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Multi-agent software engineering coordination on SWE-bench distinct-shard topology

34.2CF (median)AutoGen
-1.236967.9630217.16326.36298May 16, 2026

Evaluation results

MethodLinks
AutoGenN=16, Backbone=GPT-4o-mini, n=82, Topology=distinct-shard (SCR = 0)2026.0534.290.2
AutoGenN=8, Backbone=GPT-4o-mini, n=88, Topology=distinct-shard (SCR = 0)2026.0530.688.6
AutoGenN=4, Backbone=GPT-4o-mini, n=83, Topology=distinct-shard (SCR = 0)2026.0528.188
CrewAIN=8, Backbone=GPT-4o-mini, n=102, Topology=distinct-shard (SCR = 0)2026.059.8141.2
CrewAIN=16, Backbone=GPT-4o-mini, n=101, Topology=distinct-shard (SCR = 0)2026.059.3141.6
CrewAIN=4, Backbone=GPT-4o-mini, n=103, Topology=distinct-shard (SCR = 0)2026.059.1839.8
LangGraphN=16, Backbone=GPT-4o-mini, n=132, Topology=distinct-shard (SCR = 0)2026.057.8882.6
LangGraphN=8, Backbone=GPT-4o-mini, n=133, Topology=distinct-shard (SCR = 0)2026.056.7975.9
LangGraphN=4, Backbone=GPT-4o-mini, n=137, Topology=distinct-shard (SCR = 0)2026.056.1870.1
S-BUSN=4, Backbone=GPT-4o-mini, n=138, Topology=distinct-shard (SCR = 0)2026.050.13573.9
S-BUSN=8, Backbone=GPT-4o-mini, n=133, Topology=distinct-shard (SCR = 0)2026.050.13371.4
S-BUSN=16, Backbone=GPT-4o-mini, n=132, Topology=distinct-shard (SCR = 0)2026.050.12670.5