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8ef07d7 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 | # Repro - Training-Inference Consistent Segmented Execution for Long-Context LLMs
## Pages
| Page |
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| [Claim 1: Training and inference share identical segment-level forward semantics](#/claim-1-training-and-inference-share-identical-segment-level-forward-semantics) |
| [Claim 2: TBPTT computes the exact gradient of the stated truncated objective](#/claim-2-tbptt-computes-the-exact-gradient-of-the-stated-truncated-objective) |
| [Claim 3: The truncated training objective is aligned with segmented inference](#/claim-3-the-truncated-training-objective-is-aligned-with-segmented-inference) |
| [Claim 4: Long-range retrieval is sparse and forward-only](#/claim-4-long-range-retrieval-is-sparse-and-forward-only) |
| [Sources, protocol, and integrity](#/sources-protocol-and-integrity) |
| [Conclusion](#/conclusion) |
| [segmented-64223-repro](#/segmented-64223-repro) |
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