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-**[2026/05/04]**: Our paper "ExCyTIn-Bench: Evaluating LLM agents on Cyber Threat Investigation" has been accepted by ICML 2026!
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-**[2025/11/25]**: We updated the evaluation chart with Claude Opus-4.5 and GPT 5.1!
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-**[2025/11/04]**: We updated the evaluation chart with Claude Sonnet-4.5 and Haiku-4.5. These are base model results with default parameters; we will share results with [extended thinking](https://docs.claude.com/en/docs/build-with-claude/extended-thinking) and [larger context windows](https://docs.claude.com/en/docs/build-with-claude/context-windows#1m-token-context-window) soon!
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-**[2025/10/28]**: Checkout [open-source research](https://www.arc.computer/blog/inference-time-continual-learning) applying in-context continual learning methods to the ExCyTIn framework, achieving significant cost reductions and enabling cross-incident knowledge transfer.
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