RepoMAS: Solving Progressively Specified Tasks with Issue-Driven Multi-Agent Systems

arXiv:2609.32490 · cs.AI · Submitted 2026-09-26 · Read on arXiv

cs.AI

Submitted: 2026-09-26

Updated: 2026-09-26

Terminology

• Benchmark — 45× in this paper · explained in 2 episodes
• Multi-Agent System — 15× in this paper · explained in 5 episodes
• Verification — 10× in this paper · explained in 2 episodes
• Multi-agent Collaboration — 4× in this paper · explained in 2 episodes
• Multi-Agent Framework — 3× in this paper · explained in 3 episodes
• Verifier — 3× in this paper · explained in 2 episodes
• Ablation — 2× in this paper · explained in 1 episode
• Ablation study — 2× in this paper · explained in 1 episode
• Agent Architectures — 2× in this paper · explained in 1 episode
• Robustness — 2× in this paper · explained in 5 episodes
• Adam — 1× in this paper · explained in 2 episodes
• Adaptation — 1× in this paper · explained in 1 episode
• Agentic Reasoning — 1× in this paper · explained in 1 episode
• Aggregation — 1× in this paper · explained in 1 episode
• Core — 1× in this paper · explained in 2 episodes
• Grounding — 1× in this paper · explained in 3 episodes
• LLM judge — 1× in this paper · explained in 2 episodes
• Task Decomposition — 1× in this paper · explained in 2 episodes
• Task Planning — 1× in this paper · explained in 2 episodes
• Verifiability — 1× in this paper · explained in 2 episodes

Sources

• Program Synthesis with Large Language Models
• Evaluating Large Language Models Trained on Code
• Training Verifiers to Solve Math Word Problems
• AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs
• SpecBench: Evaluating Specification-Level Reasoning for Software Engineering LLM Agents
• AgentCoder: Multi-Agent-based Code Generation with Iterative Testing and Optimisation
• Coupled Hierarchical Search over Topology and Execution for Agentic Workflow Synthesis
• A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
• Improving the Efficiency of Language Agent Teams with Adaptive Task Graphs
• ICAE-Bench: Evaluating Coding Agents as Interactive Project Builders
• AOrchestra: Automating Sub-Agent Creation for Agentic Orchestration
• Multi-Agent Collaboration Mechanisms: A Survey of LLMs
• AgentConductor: Topology Evolution for Multi-Agent Competition-Level Code Generation
• MetaGen: Self-Evolving Roles and Topologies for Multi-Agent LLM Reasoning
• SWE-Together: Evaluating Coding Agents in Interactive User Sessions
• Meta-Agent: From Task Descriptions to Verified Multi-Agent Systems
• TacoMAS: Test-Time Co-Evolution of Topology and Capability in LLM-based Multi-Agent Systems
• Understanding Agent Scaling in LLM-Based Multi-Agent Systems via Diversity
• G-Designer: Architecting Multi-agent Communication Topologies via Graph Neural Networks
• Multi-agent Architecture Search via Agentic Supernet

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