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_posts/2026-01-20-multi-hop-reasoning-transformers.md

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- **Training/validation loss**: Standard cross-entropy loss
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![Error type breakdown](/assets/img/blog_embeds/multi-hop-reasoning-in-transformers-11.png)
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*Breakdown of error types across models. This diagnostic information helps understand failure modes - whether models fail on intermediate steps, query parsing, or random guessing.*
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*Last updated: January 20, 2026*
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*Last updated: January 20, 2026*

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