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ResearchFormerly WizWand

Question Answering on Dynamic Event Benchmark Historical

63.96Exact Match AccuracyChronosGPT-4o
4.00419.569535.13550.7005Apr 6, 2026
Updated 6mo ago

Evaluation results

MethodLinks
ChronosGPT-4oBackbone=GPT-4o, Method Paradigm=Chronos (Ours)2026.0463.96
GPT-4oBackbone=GPT-4o, Method Paradigm=Direct Generation2026.0461.26
ChronosClaudeBackbone=Claude, Method Paradigm=Chronos (Ours)2026.0457.66
ClaudeBackbone=Claude, Method Paradigm=Direct Generation2026.0455.86
ChronosLLaMA-3.1Backbone=LLaMA-3.1, Method Paradigm=Chronos (Ours)2026.0450.45
WISELLaMA-3.1Backbone=LLaMA-3.1, Method Paradigm=Parametric Updating Methods2026.0446.85
LLaMA-3.1Backbone=LLaMA-3.1, Method Paradigm=Direct Generation2026.0445.95
LoRA FTLLaMA-3.1Backbone=LLaMA-3.1, Method Paradigm=Parametric Updating Methods2026.0435.14
Vanilla RAGClaudeBackbone=Claude, Method Paradigm=Retrieval-based Methods2026.0427.03
MEMITLLaMA-3.1Backbone=LLaMA-3.1, Method Paradigm=Parametric Updating Methods2026.0425.23
ReAct RAGClaudeBackbone=Claude, Method Paradigm=Retrieval-based Methods2026.0418.92
ROMELLaMA-3.1Backbone=LLaMA-3.1, Method Paradigm=Parametric Updating Methods2026.0410.81
Vanilla RAGLLaMA-3.1Backbone=LLaMA-3.1, Method Paradigm=Retrieval-based Methods2026.0410.81
Vanilla RAGGPT-4oBackbone=GPT-4o, Method Paradigm=Retrieval-based Methods2026.049.91
ReAct RAGGPT-4oBackbone=GPT-4o, Method Paradigm=Retrieval-based Methods2026.047.21
ReAct RAGLLaMA-3.1Backbone=LLaMA-3.1, Method Paradigm=Retrieval-based Methods2026.046.31