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Add AgentMem and SmolAgents baselines for Patch task using GPT-5.2 and GPT-5-mini - #1

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hwiwonl merged 2 commits into
SEC-bench:mainfrom
MichaelFu1998-create:main
Jan 16, 2026
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Add AgentMem and SmolAgents baselines for Patch task using GPT-5.2 and GPT-5-mini#1
hwiwonl merged 2 commits into
SEC-bench:mainfrom
MichaelFu1998-create:main

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@MichaelFu1998-create MichaelFu1998-create commented Jan 13, 2026

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This PR adds four new entries to the leaderboard for the Patch task:

  • SmolAgents + GPT-5.2 and SmolAgents + GPT-5-mini: Baselines using the provided SmolAgents implementation with only cmd and Python interpreter tools enabled. Marked as open-source with a link to the SEC-bench repo.
  • AgentMem+ GPT-5.2 and AgentMem + GPT-5-mini: Our proposed Memory Agent approach, extending SmolAgents with a multi-agent scaffold. Includes:
    • Static analysis agent
    • Dynamic analysis agent
    • History mining agent

Full evaluation artifacts (logs, logs/output.jsonl, trajectories, report.jsonl, and metadata.yaml) are included under evaluation/Patch/.

We plan to open-source AgentMem soon and will submit a follow-up PR with the repo link for the OSS badge.
We'll also reach out soon with reproducible code to get the verified checkmark ✓.

Thanks for creating this amazing benchmark!

@MichaelFu1998-create MichaelFu1998-create changed the title Add MemAgent and SmolAgents baselines for Patch task using GPT-5.2 and GPT-5-mini Add AgentMem and SmolAgents baselines for Patch task using GPT-5.2 and GPT-5-mini Jan 15, 2026
@hwiwonl
hwiwonl merged commit 8d9d453 into SEC-bench:main Jan 16, 2026
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2 participants