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arXiv3h ago
4.8

The Illusion of Latent Generalization: Bi-directionality and the Reversal Curse

Julian Coda-Forno, Jane X. Wang, Arslan Chaudhry

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Analysis

Viral velocity
low
Implementation gapYES
Novelty7/10
Categorypaper
Topics
inferencetraining

Opportunity Brief

Develop a lightweight training module that adds bidirectional supervision to standard decoder-only models. This is critical for improving fact retrieval consistency in small-scale models.

Suggested repo: bidirectional-llama

"Fix the reversal curse in your local LLM with simple bidirectional training."

Estimated effort: 60h