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Repro - Training-Inference Consistent Segmented Execution for Long-Context LLMs

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Claim 1: Training and inference share identical segment-level forward semantics
Claim 2: TBPTT computes the exact gradient of the stated truncated objective
Claim 3: The truncated training objective is aligned with segmented inference
Claim 4: Long-range retrieval is sparse and forward-only
Sources, protocol, and integrity
Conclusion
segmented-64223-repro