Long-context / context-window extension
CoA
Superseded baseline#26 of 53 most-superseded
Superseded — cited as a baseline and beaten by newer methods
0 papers critique it · 2 beat it on benchmarks
Beaten on benchmarks
Head-to-head results where a newer method reports beating CoA. Values are copied from the source paper's tables — verify against the cited paper.
XpandA beats CoA
19.4 vs 2.3
suc · [GraphWalks Depth=8]
Long Context Scaling: Divide and Conquer via Multi-Agent Question-driven CollaborationGoA beats CoA
48.67 vs 38.54
Average F1 · [Llama 3.1 8B, 2K context]
Graph of Agents: Principled Long Context Modeling by Emergent Multi-Agent Collaboration
What to use instead
Recent methods in the same sub-problem, not yet superseded in the knowledge base — arXiv benchmark leaders, not vetted production recommendations.