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ResearchFormerly WizWand

Long-form Factuality on FActScore

59.3FActScoreKLCF-zero
21.319231.179641.0450.9004Sep 28, 2025Nov 12, 2025Dec 27, 2025Feb 10, 2026Mar 27, 2026May 11, 2026Jun 25, 2026
Updated 4mo ago

Evaluation results

MethodLinks
KLCF-zeroBackbone=Qwen2.5-32B, Setting=zero-shot2025.0959.3
KARLAModel=Qwen 4B, Setup=KARLA2026.0658.9
1-hop graph RAGModel=Qwen 8B, Setup=1-hop graph RAG2026.0658.2
KARLAModel=Qwen 8B, Setup=KARLA2026.0657.3
1-hop graph RAGModel=Qwen 4B, Setup=1-hop graph RAG2026.0656.8
1-hop graph RAGModel=Qwen 1.7B, Setup=1-hop graph RAG2026.0655.5
KLCF-zeroBackbone=Qwen2.5-7B, Setting=zero-shot2025.0955
KARLAModel=Qwen 1.7B, Setup=KARLA2026.0653.7
1-hop graph RAGModel=Qwen 0.6B, Setup=1-hop graph RAG2026.0653.1
KARLAModel=Qwen 0.6B, Setup=KARLA2026.0653
CoVeBackbone=Qwen2.5-32B2025.0945.9
CoVeBackbone=Qwen2.5-7B2025.0940.1
BaseBackbone=Qwen2.5-32B, Setting=10-shot prompting2025.0940
KARLA-no-descModel=Qwen 4B, Setup=KARLA-no-desc2026.0639.07
KARLA-no-descModel=Qwen 8B, Setup=KARLA-no-desc2026.0638.72
BaseBackbone=Qwen2.5-7B, Setting=10-shot prompting2025.0936.6
KARLA-empty-KBModel=Qwen 8B, Setup=KARLA-empty-KB2026.0635.9
KARLA-empty-KBModel=Qwen 4B, Setup=KARLA-empty-KB2026.0633.8
KARLA-no-descModel=Qwen 1.7B, Setup=KARLA-no-desc2026.0633.75
Tool-schema promptModel=Qwen 8B, Setup=Tool-schema prompt2026.0632.2
LMLMModel=GPT2-774M, Setup=LMLM2026.0631.9
Tool-schema promptModel=Qwen 4B, Setup=Tool-schema prompt2026.0630
KARLA-empty-KBModel=Qwen 1.7B, Setup=KARLA-empty-KB2026.0629.1
Tool-schema promptModel=Qwen 1.7B, Setup=Tool-schema prompt2026.0629
Base LMModel=Qwen 8B, Setup=Base LM2026.0626.4
KARLA-no-descModel=Qwen 0.6B, Setup=KARLA-no-desc2026.0624.54
Tool-schema promptModel=Qwen 0.6B, Setup=Tool-schema prompt2026.0624.4
Base LMModel=Qwen 4B, Setup=Base LM2026.0624.16
LMLMModel=LLAMA2-382M, Setup=LMLM2026.0623.9
Base LMModel=Qwen 1.7B, Setup=Base LM2026.0623.71
KARLA-empty-KBModel=Qwen 0.6B, Setup=KARLA-empty-KB2026.0623.2
Base LMModel=Qwen 0.6B, Setup=Base LM2026.0622.78