GPT-4o2025.103.72
Vanilla LLMModel=mistral-nemo-it, Evaluator=GPT-4o2025.103.7
KEOModel=mistral-nemo-it, Evaluator=GPT-4o2025.103.68